Indian Agriculture Crop Yield Prediction Using Machine Learning
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Agriculture crop yield prediction involves estimating the expected harvest from a crop using data-driven techniques. Accurate predictions are essential for efficient planning and decision-making in farming. Factors affecting crop yield include weather conditions (rainfall, temperature), soil quality (nutrients, moisture), pest and disease infestations, and farming practices like irrigation and fertilizer use.
Machine learning plays a key role in improving crop yield by analyzing large datasets, including weather patterns, soil data, and real-time sensor inputs, to make precise predictions. These models help farmers optimize planting, irrigation, and pest control, leading to better yields and more sustainable farming practices.
🔍 Research-Driven Approach
We analyzed 4 IEEE papers on crop yield prediction using various machine learning models like SVM, ANN, RNN, LSTM, and more.
Identified limitations in existing systems and proposed advanced methodologies.
🛠 Our Proposed Methodology
Implemented wrapping, lasso, and efficient data cleaning & preprocessing techniques.
Used multiple machine learning models with boosting & bagging techniques for improved accuracy.
Optimized crop yield predictions based on factors like soil conditions, temperature, and rainfall.
💻 Web Application Development
Developed a user-friendly web app using HTML, CSS, and Flask where users can explore and predict crop yields.
Provides real-time predictions for better farming decisions.
📚 What You'll Get
Live classes and mentorship on machine learning for agriculture 🌱.
Hands-on code implementation support for your own projects 💻.
Full access to the source code and project files 📂.
📢 Call to Action
Watch our YouTube video for a full demo and insights on this project.
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