Portfolio

Development

FAQ RAG Chatbot

• Final Project for LLM Zoomcamp Course, started in August 24
• RAG Chatbot using a knowledge base and LLMs to answer user queries

Car Price Prediction Webservice

• Final Project for MLOps Zoomcamp, started in May 24
• Model development, deployment & monitoring
• Cloud Hosting as webservice (React & Flask)

Kaggle Competitions

Predicting Amazon review ratings from their text content

• Lasso and Ridge regression
• Principal Components and Partial Least Squares regression
• Support Vector Machines
• Random Forests, Boosting Regression and Classification trees (CART)

Emotion recognition on images using bag of features

• Multinomial Regression with Lasso and Ridge Regularisation
• Random Forest
• LDA / QDA

Personality Prediction of YouTube vloggers using linear Regression

• Linear Regression

Data Analysis / Prediction Notebooks

Inference & prediction of wal mart time series sales data

• Bayesian Applied Regression Modeling via Stan

Titanic Dataset - Explorative & predictive analysis

• Feature engineering / data visualization
• Logistic Regression
• SVM
• KNN
• RF