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Machine Learning Experiments

A collection of data science classics, algorithmic explorations, and foundational ML models.

Titanic Survival Prediction

Classic classification model predicting survival likelihood using passenger metadata and social status.

ML Experiment

California Housing Regression

Predicting median house values based on census data using ensemble learning techniques.

ML Experiment

MNIST Digit Recognition

Deep learning CNN trained to recognize handwritten digits with over 99% accuracy.

ML Experiment

IMDb Sentiment Analysis

NLP model using LSTM to classify movie reviews as positive or negative based on text patterns.

ML Experiment

Personal Finance Tracker

Smart expense categorizer using k-means clustering to identify spending patterns automatically.

ML Experiment

URL Shortener API

High-performance microservice with analytics and custom expiration using Redis.

ML Experiment

Sorting Visualizer

Interactive tool to visualize various sorting algorithms (Merge, Quick, Heap) in real-time.

ML Experiment

Library Management API

Robust RESTful API for inventory tracking and lending workflows with full CRUD.

ML Experiment
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