Navigating Model Phase Transitions to Enable Extreme Lossless Compression: A Perspective

Optimized Large Language Models for Financial Applications – Efficient, Scalable, and Domain-Specific AI for Finance.

Minmax (minimax) algorithm with Alpha-Beta (𝛼−𝛽, ab) Pruning optimization for the Checkers (Draughts) game in Python 3. Same minimax algorithm works for chess, tic tac toe or similar games.

Supervised Machine Learning Analysis Using Classification Models

ExpertFingerprinting: Behavioral Pattern Analysis and Specialization Mapping of Experts in GPT-OSS-20B's Mixture-of-Experts Architecture

Code of the paper "Evolutionary convolutional neural network for efficient brain tumor segmentation and overall survival prediction

Some DNN model optimization experiments and notebooks

Make Structured Pruning Methods Smooth and Adaptive: Decay Pruning Method (DPM) is a novel smooth and dynamic pruning approach, that can be seemingly integrated with various existing structured pruning methods, providing significant improvement.

This repository contains scripts to prune Wav2vec2 using a neuroevolution-based method. More details about this method can be found in the paper Compressing Wav2vec2 for Embedded Applications.

The objective of this project is to understand and implement the most commonly used Tree-pruning methods, Pre-pruning and Post-pruning.

DenseNet & Resnet as Backbone to Perform Lahan Gambut Classification with Self-Attention Pruning Mechanism

Keras-based Deep Learning to cleanse patient data and predict their chances of survival

Pytorch optimizer for nonsmooth, nonconvex, sparsity inducing, regularizers

My copy of the Google Collab labs from the MIT 6.5940 course at https://hanlab.mit.edu/courses/2024-fall-65940

Frequency Based Pruning (FBP) is a feature selection algorithm based upon maximizing the Youden J statistic. FBP intelligently enumerates through combinations of features, using the frequency of smaller patterns to prune away large regions of the solution space.

Homework for Graduate Deep Learning Course

A bot for Ultimate Tic-Tac-Toe game on http://theaigames.com/ and http://pub.theaigames.com/competitions/ultimate-tic-tac-toe

IISc/CSA E0-294: Systems for Machine learning - Course project on employing causal insights in DNN model pruning and performance