Crop Yield Prediction System

Developed a machine learning-based Crop Yield Prediction System to estimate agricultural yield from key environmental and farming factors.

• Cleaned and preprocessed real-world agricultural data • Performed exploratory data analysis and feature engineering • Trained and compared Linear Regression and Random Forest models • Built an end-to-end Scikit-learn ML pipeline for reliable predictions • Achieved strong predictive performance and deployed the model through an interactive Streamlit application

Tools: Python | Pandas | NumPy | Scikit-learn | Streamlit | Machine Learning | Data Analysis #MachineLearning #Python #DataScience #CropYieldPrediction #AgricultureAnalytics #PredictiveAnalytics #DataAnalysis #Pandas #ScikitLearn #RandomForest #LinearRegression #FeatureEngineering #DataCleaning #MLModel #Streamlit #AI #Agritech #MachineLearningProject #DataScientist #FreelanceDataAnalyst