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Projects

Some of the projects are from work and some are on my own time.

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YOLOv3 Polyp Detection

Optimized real-time polyp detection for gastrointestinal endoscopy using pruning.

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CycleGAN Face Sketch Converter

Transforming face sketches into realistic portraits using a custom-modified UNet architecture.

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Self-Driving Car with Genetic Algorithms

An AI-powered autonomous driving simulation using a genetic algorithm for evolving control strategies.

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Fine-Tuning CoT: GRPO vs. PPO vs. Few-Shot Prompting

Implementation of GRPO, PPO, and CoT few-shot prompting from scratch to compare fine-tuning approaches for Chain-of-Thought reasoning in GPT-Neo using the GSM8K dataset.

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Implementing Mamba Model from Scratch in PyTorch

Building the Mamba model from scratch based on the research paper https://arxiv.org/pdf/2312.00752 using PyTorch.

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Stock Market Prediction Using Sentiment Analysis

Predicting stock prices using bidirectional LSTMs with sentiment analysis from tweets and historical stock data.