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1. Basic-Image-Classification Basic-Image-Classification Public

   PyTorch code for image classification using CNNs along with some ablation experiments to improve learning without overfitting

   Python

2. Image-Captioning Image-Captioning Public

   Code for Image captioning using ViT Encoder and the following Decoders: (i) Vanilla LSTM, (ii) Attention LSTM, (iii) Bahdanau Attention LSTM, and (iv) Transformers. (ii) and (iii) are used for expl…

   Python

3. LectureNotes LectureNotes Public

   Lecture Notes of selected topics in Artificial Intelligence

4. Linear-Models Linear-Models Public

   Code from scratch for Linear Models with (i) OLS exact Linear Regression, (ii) Stochastic Gradient Descent Linear Regression, (iii) Stochastic Gradient Descent Logistic Regression

   Python

5. NN-from-Scratch-to-PyTorch NN-from-Scratch-to-PyTorch Public

   Code for neural networks from scratch, and then abstractions of the functions to ones already implemented in PyTorch

   Python