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February 11, 2013 10:14
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OpenCourseOnline youtube channel links, prettied up. These were so hard to find, and so inconsistently named.
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| Probabilistic Graphical Models with Professor Daphne Koller - Stanford University {{{1 | |
| 01.01 - Welcome | https://www.youtube.com/watch?v=WPSQfOkb1M8 | |
| 01.02 - Overview and Motivation | https://www.youtube.com/watch?v=6AVurePzK3Y | |
| 01.03 - Distributions | https://www.youtube.com/watch?v=Y1i7Tzj9YFg | |
| 01.04 - Factors | https://www.youtube.com/watch?v=5R5ixMmKQzg | |
| 02.01 - Semantics & Factorization | https://www.youtube.com/watch?v=6ODl1rxoT14 | |
| 02.02 - Reasoning Patterns | https://www.youtube.com/watch?v=dSLlBMOKWF4 | |
| 02.03 - Flow of Probabilistic Influence | https://www.youtube.com/watch?v=PfirsYouObw | |
| 02.04 - Conditional Independence | https://www.youtube.com/watch?v=m_s8Cv4_4IU | |
| 02.05 - Independencies in Bayesian Networks | https://www.youtube.com/watch?v=QJ4vFJWzInE | |
| 02.06 - Naive Bayes | https://www.youtube.com/watch?v=kJCMrI9Y9-U | |
| 02.07 - Application Medical Diagnosis | https://www.youtube.com/watch?v=PMbpzugft-s | |
| 02.08 - Knowledge Engineering Example - SAMIAM | https://www.youtube.com/watch?v=jGqGWiE7DCE | |
| 03.01 - Overview of Template Models | https://www.youtube.com/watch?v=ogs4Oj8KahQ | |
| 03.02 - Temporal Models | https://www.youtube.com/watch?v=WA-Uv2Cq5vI | |
| 03.03 - Temporal Models - HMMs | https://www.youtube.com/watch?v=PfvCc5_za3E | |
| 03.04 - Plate Models | https://www.youtube.com/watch?v=c2oJOTefgm8 | |
| 04.01 - Basic Operations | https://www.youtube.com/watch?v=xi4K57bgCXk | |
| 04.02 - Moving Data Around | https://www.youtube.com/watch?v=f-OIDo6Bxw0 | |
| 04.03 - Computing On Data | https://www.youtube.com/watch?v=7IpwLWHxM5U | |
| 04.04 - Plotting Data | https://www.youtube.com/watch?v=r4pJori2klI | |
| 04.05 - Control Statements | https://www.youtube.com/watch?v=jrWZvYDxAfw | |
| 04.06 - Vectorization | https://www.youtube.com/watch?v=ABk_FmspLqs | |
| 04.07 - Submitting Programming Exercises | https://www.youtube.com/watch?v=9bttRjNkIJE | |
| 05.01 - Overview of Structured CPDs | https://www.youtube.com/watch?v=gkRBlXj8h-w | |
| 05.02 - Tree-Structured CPDs | https://www.youtube.com/watch?v=VuSDyCh1ryY | |
| 05.03 - Independence of Causal Influence | https://www.youtube.com/watch?v=KDecpoQeIdE | |
| 05.04 - Continuous Variables | https://www.youtube.com/watch?v=4Z5C_xXraLs | |
| 06.01 - Pairwise Markov Networks | https://www.youtube.com/watch?v=SH1K4RtX9uQ | |
| 06.02 - General Gibbs Distribution | https://www.youtube.com/watch?v=kFcjl3A9QuA | |
| 06.03 - Conditional Random Fields | https://www.youtube.com/watch?v=2BXoj778YU8 | |
| 06.04 - Independencies in Markov Networks | https://www.youtube.com/watch?v=giQPlyhlMDU | |
| 06.05 - I-maps and perfect maps | https://www.youtube.com/watch?v=obhBzPaESes | |
| 06.06 - Log-Linear Models | https://www.youtube.com/watch?v=oLJHOZmAxn0 | |
| 06.07 - Shared Features in Log-Linear Models | https://www.youtube.com/watch?v=yRnmTveoFjs | |
| 07.01 - Knowledge Engineering | https://www.youtube.com/watch?v=bPGr5kFQbaw | |
| 08.01 - Overview:Conditional Probability Queries | https://www.youtube.com/watch?v=Qa04kw1gKHk | |
| 08.02 - Overview: MAP Inference | https://www.youtube.com/watch?v=bL9Fvz3fx4c | |
| 08.03 - Variable Elimination Algorithm | https://www.youtube.com/watch?v=jz02X3hByac | |
| 08.04 - Complexity of Variable Elimination | https://www.youtube.com/watch?v=HwiNSRIWf4c | |
| 08.05 - Graph-Based Perspective on Variable Elimination | https://www.youtube.com/watch?v=gV0GVptFG00 | |
| 08.06 - Finding Elimination Orderings | https://www.youtube.com/watch?v=kwa79eWMsOA | |
| 09.01 - Belief Propagation | https://www.youtube.com/watch?v=ASsKAaHlhCU | |
| 09.02 - Properties of Cluster Graphs | https://www.youtube.com/watch?v=xwD_B31sElc | |
| 10.01 - Properties of Belief Propagation | https://www.youtube.com/watch?v=gaiZ0N_gPoY | |
| 10.02 - Clique Tree Algorithm - Correctness | https://www.youtube.com/watch?v=6k7o3-UzUM0 | |
| 10.03 - Clique Tree Algorithm - Computation | https://www.youtube.com/watch?v=XcUEUZtRLqc | |
| 10.04 - Clique Trees and Independence | https://www.youtube.com/watch?v=IWnh6cinlCM | |
| 10.05 - Clique Trees and VE | https://www.youtube.com/watch?v=d6R0CeVHYN8 | |
| 10.06 - BP In Practice | https://www.youtube.com/watch?v=bk8jBNFWZ0I | |
| 10.07 - Loopy BP and Message Decoding | https://www.youtube.com/watch?v=Ho09buALehg | |
| 11.01 - Max Sum Message Passing | https://www.youtube.com/watch?v=CH1bCDe6k88 | |
| 11.02 - Finding a MAP Assignment | https://www.youtube.com/watch?v=OLb6w9h4ll0 | |
| 12.01 - Tractable MAP Problem | https://www.youtube.com/watch?v=Z-iPbtn1c_M | |
| 12.02 - Dual Decomposition - Intuition | https://www.youtube.com/watch?v=u8LfZE8Cfj4 | |
| 12.03 - Dual Decomposition - Algorithm | https://www.youtube.com/watch?v=QQxoKSCkeGY | |
| 13.01 - Simple Sampling | https://www.youtube.com/watch?v=DO6pqPrWHQA | |
| 13.02 - Markov Chain Monte Carlo | https://www.youtube.com/watch?v=fmY1iZTZl_E | |
| 13.03 - Using a Markov Chain | https://www.youtube.com/watch?v=zH4gDspKGcY | |
| 13.04 - Gibbs Sampling | https://www.youtube.com/watch?v=Cbm7dbg8Nf8 | |
| 13.05 - Metropolis Hastings Algorithm | https://www.youtube.com/watch?v=P20TdCy-siE | |
| 14.01 - Inference in Temporal Models | https://www.youtube.com/watch?v=X0IDdFZR7JI | |
| 14.02 - Inference: Summary | https://www.youtube.com/watch?v=LHAB4sTCcQY | |
| 15.01 - Maximum Expected Utility | https://www.youtube.com/watch?v=6cfgdbLeJIw | |
| 15.02 - Utility Functions | https://www.youtube.com/watch?v=SrE31EOCvKw | |
| 15.03 - Value of Perfect Information | https://www.youtube.com/watch?v=_Xf_DAl-isw | |
| 16.01 - Regularization: The Problem of Overfitting | https://www.youtube.com/watch?v=Nmr-VJPDYU8 | |
| 16.02 - Regularization: Cost Function | https://www.youtube.com/watch?v=hK-pJbf5CQI | |
| 16.03 - Evaluating a Hypothesis | https://www.youtube.com/watch?v=HAC5ijbM938 | |
| 16.04 - Model Selection and Train Validation Test Sets | https://www.youtube.com/watch?v=v43K4Mr54gs | |
| 16.05 - Diagnosing Bias vs Variance | https://www.youtube.com/watch?v=4FLBD3RwLYk | |
| 16.06 - Regularization and Bias Variance | https://www.youtube.com/watch?v=xQHTnl8Wz-w | |
| 17.01 - Learning: Overview | https://www.youtube.com/watch?v=Vpav1IOy-GU | |
| 18.01 - Maximum Likelihood Estimation | https://www.youtube.com/watch?v=P6WpgLHd5jE | |
| 18.02 - Maximum Likelihood Estimation for Bayesian Networks | https://www.youtube.com/watch?v=2_qaZpI2B2w | |
| 18.03 - Bayesian Estimation | https://www.youtube.com/watch?v=hOGk93NJlQA | |
| 18.04 - Bayesian Prediction | https://www.youtube.com/watch?v=N4XpUocvz5E | |
| 18.05 - Bayesian Estimation for Bayesian Networks | https://www.youtube.com/watch?v=0Uv0XMxH5CA | |
| 19.01 - Maximum Likelihood for Log Linear Models | https://www.youtube.com/watch?v=Yr3YmGTXLT4 | |
| 19.02 - Maximum Likelihood for Conditional Random Fields | https://www.youtube.com/watch?v=A4-nPUW81qU | |
| 19.03 - MAP Estimation for MRFs and CRFs | https://www.youtube.com/watch?v=EqQNyiQ5fFs | |
| 20.01 - Structure Learning Overview | https://www.youtube.com/watch?v=3BtZxnkI0ys | |
| 20.02 - Likelihood Scores | https://www.youtube.com/watch?v=NQq4F7H8DMM | |
| 20.03 - BIC and Asymptotic Consistency | https://www.youtube.com/watch?v=Qw_4niNxtHA | |
| 20.04 - Bayesian Scores | https://www.youtube.com/watch?v=BDaN08HmPQM | |
| 20.05 - Learning Tree Structured Networks | https://www.youtube.com/watch?v=QruQ__dlPLY | |
| 20.06 - Learning General Graphs: Heuristic Search | https://www.youtube.com/watch?v=tJ-4D2idMqY | |
| 20.07 - Learning General Graphs: Search and Decomposability | https://www.youtube.com/watch?v=9i6SHGo5VnY | |
| 21.01 - Learning With Incomplete Data | https://www.youtube.com/watch?v=BFrq_4f9zB4 | |
| 21.02 - Expectation Maximization - Intro | https://www.youtube.com/watch?v=2Q2T4SMY8i8 | |
| 21.03 - Analysis of EM Algorithm | https://www.youtube.com/watch?v=kTeHSVrThzM | |
| 21.04 - EM in Practice | https://www.youtube.com/watch?v=muDNm94Cc1I | |
| 21.05 - Latent Variables | https://www.youtube.com/watch?v=7mJcqAkHiZ8 | |
| 22.01 - Summary: Learning | https://www.youtube.com/watch?v=j8fDUWME0hs | |
| 23.01 - Class Summary | https://www.youtube.com/watch?v=Row-l4CuWn0 | |
| Machine Learning with Professor Andrew Ng - Stanford University {{{1 | |
| Introduction | |
| 01.01 - Welcome | https://www.youtube.com/watch?v=HN7VK4aDFiA | |
| 01.02 - What Is Machine Learning | https://www.youtube.com/watch?v=RxhXtz6rCBc | |
| 01.03 - Supervised Learning | https://www.youtube.com/watch?v=l9kvAXe5lVA | |
| 01.04 - Unsupervised Learning | https://www.youtube.com/watch?v=7ebYohehD1g | |
| Linear Regression With One Variable | |
| 02.01 - Model Representation | https://www.youtube.com/watch?v=_Je5f750bp4 | |
| 02.02 - Cost Function | https://www.youtube.com/watch?v=fgmMm-nWN1s | |
| 02.03 - Cost Function Intuition I | https://www.youtube.com/watch?v=ZrIUWY3tkVU | |
| 02.04 - Cost Function Intuition II | https://www.youtube.com/watch?v=as2z9I41Db8 | |
| 02.05 - Gradient Descent | https://www.youtube.com/watch?v=0IYePTE2ZVw | |
| 02.06 - Gradient Descent Intuition | https://www.youtube.com/watch?v=o-HVrPZhd70 | |
| 02.07 - Gradient Descent For Linear Regression | https://www.youtube.com/watch?v=Tp7XNqCn1Vs | |
| 02.08 - What's Next | https://www.youtube.com/watch?v=c2yKtYEfv10 | |
| Linear Algebra Review Optional | |
