Mahedi-61
/ parity-3-problem
Last active
January 10, 2023 21:00
Solving Parity-3 problem using 3-layer from scratch
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| # solving parity-3 problems using numpy only | |
| from os import error | |
| import numpy as np | |
| import math | |
| np.random.seed(1) | |
| def relu(x): | |
| return np.maximum(0, x) |
Mahedi-61
/ autoencoder_mnist.py
Last active
November 18, 2021 20:47
3-layer autoencoder for MNIST digit reconstruction and classification with visualization (Pytorch)
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| """ | |
| Course: Applications of NN (CpE - 520) | |
| Homework Assignment 9 | |
| """ | |
| import numpy as np | |
| import pandas as pd | |
| import matplotlib.pyplot as plt | |
| import seaborn as sns | |
| import torch |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| """ | |
| Script to implement simple self organizing map | |
| @author: Riley Smith | |
| Created: 1-27-21 | |
| """ | |
| """ | |
| @modified: Md Mahedi Hasan (11/28/2021) | |
| For Homework Assingment 11 (CpE 520 | |
| """ |
Mahedi-61
/ RBF_classifier.py
Last active
December 5, 2021 21:50
Radial Basis Function Netowork for MNIST classification tranined on gradient decent approach
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| """ | |
| Author: Md Mahedi Hasan | |
| For Homework Assingment 12 (CpE 520) | |
| """ | |
| import numpy as np | |
| import os | |
| import matplotlib.pyplot as plt | |
| from torch.utils.data import DataLoader | |
| from torchvision import transforms |
Mahedi-61
/ RBF_Pseudo_Inverse.py
Last active
October 3, 2022 21:26
Radial Basis Function initialized on K-means and trained on Pseudo Inverse for MNIST digit classification
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| """ | |
| modified from several gist of https://gist.github.com/tarlanahad | |
| For Homework Assingment 12 (CpE 520) | |
| """ | |
| import numpy as np | |
| import torchvision | |
| from matplotlib import pyplot as plt | |
| from sklearn.metrics import confusion_matrix | |
| import seaborn as sns |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| import torch | |
| import torch.optim as optim | |
| import numpy as np | |
| from matplotlib import pyplot as plt | |
| from tabnanny import check | |
| from sklearn.metrics import confusion_matrix | |
| import seaborn as sns | |
| from torch import nn | |
| import torch.nn.init as init | |
| from torchvision import transforms, datasets |
OlderNewer