Machine Learning Portfolio

Data Science Expertise
Across 30 Projects

From regression to deep learning, NLP to computer vision -- trained models on real Kaggle datasets across 10 categories, served through a live Streamlit interface.

30
Projects
10
Categories
34
Trained Models
15+
Kaggle Datasets
1
Streamlit App
Regression 3 projects
Gold Price Prediction
Predicts gold ounce price using S&P 500, crude oil, silver, and EUR/USD indices.
Student Exam Score Prediction
Forecasts math scores from demographic and educational preparation factors.
Uber/Taxi Fare Prediction
Estimates trip cost from pickup-dropoff coordinates and passenger count.
Classification 3 projects
Mobile Device Price Segment
Classifies phones into price tiers (0-3) based on hardware specifications.
Wine Quality Classification
Predicts red wine quality score from chemical measurements.
Customer Churn Prediction
Predicts telecom customer attrition risk from usage patterns.
Clustering 3 projects
NBA Player Performance Clustering
Groups players into play-style clusters based on per-game stats, with 3D visualization.
Credit Card Customer Segmentation
Builds financial profiles from spending limits and balance behaviors.
Spotify Song Style Clustering
Groups songs by audio features like danceability, energy, and loudness.
Computer Vision 3 projects
Driver Drowsiness Detection
Detects driver fatigue by analyzing Eye Aspect Ratio (EAR) from facial landmarks.
Face Mask Detection
Scans uploaded photos to classify faces as masked or unmasked.
Hand Gesture & Finger Counting
Extracts hand landmarks via MediaPipe to count open fingers in real time.
Natural Language Processing 3 projects
SMS Spam Detection
Analyzes incoming text messages with TF-IDF to detect phishing and spam attempts.
IMDb Sentiment Analysis
Classifies the sentiment behind movie reviews as positive or negative.
Fake News Detection
Analyzes news articles for authenticity and manipulation risk.
Recommendation Systems 3 projects
Movie Recommendation System
Recommends films based on genre and plot synopsis similarity (Cosine Similarity).
Book Recommendation Engine
Suggests reading lists based on author and content overlap.
Music Recommendation System
Builds song queues from Spotify rhythm and genre similarity features.
Time Series 3 projects
Stock Price Prediction
Forecasts AAPL stock trends from historical closing prices.
Weather Temperature Prediction
Predicts upcoming daily average temperatures from historical climate data.
Store Sales Prediction
Analyzes Walmart weekly sales data to forecast future revenue.
Data Visualization 3 projects
Global Social Media Statistics
Visualizes platform-level daily usage times and age-group sentiment distributions.
Climate Change & CO2 Emissions
Interactive comparison of country-level fossil fuel CO2 emission trends.
E-Commerce Sales Dashboard
Charts total revenue, country distributions, and top-selling products.
Deep Learning 3 projects
Pneumonia Detection from X-Ray
CNN model that scans chest X-ray images to diagnose pneumonia.
Facial Emotion Recognition
CNN model predicting dominant emotion from human facial expressions.
Text Generation Bot
Generates text using word-level Markov chain probability transitions.
AI Agents 3 projects
Smart Farming & Irrigation Agent
Autonomous agent making irrigation decisions based on soil moisture and evaporation risk.
FAQ Support & Intent Analysis Agent
Resolves customer message intent for autonomous department routing.
Autonomous Vehicle Simulation Agent
Simulates lane-keeping, emergency braking, and autonomous parking from sensor data.
Tech Stack
Python Streamlit scikit-learn TensorFlow / Keras OpenCV MediaPipe Pandas NumPy Plotly Joblib Kaggle API TF-IDF Hugging Face Hub