Neural Networks I
Pytorch Basics
Progress
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- Day 1
General steps to approach a ML problem statement
- Day 2
Setting up the Development Environment
- Day 3
Exploratory Data Analysis
Concept:
Assignments:
Given the FashionMNIST dataset, your task is to visualize and explore the dataset to gain insights into the clothing articles it contains. The dataset consists of grayscale images of various clothing items, with a total of 60,000 training data images and 10,000 test data images.
Display a random selection of images from the dataset. Randomly choose images and their corresponding labels, and visualize them using matplotlib.
- Day 4
Tensor
- Day 5
Dataloader
- Day 6
Primer on Neural Network
- Day 7
Your first neural network model
- Day 8
Building block for creating neural network models - nn.Module
- Day 9
Linear and ReLu - Heart of the model
- Day 10
Method to train the model
- Day 11
Method to test the model
- Day 12
Time to train the model and see the accuracy.
- Day 13
Saving the model and using it again in any application
