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Kapoor, A. (2019). Hands-on artificial intelligence for IoT: Expert machine learning and deep learning techniques for developing smarter IoT systems. Packt Publishing.
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Minteer, A. (2017). Analytics for the Internet of Things (IoT): Intelligent analytics for your intelligent devices. Packt Publishing.
Hands-On Artificial Intelligence for IoT
- Read Chapter 1: Principles and Foundations of IoT and AI
- Download code from GitHub
Analytics for the internet of Things
- Read Chapter 1: Defining IoT Analytics and Challenges
- Read Chapter 2: IoT Devices and Networking Protocols
- Download code from GitHub
Watch the Internet of Things in 10 minutes Watch the Future of IoT: Artificial Intelligence and Internet of Things Watch the How IoT and Artificial Intelligence are Converging -
From: Minteer, A. (2017). Analytics for the Internet of Things (IoT): Intelligent analytics for your intelligent devices. Read Chapter 10: Data Science for IoT Analytics Downloadcode from GitHub
Read the IoT Analytics: Data Quality Challenges article Read the How-To Guide on Exploratory Data Analysis for Time Series Data
Note: You may access any materials and articles on online publishing platforms, such as Medium (medium.com), free of charge, in Google Chrome's incognito mode.
Watch the Beyond the Cloud: Edge Computing Watch the Introduction to the CRISP-DM Methodology (Analytics & Data Science)
Browse the UC Irvine Machine Learning Repository
Kapoor, A. (2019). Hands-on artificial intelligence for IoT: Expert machine learning and deep learning techniques for developing smarter IoT systems.
- Read Chapter 3: Machine Learning for IoT
Analytics for the Internet of Things Minteer, A. (2017). Analytics for the Internet of Things (IoT): Intelligent analytics for your intelligent devices.
- Read Chapter 11: Strategies to Organize Data for AnalyticsLinks to an external site.
Watch the What a Typical Data Flow in an IoT Solution Looks Like (SAP EA Explorer)
Watch the Edge AI vs. Distributed AI
Kapoor, A. (2019). Hands-on artificial intelligence for IoT:
- Read Chapter 4: Deep Learning for IoTLinks to an external site.
- Download code from GitHub
Read the Deep Learning for the Internet of Things: Potential Benefits and Use Cases
Watch the Using Machine Learning and Artificial Intelligence to Make the Smart Home Smarter video (57:44).
Watch the Embedding ML Seamlessly into Everyday Objects video (10:14).
Kapoor, A. (2019). Hands-on artificial intelligence for IoT
- Read Chapter 6: Reinforcement Learning for IoT.
- Download code from GitHub.
Minteer, A. (2017). Analytics for the Internet of Things (IoT)
- Read Chapter 6: Getting to Know Your Data - Exploring IoT Data., pp. 157-178
- Read Chapter 8: Communicating with Others - Visualizations and Dashboarding, . pp. 201-215 (optionally, pp. 216-228)
- Download code from GitHub.
Read the Designing with Your Brain in Mind - Using Pre-attentive Attributes
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Watch the Talk Data to Me: Data Visualization Best Practices video (59:17).
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Watch the Reinforcement Learning for Stock Predictionvideo (09:28).
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Watch the Internet of Things Optimization video (11:08).
Check out a comprehensive list of videos provided by Tableau:
Watch the following videos about Tableau basics:
Kapoor, A. (2019). Hands-on artificial intelligence for IoT
- Read Chapter 7: Generative Models for IoTLinks to an external site.
- Download code from GitHubLinks
Minteer, A. (2017). Analytics for the Internet of Things (IoT)
- Read Chapter 5: Collecting All That Data - Strategies and Techniques
- Download code from GitHub
Watch the Generative Modeling Applications. video (12:29) Watch the Spark Streaming and IoT video (29:32). Read the IoT in the Era of Generative AI: Vision and Challenges
- Read the Internet of Things Needs a Code of Ethics (PDF format )
- Read the Putting Our Bodies Online: The Privacy Risks of Tech Wearables (PDF format )
- Watch the Internet of Things Security
- Watch the The Ethical Dilemma in IoT Design