Module #1 Introduction to Renewable Energy Overview of renewable energy sources, importance, and challenges
Module #2 Introduction to Machine Learning Basics of machine learning, types of machine learning, and applications
Module #3 Machine Learning in Renewable Energy Overview of machine learning applications in renewable energy, benefits, and challenges
Module #4 Data Preparation for Renewable Energy Applications Data sources, data preprocessing, and feature engineering for renewable energy datasets
Module #5 Introduction to Python and Essential Libraries for Machine Learning Introduction to Python, NumPy, Pandas, and scikit-learn for machine learning in renewable energy
Module #6 Solar Irradiance Forecasting using Machine Learning Using machine learning algorithms for solar irradiance forecasting and predictive modeling
Module #7 Solar Panel Efficiency Optimization using Machine Learning Optimizing solar panel efficiency using machine learning algorithms and data analysis
Module #8 Solar Energy Prediction using Machine Learning Predicting solar energy output using machine learning algorithms and data analysis
Module #9 Solar Energy Storage Optimization using Machine Learning Optimizing solar energy storage using machine learning algorithms and data analysis
Module #10 Case Study:Solar Energy Efficiency using Machine Learning Real-world case study on solar energy efficiency using machine learning algorithms and data analysis
Module #11 Wind Speed Forecasting using Machine Learning Using machine learning algorithms for wind speed forecasting and predictive modeling
Module #12 Wind Turbine Performance Optimization using Machine Learning Optimizing wind turbine performance using machine learning algorithms and data analysis
Module #13 Wind Energy Prediction using Machine Learning Predicting wind energy output using machine learning algorithms and data analysis
Module #14 Wind Farm Layout Optimization using Machine Learning Optimizing wind farm layout using machine learning algorithms and data analysis
Module #15 Case Study:Wind Energy Efficiency using Machine Learning Real-world case study on wind energy efficiency using machine learning algorithms and data analysis
Module #16 Energy Consumption Prediction using Machine Learning Predicting energy consumption using machine learning algorithms and data analysis
Module #17 Building Energy Efficiency Optimization using Machine Learning Optimizing building energy efficiency using machine learning algorithms and data analysis
Module #18 Occupancy and Energy Consumption Analysis using Machine Learning Analyzing occupancy and energy consumption patterns using machine learning algorithms and data analysis
Module #19 Energy Efficiency in Buildings using Machine Learning Improving energy efficiency in buildings using machine learning algorithms and data analysis
Module #20 Case Study:Energy Consumption and Building Efficiency using Machine Learning Real-world case study on energy consumption and building efficiency using machine learning algorithms and data analysis
Module #21 Deep Learning for Renewable Energy Applications Introduction to deep learning and its applications in renewable energy
Module #22 Transfer Learning for Renewable Energy Applications Using transfer learning for renewable energy applications
Module #23 Explainable AI for Renewable Energy Applications Explainable AI techniques for renewable energy applications
Module #24 Machine Learning for Renewable Energy Policy and Planning Using machine learning for renewable energy policy and planning
Module #25 Future of Machine Learning in Renewable Energy Future directions and trends in machine learning for renewable energy
Module #26 Project 1:Solar Energy Forecasting using Machine Learning Hands-on project on solar energy forecasting using machine learning algorithms
Module #27 Project 2:Wind Energy Prediction using Machine Learning Hands-on project on wind energy prediction using machine learning algorithms
Module #28 Project 3:Energy Consumption Prediction using Machine Learning Hands-on project on energy consumption prediction using machine learning algorithms
Module #29 Case Study:Renewable Energy Company using Machine Learning Real-world case study on a renewable energy company using machine learning algorithms and data analysis
Module #30 Course Wrap-Up & Conclusion Planning next steps in Machine Learning in Renewable Energy Efficiency career
