Using Python, Flask, SQLAlchemy, Discord API
• Built a Flask-based website that stores documents and links via a Discord bot, featuring user login and registration.
• Utilized SQLAlchemy for data management, with CRUD (Create, Read, Update, Delete) capabilities for adding, deleting, and editing stored information, displayed dynamically on the website.
Create channel with Discord Bot
Zoom In-Out feature
Admin Panel with CRUD features
Using Python, Flask, RIOT API, AWS Services
• Developed a champion recommendation system for professional tournament ban/pick phases, featuring algorithms for Counter and Synergy matrix calculations.
• Automated champion and match data updates via RIOT API, triggered through AWS Lambda and Event Bridge.
• Deployed the system on AWS EC2 with a Flask backend for efficient and scalable web service management.
Pandas, Numpy, RapidAPI, Streamlit
• A website providing movie recommendations using a content-based recommendation system.
• Processed Netflix movie data from Kaggle utilizing TF-IDF and Bag of Words techniques for natural language processing. Implemented Similarity Score matrices to identify movies with akin content descriptions.
• Developed a website using Streamlit, incorporating RapidAPI’s Netflix Unofficial API for efficient movie image retrieval.
This project addresses the challenge of handling multi-hop queries in Retrieval-Augmented Generation (RAG) systems. By integrating a Large Language Model (LLM) with a logical symbolic solver, we aim to enhance reasoning capabilities across diverse pieces of supporting evidence.
Using Pandas, Numpy, Scikit-learn, Matplotlib, Seaborn
• Analyzing customer attitudes towards airlines in the United States based on a Twitter dataset using Natural Language Processing and Machine Learning techniques..
• Applied NLTK for data processing and vectorization, and addressed label imbalance with up-sampling.
• Developed a Random Forest model, tuning hyperparameters via Grid Search CV and Random Search CV, to predict customer attitudes and estimate model accuracy.