| 03.01 - Matrices And Vectors | https://www.youtube.com/watch?v=PsWi-Mgxftc | |
| 03.02 - Addition And Scalar Multiplication | https://www.youtube.com/watch?v=gdToHE-oCxQ | |
| 03.03 - Matrix Vector Multiplication | https://www.youtube.com/watch?v=9zOZCVj-0Kg | |
| 03.04 - Matrix Matrix Multiplication | https://www.youtube.com/watch?v=w3wyOBSLf8s | |
| 03.05 - Matrix Multiplication Properties | https://www.youtube.com/watch?v=qI_2jC4vK3g | |
| 03.06 - Inverse And Transpose | https://www.youtube.com/watch?v=8cfKqOQAHJs | |
| Linear Regression With Multiple Variables | |
| 04.01 - Multiple Features | https://www.youtube.com/watch?v=X5ljh9E14Gw | |
| 04.02 - Gradient Descent For Multiple Variables | https://www.youtube.com/watch?v=ecrB0vJS3bY | |
| 04.03 - Gradient Descent In Practice IFeature Scaling | https://www.youtube.com/watch?v=LojT3TCDqDY | |
| 04.04 - Gradient Descent In Practice IILearning Rate | https://www.youtube.com/watch?v=7TeTnXpxGEg | |
| 04.05 - Features And Polynomial Regression | https://www.youtube.com/watch?v=1-7bxNiGRHM | |
| 04.06 - Normal Equation | https://www.youtube.com/watch?v=pHrk9ZcGLNg | |
| 04.07 - Normal Equation Non Invertibility(Optional) | https://www.youtube.com/watch?v=TWu0WH6DJPQ | |
| Octave Tutorial | |
| 05.01 - Basic Operations | https://www.youtube.com/watch?v=TWqYSOiSTEA | |
| 05.02 - Moving Data Around | https://www.youtube.com/watch?v=4lI28cNpznM | |
| 05.03 - Computing On Data | https://www.youtube.com/watch?v=odyYiv5uzLw | |
| 05.04 - Plotting Data | https://www.youtube.com/watch?v=IOjxP3DZIE8 | |
| 05.05 - For While If Statements And Functions | https://www.youtube.com/watch?v=AJKzG7aPcpY | |
| 05.06 - Vectorization | https://www.youtube.com/watch?v=955HphMCMnI | |
| 05.07 - Working On And Submitting Programming Exercises | https://www.youtube.com/watch?v=phAeMJwzxQc | |
| Logistic Regression | |
| 06.01 - Classification | https://www.youtube.com/watch?v=LLx4diIP83I | |
| 06.02 - Hypothesis Representation | https://www.youtube.com/watch?v=tEk6ikTKGYU | |
| 06.03 - Decision Boundary | https://www.youtube.com/watch?v=7F-CuXdTQ5k | |
| 06.04 - Cost Function | https://www.youtube.com/watch?v=IxotEG3yWHs | |
| 06.05 - Simplified Cost Function And Gradient Descent | https://www.youtube.com/watch?v=Y2zXH_4_aZs | |
| 06.06 - Advanced Optimization | https://www.youtube.com/watch?v=uKtVwBX7CCs | |
| 06.07 - Multi Class Classification One Vs All | https://www.youtube.com/watch?v=07bPqvCevfc | |
| Regularization | |
| 07.01 - The Problem Of Overfitting | https://www.youtube.com/watch?v=nmHNXsDPPFQ | |
| 07.02 - Cost Function | https://www.youtube.com/watch?v=C79kIYkKZ1g | |
| 07.03 - Regularized Linear Regression | https://www.youtube.com/watch?v=eHqhJylvIs4 | |
| 07.04 - Regularized Logistic Regression | https://www.youtube.com/watch?v=ef2OPmANLaM | |
| Neural Networks Representation | |
| 08.01 - Non Linear Hypotheses | https://www.youtube.com/watch?v=PaMoZnMdffI | |
| 08.02 - Neurons And The Brain | https://www.youtube.com/watch?v=v0Tr_CfF6ag | |
| 08.03 - Model Representation I | https://www.youtube.com/watch?v=MU1jLXr5c6s | |
| 08.04 - Model Representation II | https://www.youtube.com/watch?v=cQjBHa91TEo | |
| 08.05 - Examples And Intuitions I | https://www.youtube.com/watch?v=NxRtvXv95ic | |
| 08.06 - Examples And Intuitions II | https://www.youtube.com/watch?v=TIM-mwmSDpk | |
| 08.07 - Multi Class Classification | https://www.youtube.com/watch?v=rX4uBWIe2dk | |
| Neural Networks Learning | |
| 09.01 - Cost Function | https://www.youtube.com/watch?v=keQ1kNIU96Y | |
| 09.02 - Backpropagation Algorithm | https://www.youtube.com/watch?v=wmfpS5fKFeY | |
| 09.03 - Backpropagation Intuition | https://www.youtube.com/watch?v=b0mv1sJvRp0 | |
| 09.04 - Gradient Checking | https://www.youtube.com/watch?v=12a9fsLyFes | |
| 09.05 - Random Initialization | https://www.youtube.com/watch?v=feEj-T2Ceg4 | |
| 09.03 - Implementation Note Unrolling Parameters | https://www.youtube.com/watch?v=Lc5UvegRZEw | |
| 09.07 - Putting It Together | https://www.youtube.com/watch?v=I_TeNU-nUQs | |
| 09.08 - Autonomous Driving Example | https://www.youtube.com/watch?v=VwwB6xcx8Wg | |
| Advice For Applying Machine Learning | |
| 10.01 - Deciding What To Try Next | https://www.youtube.com/watch?v=DYCv5e0Isow | |
| 10.02 - Evaluating AHypothesis | https://www.youtube.com/watch?v=75PiDvoQc7o | |
| 10.03 - Model Selection And Train Validation Test Sets | https://www.youtube.com/watch?v=2bgDlLJtjoQ | |
| 10.04 - Diagnosing Bias Vs Variance | https://www.youtube.com/watch?v=wfmmNmXqGrc | |
| 10.05 - Regularization And Bias Variance | https://www.youtube.com/watch?v=pk8sz0akmck | |
| 10.06 - Learning Curves | https://www.youtube.com/watch?v=g4XluwGYPaA | |
| 10.07 - Deciding What To Do Next Revisited | https://www.youtube.com/watch?v=TxJe4xeDI7g | |
| Machine Learning System Design | |
| 11.01 - Prioritizing What To Work On | https://www.youtube.com/watch?v=E9Ki-sThq5E | |
| 11.02 - Error Analysis | https://www.youtube.com/watch?v=cSehNXLYU54 | |
| 11.03 - Error Metrics For Skewed Classes | https://www.youtube.com/watch?v=Aikq-iPQtx0 | |
| 11.04 - Trading Off Precision And Recall | https://www.youtube.com/watch?v=OEYvj3sW9t4 | |
| 11.05 - Data For Machine Learning | https://www.youtube.com/watch?v=eVA-n9V4fQ8 | |
| Support Vector Machines | |
| 12.01 - Optimization Objective | https://www.youtube.com/watch?v=wfKGEzw0tSc | |
| 12.02 - Large Margin Intuition | https://www.youtube.com/watch?v=7NpTkjw7bNA | |
| 12.03 - Mathematics Behind Large Margin Classification Optional | https://www.youtube.com/watch?v=-Cn56aL9BmY | |
| 12.04 - Kernels I | https://www.youtube.com/watch?v=5yRSFkWAe3E | |
| 12.05 - Kernels II | https://www.youtube.com/watch?v=mKT5CSBhXfU | |
| 12.06 - Using An SVM | https://www.youtube.com/watch?v=i25MEJeX0Eg | |
| Clustering | |
| 14.01 - Unsupervised Learning Introduction | https://www.youtube.com/watch?v=OX7JtB0GFgk | |
| 14.02 - KMeans Algorithm | https://www.youtube.com/watch?v=Ao2vnhelKhI | |
| 14.03 - Optimization Objective | https://www.youtube.com/watch?v=9P2ijDa7qgA | |
| 14.04 - Random Initialization | https://www.youtube.com/watch?v=HXeF1qITV-o | |
| 14.05 - The Number Of Clusters | https://www.youtube.com/watch?v=Lz0sXs12uPk | |
| Dimensionality Reduction | |
| 15.01 - Motivation IData Compression | https://www.youtube.com/watch?v=RkrFdDocbdM | |
| 15.02 - Motivation IIVisualization | https://www.youtube.com/watch?v=2BK87aL11fM | |
| 15.03 - Principal Component Analysis Problem Formulation | https://www.youtube.com/watch?v=D0Wgq-9ffZk | |
| 15.04 - Principal Component Analysis Algorithm | https://www.youtube.com/watch?v=anbUucxp0v8 | |
| 15.05 - Choosing The Number Of Principal Componen | https://www.youtube.com/watch?v=17crL2h9BqY | |
| 15.06 - Reconstruction From Compressed Represen | https://www.youtube.com/watch?v=ByjAI-FQp5o | |
| 15.07 - Advice For Applying PCA | https://www.youtube.com/watch?v=5aYhz5DBIhI | |
| Anomaly Detection | |
| 16.01 - Problem Motivation V1 | https://www.youtube.com/watch?v=h5iVXB9mczo | |
| 16.02 - Gaussian Distribution | https://www.youtube.com/watch?v=nh8u6HciMMM | |
| 16.03 - Algorithm | https://www.youtube.com/watch?v=reDIsljRhcc | |
| 16.04 - Developing And Evaluating An Anomaly Detection System | https://www.youtube.com/watch?v=V-fQQr81Ua8 | |
| 16.05 - Anomaly Detection Vs Supervised Learning V1 | https://www.youtube.com/watch?v=R_NrJl4rIJ4 | |
| 16.06 - Choosing What Features To Use | https://www.youtube.com/watch?v=W187TNmgogU | |
| 16.07 - Multivariate Gaussian Distribution | https://www.youtube.com/watch?v=IAnt9IYxjKg | |
| 16.08 - Using The Multivariate Gaussian Distribution | https://www.youtube.com/watch?v=ELKv2k6tBbI | |
| Recommender Systems | |
| 17.01 - Problem Formulation | https://www.youtube.com/watch?v=saXRzxgFN0o | |
| 17.02 - Content Based Recommendations | https://www.youtube.com/watch?v=i6u5ykEHSP8 | |
| 17.03 - Collaborative Filtering V1 | https://www.youtube.com/watch?v=KkMAgWlYCAQ | |
| 17.04 - Collaborative Filtering Algorithm | https://www.youtube.com/watch?v=UVEAa1NqrBM | |
| 17.05 - Vectorization: Low Rank Matrix Factorization | https://www.youtube.com/watch?v=pgyevyUn1EI | |
| 17.06 - Implementational Detail: Mean Normalization | https://www.youtube.com/watch?v=r-Z7lEZ8tUA | |
| Large Scale Machine Learning | |
| 18.01 - Learning With Large Datasets | https://www.youtube.com/watch?v=O3SqmIy2NYs | |
| 18.02 - Stochastic Gradient Descent | https://www.youtube.com/watch?v=hV9slv_ansU | |
| 18.03 - Mini Batch Gradient Descent | https://www.youtube.com/watch?v=RLcK_WP1FLI | |
| 18.04 - Stochastic Gradient Descent Convergence | https://www.youtube.com/watch?v=0tHJJc-5l0Y | |
| 18.05 - Online Learning | https://www.youtube.com/watch?v=P3d5fdb6uXQ | |
| 18.06 - Map Reduce And Data Parallelism | https://www.youtube.com/watch?v=bR2LOic_mAM | |
| Application Example: Photo OCR | |
| 19.01 - Problem Description And Pipeline | https://www.youtube.com/watch?v=Avsxg1IJVrQ | |
| 19.02 - Sliding Windows | https://www.youtube.com/watch?v=SFAZj5UQ3qw | |
| 19.03 - Getting Lots Of Data: Artificial Data Synthesis | https://www.youtube.com/watch?v=uNZKfxeHmFQ | |
| 19.04 - Ceiling Analysis: What Part Of The Pipeline To Work On Next | https://www.youtube.com/watch?v=SVo6o_58ewU | |
| Conclusion | |
| 20.01 - Summary And Thank You | https://www.youtube.com/watch?v=JmJIw49VydA | |
| Computing Principles with Nick Parlante - Stanford University (CS101) {{{1 | |
| 01.01 - Introduction to Computing Principles | https://www.youtube.com/watch?v=nsFUy57JH8I | |
| 01.02 - Variables | https://www.youtube.com/watch?v=K2EzpGzNyw0 | |
| 01.03 - Introduction to Digital Images | https://www.youtube.com/watch?v=F0t-FdoA0oQ | |
