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Sandipan Bhowmick's Projects

awesome-jax icon awesome-jax

JAX - A curated list of resources https://github.com/google/jax

awesome-kan icon awesome-kan

A comprehensive collection of KAN(Kolmogorov-Arnold Network)-related resources, including libraries, projects, tutorials, papers, and more, for researchers and developers in the Kolmogorov-Arnold Network field.

awesome-ml4co icon awesome-ml4co

Awesome machine learning for combinatorial optimization papers.

awesome-neuromorphic-hw icon awesome-neuromorphic-hw

Repository collecting papers about neuromorphic hardware, such as ASIC and FPGA implementations of SNNs and stuff.

awesome-snn icon awesome-snn

🔥🔥🔥A collection of some awesome public SNN(Spiking Neural Network) projects.

backprop-alts icon backprop-alts

This repository has implementations of various alternatives to backpropagation for training neural networks.

binary-neural-networks icon binary-neural-networks

Implemented here a Binary Neural Network (BNN) achieving nearly state-of-art results but recorded a significant reduction in memory usage and total time taken during training the network.

brain-cog icon brain-cog

Brain-inspired Cognitive Intelligence Engine (BrainCog)

brevitas icon brevitas

Brevitas: neural network quantization in PyTorch

continual-learning icon continual-learning

PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Classifier) in three different scenarios.

datasets icon datasets

A collection of datasets of ML problem solving

deep-learning-dynamics-paper-list icon deep-learning-dynamics-paper-list

This is a list of peer-reviewed representative papers on deep learning dynamics (optimization dynamics of neural networks). The success of deep learning attributes to both network architecture and stochastic optimization. Thus, deep learning dynamics play an essentially important role in theoretical foundation of deep learning.

deep_compression icon deep_compression

Recreated deep compression's pruning, quantization and huffman encoding pipeline

deepexplain icon deepexplain

Git repo for the EEML explainable deep learning tutorial project.

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