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Demand Forecasting using Time Series — project thumbnail preview
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Demand Forecasting using Time Series

A time-series forecasting workbench that predicts product demand from monthly sales history using Holt-Winters, ARIMA/SARIMA...

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Air Quality Index Prediction using Random Forest — project thumbnail preview
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Air Quality Index Prediction using Random Forest

A Random Forest system that predicts next-hour pollutant concentrations from CPCB/OpenAQ station feeds and converts them to A...

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Crop Yield Prediction using Random Forest — project thumbnail preview
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Crop Yield Prediction using Random Forest

A Random Forest regression system that predicts crop yield in tonnes per hectare from season rainfall, average temperature, s...

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Book Recommendation using Hybrid Filtering — project thumbnail preview
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Book Recommendation using Hybrid Filtering

A book recommender with two brains instead of one. It blends user-based collaborative filtering ("readers like you also loved...

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Music Recommendation using Spotify Data — project thumbnail preview
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Music Recommendation using Spotify Data

A "what should I add to this playlist?" engine built on the Spotify Million Playlist Dataset — 1,000,000 playlists, 2M+ track...

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Movie Recommendation using Content-Based Filtering — project thumbnail preview
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Movie Recommendation using Content-Based Filtering

A movie recommender that needs zero rating history — pick one liked movie and it finds similar ones by content. Each film bec...

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Recommendation System using Collaborative Filtering — project thumbnail preview
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Recommendation System using Collaborative Filtering

A movie recommender that learns purely from rating patterns — no movie content needed. It factorizes the MovieLens 100K matri...

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Emotion Detection from Text using BERT — project thumbnail preview
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Emotion Detection from Text using BERT

An emotion classifier that reads a sentence the way a human would — with full context. It fine-tunes bert-base-cased on the G...

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Heart Disease Prediction using Machine Learning — project thumbnail preview
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Heart Disease Prediction using Machine Learning

This project builds a machine-learning classifier that estimates heart-disease risk from 14 clinical attributes — age, chest-...

Jupyter notebook Git Python 3
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