| 01.04 - Image Code | https://www.youtube.com/watch?v=s__IK9QMSxg | |
| 02.01 - For Loops | https://www.youtube.com/watch?v=qr-UUC1FJS4 | |
| 02.02 - Expressions | https://www.youtube.com/watch?v=jNfx5r1ORIA | |
| 02.03 - Puzzles | https://www.youtube.com/watch?v=DLpOpN7_h9U | |
| 02.04 - Grayscale | https://www.youtube.com/watch?v=An_Ywo0iT6k | |
| 03.01 - If Logic | https://www.youtube.com/watch?v=HCQ_xaYFPl4 | |
| 03.02 - Bluescreen | https://www.youtube.com/watch?v=qas1or1JHeQ | |
| 03.03 - Hardware | https://www.youtube.com/watch?v=aSfL8L9Ns10 | |
| 03.04 - Optional Video_ Hard-drive | https://www.youtube.com/watch?v=g1zBpABlwnA | |
| 03.05 - Bits Bytes 1 | https://www.youtube.com/watch?v=THEVNF9OzwU | |
| 03.06 - Bits Bytes 2 | https://www.youtube.com/watch?v=sgqiL4XoJ5M | |
| 04.01 - Software I | https://www.youtube.com/watch?v=t_U_s0Nj1nA | |
| 04.02 - Software II | https://www.youtube.com/watch?v=m1J1c0J-Uxc | |
| 04.03 - Networking | https://www.youtube.com/watch?v=TJIafyvip_8 | |
| 04.04 - TCP_IP | https://www.youtube.com/watch?v=57bm1ab6qfo | |
| 04.05 - Table Data | https://www.youtube.com/watch?v=vTEYJBh1f9c | |
| Automata with Professor Jeffrey Ullman - Stanford University (CS154) {{{1 | |
| 01.01 - Course outline and motivation | https://www.youtube.com/watch?v=Kfh7lbgPFew | |
| 01.02 - Informal introduction to finite automata | https://www.youtube.com/watch?v=EPnCBcUi1P0 | |
| 01.03 - Deterministic finite automata | https://www.youtube.com/watch?v=s0NMDopElSE | |
| 01.04 - Nondeterministic finite automata | https://www.youtube.com/watch?v=WPJ41qgp5bM | |
| 02.01 - Regular expressions | https://www.youtube.com/watch?v=qPEdwuOalNA | |
| 02.02 - Regular expressions in the real world | https://www.youtube.com/watch?v=37bkhsIt0uI | |
| 02.03 - Decision algorithms for regular languages | https://www.youtube.com/watch?v=rV1afBkCkPI | |
| 02.04 - Closure properties of regular languages | https://www.youtube.com/watch?v=lmfbdcLpDis | |
| 03.01 - Introduction to context-free grammars | https://www.youtube.com/watch?v=S_6SU2djoAU | |
| 03.02 - Parse trees | https://www.youtube.com/watch?v=4YPr0aLAVEU | |
| 03.03 - Normal forms for context-free grammars | https://www.youtube.com/watch?v=0A1iDpbByPc | |
| 03.04 - Pushdown automata | https://www.youtube.com/watch?v=yPfjjp4BJYc | |
| 04.01 - Equivalence of PDA's and CFG's | https://www.youtube.com/watch?v=cavIxRywadg | |
| 04.02 - The pumping lemma for CFL's | https://www.youtube.com/watch?v=T-d5_kv9Mlw | |
| 04.03 - Decision and closure properties for CFL's | https://www.youtube.com/watch?v=akdv1A1TnJU | |
| 04.04 - Turing machines | https://www.youtube.com/watch?v=zAp3Idy2lyk | |
| 05.01 - Extensions and properties of Turing machines | https://www.youtube.com/watch?v=kP3iGbfN9GA | |
| 05.02 - Decidability | https://www.youtube.com/watch?v=xR6Rc4bGRPM | |
| 05.03 - Specific undecidable problems | https://www.youtube.com/watch?v=U7bBPZgiM-w | |
| 06.01 - P and NP | https://www.youtube.com/watch?v=fPMQTtcMArM | |
| 06.02 - Satisfiability and Cook's theorem | https://www.youtube.com/watch?v=s9P33IgjwUA | |
| 06.03 - Specific NP complete problems | https://www.youtube.com/watch?v=g_oIWU5fxTs | |
| 07.01 - Problem Session 1 | https://www.youtube.com/watch?v=hX2kfqECSZU | |
| 07.03 - Problem Session 3 | https://www.youtube.com/watch?v=PHmfakxFA50 | |
| 07.04 - Problem Session 4 | https://www.youtube.com/watch?v=0YPmlH4OAE4 | |
| Compilers with Professor Alex Aiken - Stanford University {{{1 | |
| 01.01 - Introduction | https://www.youtube.com/watch?v=CNzD2SDjo8I | |
| 01.02 - Structure of a Compiler | https://www.youtube.com/watch?v=OcDAv-N9Zjs | |
| 01.03 - The Economy of Programming Languages | https://www.youtube.com/watch?v=hF-q_H9DDbc | |
| 02.01 - Cool Overview | https://www.youtube.com/watch?v=mrNrifMWLms | |
| 02.02 - Cool Example II | https://www.youtube.com/watch?v=I39wQ2jQkXE | |
| 02.03 - Cool Example III | https://www.youtube.com/watch?v=bsmiYjPpcrU | |
| 03.01 - Lexical Analysis | https://www.youtube.com/watch?v=SRhkfvqeA1M | |
| 03.02 - Lexical Analysis Examples | https://www.youtube.com/watch?v=PuV4kmRE0io | |
| 03.03 - Regular Languages | https://www.youtube.com/watch?v=f7AaVhhBHpY | |
| 03.04 - Formal Languages | https://www.youtube.com/watch?v=WuTFr50IA_Y | |
| 03.05 - Lexical Specifications | https://www.youtube.com/watch?v=O7izeVSNYCM | |
| 03.06 - DeduceIt Demo | https://www.youtube.com/watch?v=qxAlFDSwF6I | |
| 04.01 - Lexical Specification | https://www.youtube.com/watch?v=gTPb2QaA1Mc | |
| 04.02 - Finite Automata | https://www.youtube.com/watch?v=7ztX3TEzQPc | |
| 04.03 - Regular Expressions into NFAs | https://www.youtube.com/watch?v=-fyrcDiICPQ | |
| 04.04 - NFA to DFA | https://www.youtube.com/watch?v=f2FlCarD3UI | |
| 04.05 - Implementing Finite Automata | https://www.youtube.com/watch?v=logYeBBECBg | |
| 05.01 - Introduction to Parsing | https://www.youtube.com/watch?v=-TJGgfz6te8 | |
| 05.02 - Context Free Grammars | https://www.youtube.com/watch?v=ADA36Et8fAE | |
| 05.03 - Derivations | https://www.youtube.com/watch?v=A0s-FuZne7o | |
| 05.04 - Ambiguity | https://www.youtube.com/watch?v=y5FdTgTaMEY | |
| 06.01 - Error Handling | https://www.youtube.com/watch?v=i1teQEY5SFY | |
| 06.02 - Abstract Syntax Trees | https://www.youtube.com/watch?v=YidpbJunXvM | |
| 06.03 - Recursive Descent Parsing | https://www.youtube.com/watch?v=Kdx5HOtb-Zo | |
| 06.04 - Recursive Descent Algorithm | https://www.youtube.com/watch?v=S7DZdn33eFY | |
| 06.05 - Left Recursion | https://www.youtube.com/watch?v=K-mfuhx9B_0 | |
| 07.01 - Predictive Parsing | https://www.youtube.com/watch?v=0wbDm2q5dH4 | |
| 07.02 - First Sets | https://www.youtube.com/watch?v=lqTwUxJ18d4 | |
| 07.03 - Follow Sets | https://www.youtube.com/watch?v=BuFhsJn3KPY | |
| 07.04 - LL1 Parsing Tables | https://www.youtube.com/watch?v=HpmB3Wd8pxI | |
| 07.05 - Bottom-Up Parsing | https://www.youtube.com/watch?v=cfsN0r-DOWo | |
| 07.06 - Shift-Reduce Parsing | https://www.youtube.com/watch?v=1XuKxdFqYh8 | |
| 08.01 - Handles | https://www.youtube.com/watch?v=L9eZYWAh7yY | |
| 08.02 - Recognizing Handles | https://www.youtube.com/watch?v=UeRyF72ObXo | |
| 08.03 - Recognizing Viable Prefixes | https://www.youtube.com/watch?v=eYN7sWzHhLY | |
| 08.04 - Valid Items | https://www.youtube.com/watch?v=AkYjrgFx97k | |
| 08.05 - SLR Parsing | https://www.youtube.com/watch?v=t4p3au3dsz0 | |
| 08.06 - SLR Parsing Example | https://www.youtube.com/watch?v=1jkOCxpApJ4 | |
| 08.07 - SLR Improvements | https://www.youtube.com/watch?v=VZPrl2Myc5Q | |
| 08.08 - SLR Examples | https://www.youtube.com/watch?v=8PBU1r87ess | |
| 09.01 - Introduction to Semantic Analysis | https://www.youtube.com/watch?v=ZsF2rhoq_wY | |
| 09.02 - Scope | https://www.youtube.com/watch?v=NuFyP6eJvQc | |
| 09.03 - Symbol Tables | https://www.youtube.com/watch?v=Psrp_ae3cmk | |
| 09.04 - Types | https://www.youtube.com/watch?v=IXaUs1E4TxY | |
| 09.05 - Type Checking | https://www.youtube.com/watch?v=9Pihq8njr7M | |
| 09.06 - Type Environments | https://www.youtube.com/watch?v=P3jPCu3iRpY | |
| 09.07 - Subtyping | https://www.youtube.com/watch?v=VOiH2kYtqG8 | |
| 09.08 - Typing Methods | https://www.youtube.com/watch?v=ZKsapjN_K4M | |
| 09.09 - Implementing Type Checking | https://www.youtube.com/watch?v=GWRXTisF6MM | |
| 10.01 - Static vs. Dynamic Typing | https://www.youtube.com/watch?v=3S_US-XHOxQ | |
| 10.02 - Self Type | https://www.youtube.com/watch?v=iJBxX_tSWQ4 | |
| 10.03 - Self Type Operations | https://www.youtube.com/watch?v=7kbJBXP8Fjo | |
| 10.04 - Self Type Usage | https://www.youtube.com/watch?v=FNCJR7I8EiQ | |
| 10.05 - Self Type Checking | https://www.youtube.com/watch?v=BPsxbxsguTo | |
| 10.06 - Error Recovery | https://www.youtube.com/watch?v=mdbdE8tNqN0 | |
| 11.01 - Runtime Organization | https://www.youtube.com/watch?v=8ddaVpnxLG8 | |
| 11.02 - Activations | https://www.youtube.com/watch?v=qG5-oYwKgS0 | |
| 11.03 - Activation Records | https://www.youtube.com/watch?v=JWotz2i2WZQ | |
| 11.04 - Globals and Heap | https://www.youtube.com/watch?v=Sd8r9gwE454 | |
| 11.05 - Alignment | https://www.youtube.com/watch?v=_Gz_BdFJo28 | |
| 11.06 - Stack Machines | https://www.youtube.com/watch?v=99iusMO1p-Q | |
| 12.01 - Introduction to Code Generation | https://www.youtube.com/watch?v=lZIUN6IS8CI | |
| 12.02 - Code Generation I | https://www.youtube.com/watch?v=JkFITj-FIO4 | |
| 12.03 - Code Generation II | https://www.youtube.com/watch?v=bWcLDTljijA | |
| 12.04 - Code Generation Example | https://www.youtube.com/watch?v=P7HdybDdXLM | |
| 12.05 - Temporaries | https://www.youtube.com/watch?v=TXHqIUW9xVQ | |
| 12.06 - Object Layout | https://www.youtube.com/watch?v=80c4LTop-04 | |
| 13.01 - Semantics Overview | https://www.youtube.com/watch?v=u_6k50aIAMs | |
| 13.02 - Operational Semantics | https://www.youtube.com/watch?v=D6BnwH3YS3E | |
| 13.03 - Cool Semantics I | https://www.youtube.com/watch?v=Q7jSB_WBUmM | |
| 13.04 - Cool Semantics II | https://www.youtube.com/watch?v=6jJxiS4SGT8 | |
| 14.01 - Intermediate Code | https://www.youtube.com/watch?v=BoDw5ihpe3k | |
| 14.02 - Optimization Overview | https://www.youtube.com/watch?v=uwnzkwvbc0A | |
| 14.03 - Local Optimization | https://www.youtube.com/watch?v=u86d1GleZ5U | |
| 14.04 - Peephole Optimization | https://www.youtube.com/watch?v=pKT3ysZ43KQ | |
| 15.01 - Dataflow Analysis | https://www.youtube.com/watch?v=xdmhhgiKZds | |
| 15.02 - Constant Propagation | https://www.youtube.com/watch?v=QouBvomwKUk | |
| 15.03 - Analysis of Loops | https://www.youtube.com/watch?v=WNd114Ioo_M | |
| 15.04 - Orderings | https://www.youtube.com/watch?v=v0EevuAdhH0 | |
