ML-Implementations

Numpy Implemenations

• Basic Building Blocks

Implemented Linear, Convolution, TransposeConvolution, MaxPool, RNN, LSTM, Embedding and MultiHeadAttention using Numpy.

• TransFormer

• K-means clusteting

• KV Cache

PyTorch Implementations

CV

• DDColor
• DenseNet-BC
• ResNet
• ViT
• YOLO
• CRNN
• Diffusion(DDPM)
• CRNN
• DBNet

NLP

• ModernBERT
• Conformer
• MQA, GQA, MLA