My Projects
Tech stack
Text Summarization using LLM
Text Summarization project employing Large Language Models (LLM), fine-tuning the ’facebook/bart-large-cnn’ model using AutoTokenizer and AutoModelForSeq2SeqLM with TensorFlow.
Link
Tech stack
Particle Swarm Optimization for Multi-Objective Energy Optimization
This project applies Particle Swarm Optimization (PSO) to solve a multi-objective energy optimization problem — where we try to minimize two conflicting goals, such as energy cost and carbon emissions. The idea is to find a set of optimal trade-off solutions, known as the Pareto front, instead of a single best point.
Link
Tech stack
Human Activity Recognition by Smartphone
This project is related to the Machine Learning. Implemented Human Activity Recognition using smartphone data, initially analyzing a dataset with 563 features.
Link
Tech stack
Emotion Analysis Based on Text using Bert
Conducted Emotion Analysis on Text leveraging BERT Transformer architecture with TensorFlow and Python, utilizing Hugging Face Transformers library.
Link