| 15.05 - Liveness Analysis | https://www.youtube.com/watch?v=mPNZAUa54hs | |
| 16.01 - Register Allocation | https://www.youtube.com/watch?v=-6Ks1qBAMzY | |
| 16.02 - Graph Coloring | https://www.youtube.com/watch?v=vi9Ch7q0fiU | |
| 16.03 - Spilling | https://www.youtube.com/watch?v=OeytZ1w6D5s | |
| 16.04 - Managing Caches | https://www.youtube.com/watch?v=k5fJDYCClTw | |
| 17.01 - Automatic Memory Management | https://www.youtube.com/watch?v=0lgA1bhDvhM | |
| 17.02 - Mark and Sweep | https://www.youtube.com/watch?v=ZJ1zwnPyFMk | |
| 17.04 - Conservative Collection | https://www.youtube.com/watch?v=CsbepeV-_aY | |
| 17.05 - Reference Counting | https://www.youtube.com/watch?v=i4O_qt3J6CE | |
| 18.01 - Java | https://www.youtube.com/watch?v=FdjroiJH8aA | |
| 18.02 - Java Arrays | https://www.youtube.com/watch?v=ANGzBWAgMPI | |
| 18.03 - Java Exceptions | https://www.youtube.com/watch?v=pifoW2KABA4 | |
| 18.04 - Java Interfaces | https://www.youtube.com/watch?v=7-CPH0rft_I | |
| 18.05 - Java Coercions | https://www.youtube.com/watch?v=ohzPBdFRXf0 | |
| 18.06 - Java Threads | https://www.youtube.com/watch?v=YnjJuJsCmtk | |
| 18.07 - Other Topics | https://www.youtube.com/watch?v=jASWT-2Ub8s | |
| Human Computer Interaction with Professor Scott Klemmer - Stanford University {{{1 | |
| 01.01 - Human Computer Interaction | https://www.youtube.com/watch?v=uvcygfK2LPs | |
| 01.02 - The Power of Prototyping | https://www.youtube.com/watch?v=5P-srHlBy50 | |
| 01.03 - Evaluating Designs | https://www.youtube.com/watch?v=gW41ZBx6_kk | |
| 01.04 - The Birth of HCI | https://www.youtube.com/watch?v=7OVnVsbGzG8 | |
| 02.01 - Participant Observation | https://www.youtube.com/watch?v=_jlgOJNxE-Q | |
| 02.02 - Interviewing | https://www.youtube.com/watch?v=ESPhIoAinaM | |
| 02.03 - Additional Needfinding Strategies | https://www.youtube.com/watch?v=YpYiygICKvI | |
| 03.01 - Paper Prototypes and Mockups | https://www.youtube.com/watch?v=lgEm67KLIIM | |
| 03.02 - Faking it: Wizard of Oz | https://www.youtube.com/watch?v=oL94-cGvHp8 | |
| 03.03 - Faking it: Video Prototyping | https://www.youtube.com/watch?v=IE2-TIaCPXk | |
| 03.04 - Creating and Comparing Alternatives | https://www.youtube.com/watch?v=RXmRLgBA9oA | |
| 04.01 - Direct Manipulation | https://www.youtube.com/watch?v=wVv92_YZMI8 | |
| 04.02 - Mental Models | https://www.youtube.com/watch?v=nFexlw96CZA | |
| 05.01 - Heuristic Evaluation: Why and How | https://www.youtube.com/watch?v=8pDJwjacZnw | |
| 05.02 - Design Heuristics Part 1 of 2 | https://www.youtube.com/watch?v=fGKJriVGAQs | |
| 05.03 - Design Heuristics Part 2 of 2 | https://www.youtube.com/watch?v=zr6eKxvMCDc | |
| 06.01 - Representation Matters | https://www.youtube.com/watch?v=6-XfKvZFYGo | |
| 06.02 - Distributing Cognition Part 1 of 2 | https://www.youtube.com/watch?v=pKAEzXlRa7o | |
| 06.03 - Distributing Cognition Part 2 of 2 | https://www.youtube.com/watch?v=C_C_cbLLaDo | |
| 07.01 - Visual Design | https://www.youtube.com/watch?v=IJ73ys9_ffM | |
| 07.02 - Typography | https://www.youtube.com/watch?v=vzxNfQ5az2k | |
| 08.01 - Grids and Alignment | https://www.youtube.com/watch?v=ANB0anRnySU | |
| 08.02 - Reading and Navigating | https://www.youtube.com/watch?v=teN_d2CqTaw | |
| 09.01 - Designing Studies you can learn from | https://www.youtube.com/watch?v=iWsrG9kmN_M | |
| 09.02 - Assign Participants to Conditions | https://www.youtube.com/watch?v=8AuseqbGDIE | |
| 10.01 - In person experiments | https://www.youtube.com/watch?v=RKJ6Q1iuRPc | |
| 10.02 - Running web experiments: introduction | https://www.youtube.com/watch?v=MQxmP86XRPQ | |
| 10.03 - Running web experiments | https://www.youtube.com/watch?v=5zCDLlfcn1g | |
| 10.04 - Running web experiments | https://www.youtube.com/watch?v=FHxfwMEWl58 | |
| 10.05 - Comparing rates | https://www.youtube.com/watch?v=ggHqFnovap0 | |
| 11.01 - Reflections on the class, and next steps | https://www.youtube.com/watch?v=cPYGcvo5LiY | |
| Natural Language Processing with Professor Dan Jurafsky & Chris Manning - Stanford University {{{1 | |
| 1.01 - Course Introduction | https://www.youtube.com/watch?v=nfoudtpBV68 | |
| 2.01 - Regular Expressions | https://www.youtube.com/watch?v=hwDhO1GLb_4 | |
| 2.02 - Regular Expressions in Practical | https://www.youtube.com/watch?v=RGLldper5II | |
| 2.03 - Word Tokenization | https://www.youtube.com/watch?v=jBk24DI8kg0 | |
| 2.04 - Word Normalization and Stemming | https://www.youtube.com/watch?v=2s7f8mBwnko | |
| 2.05 - Sentence Segmentation | https://www.youtube.com/watch?v=di0N3kXfGYg | |
| 3.01 - Defining Minimum Edit Distance | https://www.youtube.com/watch?v=CXfJNzD43OI | |
| 3.02 - Computing Minimum Edit Distance | https://www.youtube.com/watch?v=z_CB7Gih_Mg | |
| 3.03 - Backtrace for Computing Alignments | https://www.youtube.com/watch?v=iQVp4Mq6s6k | |
| 3.04 - Weighted Minimum Edit Distance | https://www.youtube.com/watch?v=ScdU0cHmxfE | |
| 3.05 - Minimum Edit Distance in Computational Biology | https://www.youtube.com/watch?v=Q0TGn4wkuoE | |
| 4.01 - Introduction to N-grams | https://www.youtube.com/watch?v=s3kKlUBa3b0 | |
| 4.02 - Estimating N-gram Probabilities | https://www.youtube.com/watch?v=o-CvoOkVrnY | |
| 4.03 - Evaluation and Perplexity | https://www.youtube.com/watch?v=OHyVNCvnsTo | |
| 4.04 - Generalization and Zeros | https://www.youtube.com/watch?v=s5Yg6qac9ag | |
| 4.05 - Smoothing: Add-One | https://www.youtube.com/watch?v=d8nVJjlMOYo | |
| 4.06 - Interpolation | https://www.youtube.com/watch?v=-aMYz1tMfPg | |
| 4.07 - Good-Turing Smoothing | https://www.youtube.com/watch?v=XdjCCkFUBKU | |
| 4.08 - Kneser-Ney Smoothing | https://www.youtube.com/watch?v=wtB00EczoCM | |
| 5.01 - The Spelling Correction Task | https://www.youtube.com/watch?v=Z1m7McLIP9c | |
| 5.02 - The Noisy Channel Model of Spelling | https://www.youtube.com/watch?v=RgHr2KVXtiE | |
| 5.03 - Real-Word Spelling Correction | https://www.youtube.com/watch?v=AcpGX_fMHEI | |
| 5.04 - State of the Art Systems | https://www.youtube.com/watch?v=s7bMicEKmMU | |
| 6.01 - What is Text Classification | https://www.youtube.com/watch?v=c3fnHA6yLeY | |
| 6.02 - Naive Bayes | https://www.youtube.com/watch?v=DdYSMwEWbd4 | |
| 6.03 - Formalizing the Naive Bayes Classifier | https://www.youtube.com/watch?v=TpjPzKODuXo | |
| 6.04 - Naive Bayes: Learning | https://www.youtube.com/watch?v=0hxaqDbdIeE | |
| 6.05 - Naive Bayes: Relationship to Language Modeling | https://www.youtube.com/watch?v=ALna9TjBS8Q | |
| 6.06 - Multinomial Naive Bayes: A Worked Example | https://www.youtube.com/watch?v=pc36aYTP44o | |
| 6.07 - Precision, Recall, and the F measure | https://www.youtube.com/watch?v=2akd6uwtowc | |
| 6.08 - Text Classification: Evaluation | https://www.youtube.com/watch?v=OwwdYHWRB5E | |
| 6.09 - Practical Issues in Text Classification | https://www.youtube.com/watch?v=uS58no0_9M4 | |
| 7.01 - What is Sentiment Analysis | https://www.youtube.com/watch?v=sxPBv4Skj98 | |
| 7.02 - Sentiment Analysis: A baseline algorithm | https://www.youtube.com/watch?v=b9UJ6W0jG1M | |
| 7.03 - Sentiment Lexicons | https://www.youtube.com/watch?v=Rv3f1FKzwjM | |
| 7.04 - Learning Sentiment Lexicons | https://www.youtube.com/watch?v=_4StZbIYKm8 | |
| 7.05 - Other Sentiment Tasks | https://www.youtube.com/watch?v=WJP3Pr9PP_8 | |
| 8.01 - Generative vs. Discriminative Models | https://www.youtube.com/watch?v=qCA1Dk_Ih_c | |
| 8.02 - Making features from text for discriminative | https://www.youtube.com/watch?v=dype0noxxM0 | |
| 8.03 - Feature-Based Linear Classifiers | https://www.youtube.com/watch?v=LixC4OJcc9E | |
| 8.04 - Building a Maxent Model: The Nuts and Bolts | https://www.youtube.com/watch?v=mgBPp2h8qm8 | |
| 8.05 - Generative vs. Discriminative models | https://www.youtube.com/watch?v=mzCt4sCTsMU | |
| 8.06 - Maximizing the Likelihood | https://www.youtube.com/watch?v=InuXtFCr3WA | |
| 9.01 - Introduction to Information Extraction | https://www.youtube.com/watch?v=ZbDts5F8LHg | |
| 9.02 - Evaluation of Named Entity Recognition | https://www.youtube.com/watch?v=zUtAtPLrnts | |
| 9.03 - Sequence Models for Named Entity Recognition | https://www.youtube.com/watch?v=mbMrRT5Osbk | |
| 9.04 - Maximum Entropy Sequence Models | https://www.youtube.com/watch?v=M1BpelGGeMk | |
| 10.01 - What is Relation Extraction | https://www.youtube.com/watch?v=vxdle1YE72I | |
| 10.02 - Using Patterns to Extract Relations | https://www.youtube.com/watch?v=VodeEgvxgtA | |
| 10.03 - Supervised Relation Extraction | https://www.youtube.com/watch?v=Mgz2Ma2NzuM | |
| 10.04 - Semi-Supervised and Unsupervised Relation Extraction | https://www.youtube.com/watch?v=wA-Wvclz8LQ | |
| 11.01 - The Maximum Entropy Model Presentation | https://www.youtube.com/watch?v=Qn4vZvOEqB0 | |
| 11.02 - Feature Overlap: Feature Interaction | https://www.youtube.com/watch?v=R-CU72dxwpM | |
| 11.03 - Conditional Maxent Models for Classification | https://www.youtube.com/watch?v=v-u13mXpCBc | |
| 11.04 - Smoothing Regularization Priors for Maxent Models | https://www.youtube.com/watch?v=0tE5185Lbns | |
| 12.01 - An Intro to Parts of Speech and POS Tagging | https://www.youtube.com/watch?v=LivXkL2DO_w | |
| 12.02 - Some Methods and Results on Sequence Models for POS Tagging | https://www.youtube.com/watch?v=RIYQD8zF2e0 | |
| 13.01 - Syntactic Structure: Constituency vs Dependency | https://www.youtube.com/watch?v=EVgwR9jlIaU | |
| 13.02 - Empirical, Data-Driven Approach to Parsing | https://www.youtube.com/watch?v=FhReDSvZ35s | |
| 13.03 - The Exponential Problem in Parsing | https://www.youtube.com/watch?v=YaXpVT9Q_0o | |
| 14.01 - Instructor Chat | https://www.youtube.com/watch?v=F0oDM6usWro | |
| 15.01 - CFGs and PCFGs | https://www.youtube.com/watch?v=YQHj4w-sKwQ | |
