freature-engineering

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jainanushk8 / freight-rate-prediction

LightGBM + Ridge ensemble for spot freight rate prediction. Temporal holdout validation (MAPE 6.51%, R² 0.8131). 26 engineered spatial, market & cyclical features. Includes full inference pipeline, December chart generation, and official scorer validation.

python machine-learning numpy scikit-learn pandas lightgbm logistics ensemble-model time-series-analysis regression-analysis rigid ensemble-machine-learning rigid-registration ml-pipeline optuna rate-predictions freature-engineering freight-prediction

Updated Sep 15, 2026
Python

hundalekar / Predicting-Taxi-Trip-Duration-and-Congestion-Pricing-in-NYC-

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Predictive analytics project forecasting NYC taxi trip duration and analyzing congestion pricing impact. Built with Python, feature engineering, and machine learning models (regression). Uses NYC TLC public data to identify time, location, and traffic patterns.

python nyc data-science transportation jupyter-notebook regression predictive-modeling data-analyst macine-learning freature-engineering

Updated Mar 3, 2026
Jupyter Notebook

Suru2005-shri / redrob_Intelligent_Candidate_Ranking_System

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Intelligent candidate ranking system for the Redrob India Runs Data & AI Challenge. Ranks 100K profiles for a Senior AI Engineer JD in 52s on CPU using XGBoost LambdaRank with 43 engineered features + self-supervised pseudo-labels. 100% Precision@100.

python information-retrieval xgboost learning-to-rank mlp self-supervised-learning lambdarank streamlit candidate-ranking recuritment hiring-ai freature-engineering redrob india-runs machice-learning

Updated Jul 2, 2026
Python

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