| 15.02 - Grammar Transforms | https://www.youtube.com/watch?v=X22NQirAU_Y | |
| 15.03 - CKY Parsing | https://www.youtube.com/watch?v=hq80J8kBg-Y | |
| 15.04 - CKY Example | https://www.youtube.com/watch?v=MiEKnFyErbQ | |
| 15.05 - Constituency Parser Evaluation | https://www.youtube.com/watch?v=mMXgbrts82M | |
| 16.01 - Lexicalization of PCFGs | https://www.youtube.com/watch?v=PLCpYgq2De8 | |
| 16.02 - Charniak's Model | https://www.youtube.com/watch?v=IOOfn5nmtT8 | |
| 16.03 - PCFG Independence Assumptions | https://www.youtube.com/watch?v=E7U2E1uHsJY | |
| 16.04 - The Return of Unlexicalized PCFGs | https://www.youtube.com/watch?v=a9qw0IFjojA | |
| 16.05 - Latent Variable PCFGs | https://www.youtube.com/watch?v=xtvP0YbO2Gc | |
| 17.01 - Dependency Parsing Introduction | https://www.youtube.com/watch?v=UTnHwzVAIOo | |
| 17.02 - Greedy Transition-Based Parsing | https://www.youtube.com/watch?v=ZnW3yet8ngo | |
| 17.03 - Dependencies Encode Relational Structure | https://www.youtube.com/watch?v=Lm00hWPmdTQ | |
| 18.01 - Introduction to Information Retrieval | https://www.youtube.com/watch?v=5L1qemKyUKA | |
| 18.02 - Term-Document Incidence Matrices | https://www.youtube.com/watch?v=ftdII-X5SM0 | |
| 18.03 - The Inverted Index | https://www.youtube.com/watch?v=pevQ2T9Gm0w | |
| 18.04 - Query Processing with the Inverted Index | https://www.youtube.com/watch?v=6Md_ZGW-wbk | |
| 18.05 - Phrase Queries and Positional Indexes | https://www.youtube.com/watch?v=pLeAMnmbh34 | |
| 19.01 - Introducing Ranked Retrieval | https://www.youtube.com/watch?v=5Gz3Hp217Io | |
| 19.02 - Scoring with the Jaccard Coefficient | https://www.youtube.com/watch?v=Vbdki_gnnYM | |
| 19.03 - Term Frequency Weighting | https://www.youtube.com/watch?v=43WvJU4LaUg | |
| 19.04 - Inverse Document Frequency Weighting | https://www.youtube.com/watch?v=a50Hv_N-yHA | |
| 19.05 - TF-IDF Weighting | https://www.youtube.com/watch?v=PhunzHqhKoQ | |
| 19.06 - The Vector Space Model | https://www.youtube.com/watch?v=ZEkO8QSlynY | |
| 19.07 - Calculating TF-IDF Cosine Scores | https://www.youtube.com/watch?v=E3shpvJUZ84 | |
| 19.08 - Evaluating Search Engines | https://www.youtube.com/watch?v=ds1OKuB7lDw | |
| 20.05 - Word Similarity: Distributional Similarity II | https://www.youtube.com/watch?v=_JVd0z4R1Ts | |
| 20.04 - Word Similarity: Distributional Similarity I | https://www.youtube.com/watch?v=tYw3gJMumg0 | |
| 20.03 - Word Similarity and Thesaurus Methods | https://www.youtube.com/watch?v=c9zcE1bQhm8 | |
| 20.02 - WordNet and Other Online Thesauri | https://www.youtube.com/watch?v=3VEzPbh3qBE | |
| 20.01 - Word Senses and Word Relations | https://www.youtube.com/watch?v=T5zOpY_m8xE | |
| 21.05 - Advanced: Answering Complex Questions | https://www.youtube.com/watch?v=WRomzf3iwHk | |
| 21.04 - Using Knowledge in QA | https://www.youtube.com/watch?v=5io66XP66os | |
| 21.03 - Passage Retrieval and Answer Extraction | https://www.youtube.com/watch?v=cRYf1CT0SpI | |
| 21.02 - Answer Types and Query Formulation | https://www.youtube.com/watch?v=K7VwMBRArgw | |
| 21.01 - What is Question Answering | https://www.youtube.com/watch?v=DAHZPL6voc4 | |
| 22.04 - Summarizing Multiple Documents | https://www.youtube.com/watch?v=Vw-7XkP9H1o | |
| 22.03 - Evaluating Summaries: ROUGE | https://www.youtube.com/watch?v=IQo5dfMt8Cc | |
| 22.02 - Generating Snippets | https://www.youtube.com/watch?v=dOr4NX4Z6-g | |
| 22.01 - Introduction to Summarization | https://www.youtube.com/watch?v=EZLCOrrl0Wc | |
| 23.01 - Instructor Chat II | https://www.youtube.com/watch?v=h5aQV9w-tCI | |
| Cryptography with Professor Dan Boneh - Stanford University {{{1 | |
| 01.01 - Course Overview | https://www.youtube.com/watch?v=LHKeOkD6gMQ | |
| 01.02 - What is cryptography | https://www.youtube.com/watch?v=zSUfNMC7ajQ | |
| 01.03 - History of cryptography | https://www.youtube.com/watch?v=Fr-P2rNip0A | |
| 01.04 - Discrete probability | https://www.youtube.com/watch?v=uvaF6FPwK04 | |
| 02.01 - Information theoretic security and the one time pad | https://www.youtube.com/watch?v=9WJwRoNqhyk | |
| 02.02 - Stream ciphers and pseudo random generators | https://www.youtube.com/watch?v=NjedHm04ETM | |
| 02.03 - Attacks on stream ciphers and the one time pad | https://www.youtube.com/watch?v=WV3LgAkzqfI | |
| 02.04 - Real-world stream ciphers | https://www.youtube.com/watch?v=A1DkzWV2c-w | |
| 02.05 - PRG Security Definitions | https://www.youtube.com/watch?v=0yUqSDHzGb4 | |
| 02.06 - Semantic Security | https://www.youtube.com/watch?v=eeKwUvwtkT8 | |
| 02.07 - Stream ciphers are semantically secure | https://www.youtube.com/watch?v=w8Pya9PiFss | |
| 03.01 - What are block ciphers | https://www.youtube.com/watch?v=vE0h8NCpuQs | |
| 03.02 - The Data Encryption Standard | https://www.youtube.com/watch?v=UgFoqxKY7cY | |
| 03.03 - Exhaustive search attacks | https://www.youtube.com/watch?v=k9LF5O5CCQk | |
| 03.04 - More attacks on block ciphers | https://www.youtube.com/watch?v=nHsbhhOH3Ww | |
| 03.05 - The AES block cipher | https://www.youtube.com/watch?v=J10GALwsPYM | |
| 03.06 - Block ciphers from PRGs | https://www.youtube.com/watch?v=HAqWzQKJPfA | |
| 04.01 - Review_ PRPs and PRFs | https://www.youtube.com/watch?v=mM0zbKtvKSA | |
| 04.02 - Modes of operation_ one time key | https://www.youtube.com/watch?v=s1FOX7B6er8 | |
| 04.03 - Security for many-time key | https://www.youtube.com/watch?v=32R4mRVCA3s | |
| 04.04 - Modes of operation_ many time key (CBC) | https://www.youtube.com/watch?v=JNsUrOVQKpE | |
| 04.05 - Modes of operation_ many time key (CTR) | https://www.youtube.com/watch?v=JD4AQhYFtwA | |
| 05.01 - Message Authentication Codes | https://www.youtube.com/watch?v=n3qlrMsUzLw | |
| 05.02 - MACs Based On PRFs | https://www.youtube.com/watch?v=ZZE_kAb-x0o | |
| 05.03 - CBC-MAC and NMAC | https://www.youtube.com/watch?v=Nv7TxoxubWY | |
| 05.04 - MAC padding | https://www.youtube.com/watch?v=EPZ9vr5hteM | |
| 05.05 - PMAC and the Carter-Wegman MAC | https://www.youtube.com/watch?v=OMDDvINZNnE | |
| 06.01 - Introduction | https://www.youtube.com/watch?v=-YdVJ9kHRzo | |
| 06.02 - Generic birthday attack | https://www.youtube.com/watch?v=ZZovSCFZffM | |
| 06.03 - The Merkle-Damgard Paradigm | https://www.youtube.com/watch?v=m4NhtUoADfE | |
| 06.04 - Constructing compression functions | https://www.youtube.com/watch?v=dw2rMiYp3Go | |
| 06.05 - HMAC | https://www.youtube.com/watch?v=9vUBVRnLwJE | |
| 06.06 - Timing attacks on MAC verification | https://www.youtube.com/watch?v=BCmrBpKZl78 | |
| 07.01 - Active attacks on CPA-secure encryption | https://www.youtube.com/watch?v=QPd7mtEpB54 | |
| 07.02 - Definitions | https://www.youtube.com/watch?v=7xxvqj-T6KA | |
| 07.03 - Chosen ciphertext attacks | https://www.youtube.com/watch?v=AHQySAd8yvQ | |
| 07.04 - Constructions from ciphers and MACs | https://www.youtube.com/watch?v=S5_9N4NYBpY | |
| 07.05 - Case study_ TLS | https://www.youtube.com/watch?v=dBpVfO3yixA | |
| 07.06 - CBC padding attacks | https://www.youtube.com/watch?v=f8xQeBi7zpg | |
| 07.07 - Attacking non-atomic decryption | https://www.youtube.com/watch?v=H5IldGUXL6U | |
| 08.01 - Key Derivation | https://www.youtube.com/watch?v=ZorKf6IaP0Q | |
| 08.02 - Deterministic Encryption | https://www.youtube.com/watch?v=J9b6tFIjSL0 | |
| 08.03 - Deterministic Encryption_SIV and wide PRP | https://www.youtube.com/watch?v=HXadcO93q1M | |
| 08.04 - Tweakable encryption | https://www.youtube.com/watch?v=cBT5QXBbXY0 | |
| 08.05 - Format preserving encryption | https://www.youtube.com/watch?v=LKjZ8AhZJQg | |
| 09.01 - Trusted 3rd parties | https://www.youtube.com/watch?v=cmrqdC3c6Tg | |
| 09.02 - Merkle Puzzles | https://www.youtube.com/watch?v=wRBkzEX-4Qo | |
| 09.03 - The Diffie-Hellman protocol | https://www.youtube.com/watch?v=3gfrL5-G3qc | |
| 09.04 - Public-key encryption | https://www.youtube.com/watch?v=Jd4cew9k_Ow | |
| 10.01 - Notation | https://www.youtube.com/watch?v=K2KquJZQoEo | |
| 10.02 - Fermat and Euler | https://www.youtube.com/watch?v=Ee7VILPRcZs | |
| 10.03 - Modular e'th roots | https://www.youtube.com/watch?v=VwNNq3GM2Gw | |
| 10.04 - Arithmetic algorithms | https://www.youtube.com/watch?v=42ytoSJtvMA | |
| 10.05 - Intractable problems | https://www.youtube.com/watch?v=a-s5YmPdorA | |
| 11.01 - Definitions and security | https://www.youtube.com/watch?v=gkfNBGojeG0 | |
| 11.02 - Constructions | https://www.youtube.com/watch?v=XkH7Vf9QgGQ | |
| 11.03 - The RSA trapdoor permutation | https://www.youtube.com/watch?v=n9cNR9B-MV8 | |
| 11.04 - PKCS 1 | https://www.youtube.com/watch?v=EJJNC6s2L8c | |
| 11.05 - Is RSA a one way function | https://www.youtube.com/watch?v=08qoqpeh9z0 | |
| 11.06 - RSA in practice | https://www.youtube.com/watch?v=H3fH1Sbn1pE | |
| 12.01 - The ElGamal Public key System | https://www.youtube.com/watch?v=HpbAtF9KzlA | |
| 12.02 - ElGamal Security | https://www.youtube.com/watch?v=bwnOknAqbZM | |
| 12.03 - ElGamal Variants With Better Security | https://www.youtube.com/watch?v=d-DcskpJx6s | |
| 12.04 - A Unifying Theme | https://www.youtube.com/watch?v=_swFG0ZxPJM | |
| 12.05 - Farewell (for now) | https://www.youtube.com/watch?v=kI5dtocZ99c | |
| Introduction to Logic with Professor Mike Genesereth and Eric Kao - Stanford University {{{1 | |
| 01.01 - Introduction to Logic | https://www.youtube.com/watch?v=WyTWlhj5Qok | |
| 01.02 - Elements of Logic | https://www.youtube.com/watch?v=elzpRTwxn8E | |
| 01.03 - Formalization | https://www.youtube.com/watch?v=bi4IS31PigA | |
| 01.04 - Automation | https://www.youtube.com/watch?v=4TH-1uvju5A | |
| 01.05 - Study Guide | https://www.youtube.com/watch?v=4B5S0XcKVz8 | |
| 02.01 - Propositional Logic | https://www.youtube.com/watch?v=YHTgAnf7Kk4 | |
| 02.02 - Syntax of Propositional Logic | https://www.youtube.com/watch?v=PkTgJ242Xg0 | |
| 02.03 - Semantics of Propositional Logic | https://www.youtube.com/watch?v=-1zs1MgNp_M | |
| 02.04 - Satisfaction | https://www.youtube.com/watch?v=Qe-HoSWCW8U | |
| 02.05 - Properties of Sentences | https://www.youtube.com/watch?v=fdxoIkvAE9U | |
| 02.06 - Logical Entailment | https://www.youtube.com/watch?v=DiUJJCWN_x0 | |
| 02.07 - The Big Game | https://www.youtube.com/watch?v=dh9zO5U1ag4 | |
| 03.01 - Propositional Proofs | https://www.youtube.com/watch?v=x1pghfz_Tr0 | |
| 03.02 - Linear Proofs | https://www.youtube.com/watch?v=_DB5OD6jMSw | |
| 03.03 - Structured Proofs | https://www.youtube.com/watch?v=B9qttWt_AHI | |
| 03.04 - Fitch | https://www.youtube.com/watch?v=r1Nw_45An5o | |
| 03.05 - Soundness and Completeness | https://www.youtube.com/watch?v=jPhgJnHD_l8 | |
| 04.01 - Propositional Resolution | https://www.youtube.com/watch?v=9ZGRm_HLt3U | |
| 04.02 - Clausal Form | https://www.youtube.com/watch?v=sjKA-sbwh_M | |
| 04.03 - Resolution Principle | https://www.youtube.com/watch?v=-bkNuUCpHXw | |
| 04.04 - Resolution Method | https://www.youtube.com/watch?v=tqhE38s4hvg | |
| 04.05 - Box Logic (out of focus) | https://www.youtube.com/watch?v=Xh1mRIgRRGs | |
| 05.01 - Relational Logic | https://www.youtube.com/watch?v=6dOn5Y8ySVw | |
| 05.02 - Syntax | https://www.youtube.com/watch?v=sy2yXOAQdXo | |
| 05.03 - Semantics | https://www.youtube.com/watch?v=vgEcsLY6KNo | |
| 05.04 - Example - Sorority World | https://www.youtube.com/watch?v=_XQpTRSqwio | |
| 05.05 - Example - Blocks World | https://www.youtube.com/watch?v=AWC7C2166YI | |
| 05.06 - Example - Modular Arithmetic | https://www.youtube.com/watch?v=7O1RHrOAM_I | |
| 05.07 - Example - Peano Arithmetic | https://www.youtube.com/watch?v=1zBdIpbR40I | |
| 05.08 - Example Linked Lists | https://www.youtube.com/watch?v=Ru-OpU-ftCk | |
| 05.09 - Example - Pseudo-English | https://www.youtube.com/watch?v=pmPh6rN-4t0 | |
| 05.10 - Example - Metalevel Logic | https://www.youtube.com/watch?v=fihQgu5Hl_U | |
| 05.11 - Properties of Relational Logic | https://www.youtube.com/watch?v=rz0iqT-lMzs | |
| 05.12 - Logical Entailment | https://www.youtube.com/watch?v=8UvD8f0k4uU | |
| 05.13 - Finite Relational Logic (Optional) | https://www.youtube.com/watch?v=W9WY5PUYV7o | |
| 05.14 - Omega Relational Logic (Optional) | https://www.youtube.com/watch?v=icLxx4Ls5T4 | |
| 05.15 - General Relational Logic (Optional) | https://www.youtube.com/watch?v=Kv4fnFY5FZI | |
| SaaS with Armando Fox and David Patterson - UC Berkeley {{{1 | |
| 01.01 - SaaS Chat 1 | https://www.youtube.com/watch?v=d6Aw7PUQJzE | |
| 01.02 - Farewell | https://www.youtube.com/watch?v=HfGp4ky1GtI | |
| 02.01 - Welcome to the Course | https://www.youtube.com/watch?v=6Op-8pMvs9M | |
| 02.02 - Introduction-Engineering Software is Different from Engineering Hardware | https://www.youtube.com/watch?v=miak8SvQeuM | |
| 02.03 - Development Processes_ Waterfall vs. Agile | https://www.youtube.com/watch?v=wdMVva9L6LQ | |
| 02.04 - Assurance | https://www.youtube.com/watch?v=p5H-8Jes1d0 | |
| 02.05 - Productivity | https://www.youtube.com/watch?v=P1_bNOWCzQg | |
| 02.06 - Software as a Service | https://www.youtube.com/watch?v=4go3dbbxpN8 | |
| 02.07 - Service-Oriented Architecture | https://www.youtube.com/watch?v=8S3fcNwykj0 | |
| 02.08 - Cloud Computing, Fallacies and Pitfalls | https://www.youtube.com/watch?v=4wHmxUWkAWI | |
| 03.01 - The Web as a Client-Server System; TCP_IP Introduction | https://www.youtube.com/watch?v=8K7zF6L5twE | |
| 03.02 - HTML and CSS | https://www.youtube.com/watch?v=LKM-E08BNfo | |
| 03.03 - 3-tiered Shared-Nothing Architecture and Scaling | https://www.youtube.com/watch?v=gxYo2-61fzM | |
| 03.04 - Model-View-Controller Architecture | https://www.youtube.com/watch?v=N38Cpt7BJxE | |
| 03.05 - Models, Databases and ActiveRecord | https://www.youtube.com/watch?v=DWDNaYM2-t8 | |
| 03.06 - Controllers, Routes and RESTfulness | https://www.youtube.com/watch?v=7bBB-EZdQAg | |
| 03.07 - Templates, Views and HAML | https://www.youtube.com/watch?v=2oBFPspo2sY | |
| 03.08 - Summary and Reflections_ | https://www.youtube.com/watch?v=5LoUyEDkIhU | |
| 04.01 - Ruby 101 | https://www.youtube.com/watch?v=-wZr5IwUNfk | |
| 04.02 - Ruby Objects and Methods | https://www.youtube.com/watch?v=N2-3vVL_zMo | |
| 04.03 - Object Oriented Programming in Ruby | https://www.youtube.com/watch?v=8mjgZqifmDQ | |
| 04.04 - Ruby Metaprogramming | https://www.youtube.com/watch?v=SAEiCkixrdE | |
| 04.05 - Ruby Blocks, Iterators, Functional Idioms | https://www.youtube.com/watch?v=QimkKxpqEGQ | |
| 04.06 - Mix-ins and Duck Typing | https://www.youtube.com/watch?v=M0ZWRp_LdA8 | |
| 04.07 - yield() | https://www.youtube.com/watch?v=yMV7nOiTwXw | |
| 04.08 - Rails_ from Zero to CRUD | https://www.youtube.com/watch?v=kcKR1Y2hRes | |
| 04.09 - Databases and Migrations | https://www.youtube.com/watch?v=hf00LCcq1Vk | |
| 04.10 - ActiveRecord Basics | https://www.youtube.com/watch?v=9JSJgf2L-Oo | |
| 04.11 - Controllers and Views | https://www.youtube.com/watch?v=ItrVoGVYSos | |
| 04.12 - Debugging | https://www.youtube.com/watch?v=7MBENYwqzB0 | |
| 04.13 - Forms | https://www.youtube.com/watch?v=KWnle2FFmmU | |
| 04.14 - Redirection, Flash, and the Session | https://www.youtube.com/watch?v=aAvilExI0tY | |
| 04.15 - Finishing CRUD + Fallacies, pitfalls and perspectives on | https://www.youtube.com/watch?v=OB-Z950OOQ8 | |
| 05.01 - Introduction to Behavior-Driven Design and User Stories | https://www.youtube.com/watch?v=NpfnDdXRWus | |
| 05.02 - SMART User Stories | https://www.youtube.com/watch?v=CMo9q5YakyA | |
| 05.03 - Introducing and Running Cucumber and Capybara | https://www.youtube.com/watch?v=FRPpDYAYE6M | |
| 05.04 - Lo-Fi UI Sketches and Storyboards | https://www.youtube.com/watch?v=M7tV3AMs55k | |
| 05.05 - Enhancing Rotten Potatoes Again | https://www.youtube.com/watch?v=2l9uLw3y6J8 | |
| 05.06 - Explicit vs. Implicit and Imperative vs. Declarative Scenarios | https://www.youtube.com/watch?v=OmjH03ZmZcY | |
| 05.07 - Fallacies & Pitfalls, BDD Pros & Cons | https://www.youtube.com/watch?v=GG6wCo4xslk | |
| 06.01 - Testing Overview | https://www.youtube.com/watch?v=-UBh8grI3ms | |
| 06.02 - FIRST, TDD and Getting Started with RSpec | https://www.youtube.com/watch?v=iNs29engaLE | |
| 06.03 - The TDD Cycle_ Red-Green-Refactor | https://www.youtube.com/watch?v=xNwoZS5OKwc | |
| 06.04 - More Controller Specs and Refactoring | https://www.youtube.com/watch?v=OBe-QCxHNLk | |
| 06.05 - More Controller Specs and Refactoring (continued) | https://www.youtube.com/watch?v=VWLDIEzHxL4 | |
| 06.06 - Fixtures and Factories | https://www.youtube.com/watch?v=KPi7pR1yqK0 | |
| 06.07 - TDD for the Model & Stubbing the Internet | https://www.youtube.com/watch?v=hIdHaiSofsY | |
| 06.08 - Coverage, Unit vs. Integration Tests, Other Testing Concepts, and Perspectives | https://www.youtube.com/watch?v=XmNKJWiQhUQ | |
| Computer Vision with Professor Jitendra Malik - UC Berkeley, Department of EECS {{{1 | |
| 01.01 - Overview | https://www.youtube.com/watch?v=uHc_24jH3sQ | |
| 02.01 - Fundamentals of image formation | https://www.youtube.com/watch?v=q8xsXFU7dK0 | |
| 02.02 - Fundamentals of image formation - part II | https://www.youtube.com/watch?v=XtAAi7UnOLU | |
| 03.01 - Rigid body motion | https://www.youtube.com/watch?v=NexIEJY2QSU | |
| 03.02 - Orthogonal transformations | https://www.youtube.com/watch?v=vopYOjZrhns | |
| 03.03 - Orthogonal transformations - Orthogonal Matrices | https://www.youtube.com/watch?v=Ar4iVmB2NR0 | |
| 03.04 - Orthogonal matrices_ Rotations and reflections | https://www.youtube.com/watch?v=fbYjt14rteA | |
| 03.05 - Parametrizing Rotations in 3D | https://www.youtube.com/watch?v=-ItcJMBYhBQ | |
| 03.06 - Euclidean, Affine and Projective Transformations | https://www.youtube.com/watch?v=idfdFabSTbY | |
| 04.01 - Dynamic Perspective - I | https://www.youtube.com/watch?v=iz9UVIo_ZUo | |
| 04.02 - Dynamic Perspective - II | https://www.youtube.com/watch?v=BikfEkMrV7A | |
| Model Thinking with Scott E. Page - University of Michigan {{{1 | |
| 01.01 - Why Model | https://www.youtube.com/watch?v=8InQk0-PmPc | |
| 01.02 - Intelligent Citizens of the World | https://www.youtube.com/watch?v=K-gxhxGwJ38 | |
| 01.03 - Thinking More Clearly | https://www.youtube.com/watch?v=gx2ioW-Sljs | |
| 01.04 - Using and Understanding Data | https://www.youtube.com/watch?v=APwJH2ziuYQ | |
| 01.05 - Using Models to Decide, Strategize, and Design | https://www.youtube.com/watch?v=NUkRsfdANIY | |
| 02.01 - Sorting and Peer Effects Introduction | https://www.youtube.com/watch?v=SVvB326WqrE | |
| 02.02 - Schelling's Segregation Model | https://www.youtube.com/watch?v=dFl3Cfw12bo | |
| 02.03 - Measuring Segregation | https://www.youtube.com/watch?v=Ed5aXTCvWlw | |
| 02.04 - Peer Effects | https://www.youtube.com/watch?v=zCMeXDTB4lM | |
| 02.05 - The Standing Ovation Model | https://www.youtube.com/watch?v=3wfLoeBjwBA | |
| 02.06 - The Identification Problem | https://www.youtube.com/watch?v=6Dme_dLNHUk | |
| 03.01 - Aggregation | https://www.youtube.com/watch?v=Kc-KW8EuFZw | |
| 03.02 - Central Limit Theorem | https://www.youtube.com/watch?v=ifTRaYnAfh4 | |
| 03.03 - Six Sigma | https://www.youtube.com/watch?v=zyVq4h1tamI | |
| 03.04 - Game of Life | https://www.youtube.com/watch?v=fna6xW76NYg | |
| 03.05 - Cellular Automata | https://www.youtube.com/watch?v=XBB_lOfsqQA | |
| 03.06 - Preference Aggregation | https://www.youtube.com/watch?v=cpSOv17OjMY | |
| 04.01 - Introduction to Decision Making | https://www.youtube.com/watch?v=6lhaXC03HJQ | |
| 04.02 - Multi Criterion Decision Making | https://www.youtube.com/watch?v=FW_ZY_jPyuE | |
| 04.03 - Spatial Choice Models | https://www.youtube.com/watch?v=DS6c8ELjC2U | |
| 04.04 - Probability The Basics | https://www.youtube.com/watch?v=Xjpcf7_ysfY | |
| 04.05 - Decision Trees | https://www.youtube.com/watch?v=H8n7SRF_3SI | |
| 04.06 - Value of Information | https://www.youtube.com/watch?v=jDe0v4gMCy4 | |
| 05.01 - Thinking Electrons Modeling People | https://www.youtube.com/watch?v=2hrBM4cXz2g | |
| 05.02 - Rational Actor Models | https://www.youtube.com/watch?v=0sIXMOVkceU | |
| 05.03 - Behavioral Models | https://www.youtube.com/watch?v=HElYGGYuiZk | |
| 05.04 - Rule Based Models | https://www.youtube.com/watch?v=wFyPNEhk29k | |
| 05.05 - When Does Behavior Matter | https://www.youtube.com/watch?v=w5wYlou-FOc | |
| 06.01 - Introduction to Linear Models | https://www.youtube.com/watch?v=MrK8ePFNzF0 | |
| 06.02 - Categorical Models | https://www.youtube.com/watch?v=HL3DVqdZyYc | |
| 06.03 - Linear Models | https://www.youtube.com/watch?v=lAmOCUMpwVo | |
| 06.04 - Fitting Lines to Data | https://www.youtube.com/watch?v=2aJ_kh-hEmQ | |
| 06.05 - Reading Regression Output | https://www.youtube.com/watch?v=eFYtw_NbqLE | |
| 06.06 - From Linear to Nonlinear | https://www.youtube.com/watch?v=vofg8nE6Dn8 | |
| 06.07 - The Big Coefficient vs The New Reality | https://www.youtube.com/watch?v=4vKmYT1ku1o | |
| 07.01 - Tipping Points | https://www.youtube.com/watch?v=0Co4LgTK0z8 | |
| 07.02 - Percolation Models | https://www.youtube.com/watch?v=u8AE4aKP2gw | |
| 07.03 - Contagion Models 1 Diffusion | https://www.youtube.com/watch?v=aXUdihUJUPk | |
| 07.04 - Contagion Models 2 SIS Model | https://www.youtube.com/watch?v=dFE00CSvpjs | |
| 07.05 - Classifying Tipping Points | https://www.youtube.com/watch?v=F53bJleWoz0 | |
| 07.06 - Measuring Tips | https://www.youtube.com/watch?v=QARLie0r43U | |
| 08.01 - Introduction To Growth | https://www.youtube.com/watch?v=3H2vnhFIAPc | |
| 08.02 - Exponential Growth | https://www.youtube.com/watch?v=rzTiT6V8uEQ | |
| 08.03 - Basic Growth Model | https://www.youtube.com/watch?v=Y6gstI4dQbE | |
| 08.04 - Solow Growth Model | https://www.youtube.com/watch?v=1VvLiF1oVss | |
| 08.05 - WIll China Continue to Grow | https://www.youtube.com/watch?v=lj513kjWl6A | |
| 08.06 - Why Do Some Countries Not Grow | https://www.youtube.com/watch?v=urJIyz76Yqs | |
| 09.01 - Problem Solving and Innovation | https://www.youtube.com/watch?v=uMgXl3nePh0 | |
| 09.02 - Perspectives and Innovation | https://www.youtube.com/watch?v=iLqT6FKTg3I | |
| 09.03 - Heuristics | https://www.youtube.com/watch?v=UhsTUrFOHjo | |
| 09.04 - Teams and Problem Solving | https://www.youtube.com/watch?v=18rFobk1g88 | |
| 09.05 - Recombination | https://www.youtube.com/watch?v=LkcU6TeLXrw | |
| 10.01 - Markov Models | https://www.youtube.com/watch?v=0FumwlqGRa8 | |
| 10.02 - A Simple Markov Model | https://www.youtube.com/watch?v=aQhqGrS04kg | |
| 10.03 - Markov Model of Democratization | https://www.youtube.com/watch?v=gfygbVIVCws | |
| 10.04 - Markov Convergence Theorem | https://www.youtube.com/watch?v=h1hCepx1tQU | |
| 10.05 - Exapting the Markov Model | https://www.youtube.com/watch?v=7dsfNFA9LRE | |
| 11.01 - Lyapunov Functions | https://www.youtube.com/watch?v=Lqu6U3rORCQ | |
| 11.02 - The Organization of Cities | https://www.youtube.com/watch?v=IxgC2g-Cdc8 | |
| 11.03 - Exchange Economies and Externalities | https://www.youtube.com/watch?v=FAt2i9JEc0Q | |
| 11.04 - Time to Convergence and Optimality | https://www.youtube.com/watch?v=h3M7HDMofZ8 | |
| 11.05 - Lyapunov_ Fun and Deep | https://www.youtube.com/watch?v=BuLmlVBEcI0 | |
| 11.06 - Lyapunov or Markov | https://www.youtube.com/watch?v=_91YsIexBBc | |
| 12.01 - Coordination and Culture | https://www.youtube.com/watch?v=9gW04gKzJts | |
| 12.02 - What Is Culture And Why Do We Care | https://www.youtube.com/watch?v=kISStzZ-Q-s | |
| 12.03 - Pure Coordination Game | https://www.youtube.com/watch?v=stBKRFuMpjw | |
| 12.04 - Emergence of Culture | https://www.youtube.com/watch?v=MyFO2oItaqM | |
| 12.05 - Coordination and Consistency | https://www.youtube.com/watch?v=droZ78CMJ3A | |
| 13.01 - Path Dependence | https://www.youtube.com/watch?v=5tLLz0jdbcg | |
| 13.02 - Urn Models | https://www.youtube.com/watch?v=HLSmLOiOt40 | |
| 13.03 - Mathematics on Urn Models | https://www.youtube.com/watch?v=gLAEyzwJLeA | |
| 13.04 - Path Dependence and Chaos | https://www.youtube.com/watch?v=5VlUtUb6xAw | |
| 13.05 - Path Dependence and Increasing Returns | https://www.youtube.com/watch?v=uYYSubHC7GU | |
| 13.06 - Path Dependent or Tipping Point | https://www.youtube.com/watch?v=t4J_OiYKJoc | |
| 14.01 - Networks | https://www.youtube.com/watch?v=kKoaOENB6K4 | |
| 14.02 - The Structure of Networks | https://www.youtube.com/watch?v=hZeYXC7DMcU | |
| 14.03 - The Logic of Network Formation | https://www.youtube.com/watch?v=8iifLGz3nDo | |
| 14.04 - Network Function | https://www.youtube.com/watch?v=mRaPq3VOVfI | |
| 15.01 - Randomness and Random Walk Models | https://www.youtube.com/watch?v=sfQxBsq-R90 | |
| 15.02 - Sources of Randomness | https://www.youtube.com/watch?v=pz6belmLMn4 | |
| 15.03 - Skill and Luck | https://www.youtube.com/watch?v=qBPdaBQDSms | |
| 15.04 - Random Walks | https://www.youtube.com/watch?v=ZDsNtrHvbQM | |
| 15.05 - Random Walks and Wall Street | https://www.youtube.com/watch?v=xNdbsBeK26c | |
| 15.06 - FInite Memory Random Walks | https://www.youtube.com/watch?v=U9Chre1e2bk | |
| 16.01 - Colonel Blotto Game | https://www.youtube.com/watch?v=nIvOl3L-D-4 | |
| 16.02 - Blotto_ No Best Strategy | https://www.youtube.com/watch?v=6-C512lP4KQ | |
| 16.03 - Applications of Colonel Blotto | https://www.youtube.com/watch?v=wnRn8LC5n3Y | |
| 16.04 - Blotto_ Troop Advantages | https://www.youtube.com/watch?v=kfd8Umso02o | |
| 16.05 - Blotto and Competition | https://www.youtube.com/watch?v=saHy6fS3GzA | |
| 17.01 - Intro_ The Prisoners' Dilemma and Collective Action | https://www.youtube.com/watch?v=TLnBPlVDR_0 | |
| 17.02 - Seven Ways To Cooperation | https://www.youtube.com/watch?v=VmTWIPk-Ntw | |
| 17.03 - Collective Action and Common Pool Resource Problems | https://www.youtube.com/watch?v=69HDeh9OOls | |
| 17.04 - No Panacea | https://www.youtube.com/watch?v=ZrcKhbIQZKs | |
| 18.01 - Mechanism Design | https://www.youtube.com/watch?v=mb2V6oj_Y04 | |
| 18.02 - Hidden Action and Hidden Information | https://www.youtube.com/watch?v=I4JB_H3izBM | |
| 18.03 - Auctions | https://www.youtube.com/watch?v=sbjx8jh8FW8 | |
| 18.04 - Public Projects | https://www.youtube.com/watch?v=6ziNCu4maaA | |
| 19.01 - Replicator Dynamics | https://www.youtube.com/watch?v=vYe4vaSb4yI | |
| 19.02 - The Replicator Equation | https://www.youtube.com/watch?v=LtntRdS93rQ | |
| 19.03 - Fisher's Theorem | https://www.youtube.com/watch?v=4O1BwdS526o | |
| 19.04 - Variation or Six Sigma | https://www.youtube.com/watch?v=qPuWMMjhd_4 | |
| 20.01 - Prediction | https://www.youtube.com/watch?v=3_jPXOgXDpg | |
| 20.02 - Linear Models | https://www.youtube.com/watch?v=EKd_3K1wQz4 | |
| 20.03 - Diversity Prediction Theorem | https://www.youtube.com/watch?v=KtaaCAJjGr4 | |
| 20.04 - The Many Model Thinker | https://www.youtube.com/watch?v=_qUn6DPadgQ | |
| Game Theory with Matthew O. Jackson and Yoava Shoham {{{1 | |
| 01.01 - Introduction and Logistics | https://www.youtube.com/watch?v=VcvU5NBy5dA | |
| 02.01 - Predator Prey Example | https://www.youtube.com/watch?v=KZzqGBDZv0Y | |
| 02.02 - Normal Form Definitions Reshoot | https://www.youtube.com/watch?v=gMpTV126Y64 | |
| 02.03 - Normal Form Definitions | https://www.youtube.com/watch?v=amt8DimxccU | |
| 02.04 - Dominance | https://www.youtube.com/watch?v=dsroMM-4DEw | |
| 02.05 - Nash Equilibrium - Pure Strategy Definitions | https://www.youtube.com/watch?v=yi3ceO9GjFQ | |
| 02.06 - Nash Equilibrium - Examples | https://www.youtube.com/watch?v=VfxBvx21tEI | |
| 03.01 - Nash Equilibrium with Many Players | https://www.youtube.com/watch?v=RiHALDqG-e4 | |
| 03.02 - Braess's Paradox | https://www.youtube.com/watch?v=_wMMXIZdsq0 | |
| 03.03 - Tragedy of the Commons | https://www.youtube.com/watch?v=wJwHTD8aav8 | |
| 03.04 - Mixed Strategies | https://www.youtube.com/watch?v=pciEd3RdPRs | |
| 03.05 - Pure and Mixed Equilibrium | https://www.youtube.com/watch?v=xzOsMPOcncM | |
| 03.06 - Minimax Theorem | https://www.youtube.com/watch?v=2Wb94wO-pqw | |
| 03.07 - Comparative Statics | https://www.youtube.com/watch?v=SuI9uAiI6AA | |
| 03.08 - Best Response, Multiple Equilibrium Revisited | https://www.youtube.com/watch?v=z53R8G0jijA | |
| 03.09 - Existence of Nash Equilibrium | https://www.youtube.com/watch?v=ijdRoX5QnMs | |
| 04.01 - Extensive Form Games | https://www.youtube.com/watch?v=a4Duwdg4qWM | |
| 04.02 - Centipede Game | https://www.youtube.com/watch?v=sL1sHTY4tnE | |
| 04.03 - Centipede Game - Experimental | https://www.youtube.com/watch?v=ZhgFkzBdIa0 | |
| 04.04 - Entry Game | https://www.youtube.com/watch?v=dFSgU9iBpFQ | |
| 04.05 - Backwards Induction | https://www.youtube.com/watch?v=ugAZqdYHQz8 | |
| 04.06 - Imperfect Information | https://www.youtube.com/watch?v=QeZ4_Lyvpvg | |
| 04.07 - Subgame Perfect Equilibrium | https://www.youtube.com/watch?v=Lz5pc_3UceE | |
| 04.08 - Ultimatum Bargaining | https://www.youtube.com/watch?v=H3tUpBFK3Lk | |
| 05.01 - Finitely Repeated Prisoners' Dilemma | https://www.youtube.com/watch?v=zZJIyuZJ-Lk | |
| 05.02 - Repeated Game Definitions | https://www.youtube.com/watch?v=qY4rIfk6eCI | |
| 05.03 - Payoff and Equilibrium in Repeated Games | https://www.youtube.com/watch?v=w7CpYYmlYqI | |
| 05.04 - Indefinitely Repeated Prisoners' Dilemma | https://www.youtube.com/watch?v=xLBU-AobZPQ | |
| 05.05 - Folk Theorems | https://www.youtube.com/watch?v=o3tqPtu0cEc | |
| 05.06 - OPEC Example | https://www.youtube.com/watch?v=C8UbDyQeDY4 | |
| 05.07 - Elaborate Equilibrium Example | https://www.youtube.com/watch?v=1afQ_XtWRPQ | |
| 06.01 - Conflict Example | https://www.youtube.com/watch?v=wipSWOp_abo | |
| 06.02 - Bayesian Games | https://www.youtube.com/watch?v=fwuLpwEIHaI | |
| 06.03 - Bayesian Example | https://www.youtube.com/watch?v=xBe2Dzy2-4Q | |
| 06.04 - Discrete First Price Auction | https://www.youtube.com/watch?v=aV5wMOAcuvE | |
| 06.05 - Continuous First Price Auction | https://www.youtube.com/watch?v=yfgsOPRXI0o | |
| 06.06 - Beyond First Price Auction | https://www.youtube.com/watch?v=dITTZqFw234 | |
| 06.07 - Revelation Principle and Revenue Equivalence | https://www.youtube.com/watch?v=ouRkTtel9mw | |
| 06.08 - Common Values and Winner's Curse | https://www.youtube.com/watch?v=yxOffcTAdQo | |
| 06.09 - Common Values and Winner's Curse Continued | https://www.youtube.com/watch?v=X7AHPcLwjCo | |
| Design and Analysis of Algorithms I with Tim Roughgarden {{{1 | |
| 01.01 - Introduction: Why Study Algorithms | https://www.youtube.com/watch?v=zT6o5fwTwGY | |
| 01.02 - About the Course | https://www.youtube.com/watch?v=d2o7OXRbxq8 | |
| 01.03 - Merge Sort: Motivation and Example | https://www.youtube.com/watch?v=U416UPrziP0 | |
| 01.04 - Merge Sort: Pseudocode | https://www.youtube.com/watch?v=77yCvlHpj3Q | |
| 01.05 - Merge Sort: Analysis | https://www.youtube.com/watch?v=B_iX4bEjm7Q | |
| 01.06 - Guiding Principles for Analysis of Algorithms | https://www.youtube.com/watch?v=LL0D-zjbw-8 | |
| 02.01 - Big-Oh Notation | https://www.youtube.com/watch?v=TdF5cYroNZo | |
| 02.02 - Basic Examples | https://www.youtube.com/watch?v=73WGiI7ReXg | |
| 02.03 - Big Omega and Theta | https://www.youtube.com/watch?v=rbcngab-Hrc | |
| 02.04 - Additional Examples [Review - Optional] | https://www.youtube.com/watch?v=PR9Bly-ykt0 | |
| 03.01 - O(n log n) Algorithm for Counting Inversions I | https://www.youtube.com/watch?v=UYtudeqlixE | |
| 03.02 - O(n log n) Algorithm for Counting Inversions II | https://www.youtube.com/watch?v=D9SWZrvk81Y | |
| 03.03 - Strassen's Subcubic Matrix Multiplication Algorithm | https://www.youtube.com/watch?v=LOLebQ8nKHA | |
| 03.04 - O(n log n) Algorithm for Closest Pair I | https://www.youtube.com/watch?v=XHIyL4sW3XU | |
| 03.05 - O(n log n) Algorithm for Closest Pair II | https://www.youtube.com/watch?v=pOu0WJmMaSs | |
| 04.01 - Motivation | https://www.youtube.com/watch?v=cTNkkPK5unw | |
| 04.02 - Formal Statement | https://www.youtube.com/watch?v=EOsjNr-Riac | |
| 04.03 - Examples | https://www.youtube.com/watch?v=hUTe6Ucg_sM | |
| 04.04 - Proof I | https://www.youtube.com/watch?v=Lt6B5uAKhao | |
| 04.05 - Interpretation of the 3 Cases | https://www.youtube.com/watch?v=xCtt6g80O7k | |
| 04.06 - Proof II | https://www.youtube.com/watch?v=yJRlXyu_TgU | |
| 05.01 - Quicksort: Overview | https://www.youtube.com/watch?v=ejPJUWcSZ0o | |
| 05.02 - Partitioning Around a Pivot | https://www.youtube.com/watch?v=LA7f8lOqivk | |
| 05.03 - Correctness of Quicksort | https://www.youtube.com/watch?v=z1SQEIBjytQ | |
| 05.04 - Choosing a Good Pivot | https://www.youtube.com/watch?v=m2S128X5cPA | |
| 06.01 - Analysis I: A Decomposition Principle | https://www.youtube.com/watch?v=3_wfv3vfP2c | |
| 06.02 - Analysis II: The Key Insight | https://www.youtube.com/watch?v=muegPmVvgPM | |
| 06.03 - Analysis III: Final Calculations | https://www.youtube.com/watch?v=m1dwPeEH4VU | |
| 07.01 - Part I | https://www.youtube.com/watch?v=U9UOGTx6Q-o | |
| 07.02 - Part II | https://www.youtube.com/watch?v=qEmW_3LNTJM | |
| 08.01 - Randomized Selection - Algorithm | https://www.youtube.com/watch?v=-RBtfiLTL2o | |
| 08.02 - Randomized Selection - Analysis | https://www.youtube.com/watch?v=T4cCzk8j7bs | |
| 08.03 - Deterministic Selection - Algorithm | https://www.youtube.com/watch?v=XEh_jiob7lM | |
| 08.04 - Deterministic Selection - Analysis I | https://www.youtube.com/watch?v=ecHkCaIIzbM | |
| 08.05 - Deterministic Selection - Analysis II | https://www.youtube.com/watch?v=G3BoTR5nLqk | |
| 08.06 - Omegan log n Lower Bound for Comparison Based Sorting | https://www.youtube.com/watch?v=Ly9-fwgUTWA | |
| 09.01 - Graphs and Minimum Cuts | https://www.youtube.com/watch?v=uMgnUkUKgkQ | |
| 09.02 - Graph Representations | https://www.youtube.com/watch?v=kzOljqITRIc | |
| 09.03 - Random Contraction Algorithm | https://www.youtube.com/watch?v=0ng_bSMw4xs | |
| 09.04 - Analysis of Contraction Algorithm | https://www.youtube.com/watch?v=sP-IqocIxQ4 | |
| 09.05 - Counting Minimum Cuts | https://www.youtube.com/watch?v=ll2KR-kD32k | |
| 10.01 - Graph Search - Overview | https://www.youtube.com/watch?v=vAcAEjndpOQ | |
| 10.02 - Breadth-First Search (BFS): The Basics | https://www.youtube.com/watch?v=nGE3AOkhUMU | |
| 10.03 - BFS and Shortest Paths | https://www.youtube.com/watch?v=jvqRNl4-bME | |
| 10.04 - BFS and Undirected Connectivity | https://www.youtube.com/watch?v=s-RWITXPv0k | |
| 10.05 - Depth-First Search (DFS): The Basics | https://www.youtube.com/watch?v=4VRxQavxn7U | |
| 10.06 - Topological Sort | https://www.youtube.com/watch?v=euRKNxaoVGc | |
| 10.07 - Computing Strong Components: The Algorithm | https://www.youtube.com/watch?v=2A60V-iOipE | |
| 10.08 - Computing Strong Components: The Analysis | https://www.youtube.com/watch?v=NjHmtfmHyts | |
| 10.09 - Structure of the Web | https://www.youtube.com/watch?v=b3SSFWYBcRc | |
| 11.01 - Dijkstra's Shortest-Path Algorithm | https://www.youtube.com/watch?v=8WYu1uI26zo | |
| 11.02 - Dijkstra's Algorithm: Examples | https://www.youtube.com/watch?v=CB_e3wNSEjo | |
| 11.03 - Correctness of Dijkstra's Algorithm | https://www.youtube.com/watch?v=TyPRLh1weJk | |
| 11.04 - Dijkstra's Algorithm: Implementation and Running Time | https://www.youtube.com/watch?v=KVDX3cv3-bY | |
| 12.01 - Data Structures: Overview | https://www.youtube.com/watch?v=jaWEnKSzHvo | |
| 12.02 - Heaps: Operations and Applications | https://www.youtube.com/watch?v=5K-U_7bHRxE | |
| 12.03 - Heaps: Implementation Details | https://www.youtube.com/watch?v=GYGSADoyI1o | |
| 12.04 - Hash Tables: Operations and Applications | https://www.youtube.com/watch?v=4ciwUpR0d6A | |
| 12.05 - Hash Tables: Implementation Details, Part I | https://www.youtube.com/watch?v=waGYBE9h1Hs | |
| 12.06 - Hash Tables: Implementation Details, Part II | https://www.youtube.com/watch?v=TjwpUteyFQ8 | |
| 12.07 - Universal Hashing: Motivation | https://www.youtube.com/watch?v=4XDYlLxq3SY | |
| 12.08 - Universal Hashing: The Mathematics, Part I | https://www.youtube.com/watch?v=VACKCg39VqI | |
| Introduction to Sociology with Mitchell Duneier {{{1 | |
| 01.01 - Welcome A brief introduction to the course | https://www.youtube.com/watch?v=c3NK4pSL3rM | |
| 01.02 - Reading C Wright Mills' The Promise | https://www.youtube.com/watch?v=CZOr7kLFjX4 | |
| 01.03 - Is a Sociological Imagination Enough | https://www.youtube.com/watch?v=ihVIE0MhWFI | |
| 01.04 - How Determined is Social Life Does the Individual Make a Difference | https://www.youtube.com/watch?v=ixsEfYjFWjI | |
| 01.05 - Week 1 - Seminar Discussion | https://www.youtube.com/watch?v=dxEaUiO39vo | |
| 02.01 - How Are the Things that We Take to be Natural Socially Constructed | https://www.youtube.com/watch?v=Mh0SOqJENMQ | |
| 02.02 - How is Social Order Possible | https://www.youtube.com/watch?v=Y8BoIGsPJk4 | |
| 02.03 - How Do We Live Today | https://www.youtube.com/watch?v=Hbdj5gXrz9o | |
| 02.04 - Week 2 - Seminar Discussion | https://www.youtube.com/watch?v=P7q43cVS--c | |
| 03.01 - The Folkways of a Scientific Sociology | https://www.youtube.com/watch?v=TgC3HgUSHgE | |
| 03.02 - The Science in Social Science | https://www.youtube.com/watch?v=Smd40iLcl1c | |
| 03.03 - Whose Side Are We On | https://www.youtube.com/watch?v=CQ9clOKZxhU | |
| 03.04 - On Research Questions and Theory A Discussion with Professor Paul Willis | https://www.youtube.com/watch?v=4bLrlwQA9Gw | |
| 03.05 - Week 3 - Seminar Discussion | https://www.youtube.com/watch?v=acdNEX-6miw | |
| 04.01 - Ethnocentrism | https://www.youtube.com/watch?v=V2RVJLQcDIs | |
| 04.02 - Situationalism and its Limits | https://www.youtube.com/watch?v=2SqH94tPL-o | |
| 04.03 - When You Gotta Go | https://www.youtube.com/watch?v=5Yfc2RJ4YLM | |
| 05.01 - Alone | https://www.youtube.com/watch?v=3KR20GMGDi4 | |
| 05.02 - Groups | https://www.youtube.com/watch?v=aNyAqK3tUlg | |
| 05.03 - Networks | https://www.youtube.com/watch?v=LL2JU0Oj1NU | |
| 06.01 - On Microsociology | https://www.youtube.com/watch?v=Ot1ba8ef4DY | |
| 06.02 - On Civil Inattention and Adjacency Pairs | https://www.youtube.com/watch?v=MZszrQEklj0 | |
| 06.03 - On Face | https://www.youtube.com/watch?v=_1TQGRKBOBM | |
| 06.04 - Week 6 - Seminar Discussion | https://www.youtube.com/watch?v=XZ3G1jkM5qg | |
| Introduction to Finance with Gautam Kaul - Ross School of Business, University of Michigan {{{1 | |
| 01.01 - Welcome Video | https://www.youtube.com/watch?v=7u8GpTpyr00 | |
| 02.01 - Introduction: Why Finance | https://www.youtube.com/watch?v=XB-tP24mxCg | |
| 02.02 - Introduction: Class Information | https://www.youtube.com/watch?v=OCKwybJ9XfI | |
| 02.03 - Time Value of Money | https://www.youtube.com/watch?v=Kq-fadvvRlo | |
| 02.04 - Simple Future Value | https://www.youtube.com/watch?v=PO-NZxnevBw | |
| 02.05 - Simple FV | https://www.youtube.com/watch?v=5XFtheCsO58 | |
| 02.06 - Simple FV: Example | https://www.youtube.com/watch?v=du9W-qCUYlw |
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