Global Certificate in ML Design for a Sustainable Future
-- ViewingNowThe Global Certificate in ML Design for a Sustainable Future is a timely and essential course that empowers learners with the skills to apply machine learning (ML) in creating sustainable solutions for real-world challenges. This course highlights the importance of integrating ML with sustainability goals, aligning with the growing industry demand for professionals who can drive socially responsible innovation.
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โข Machine Learning Fundamentals: Introduction to ML, Types of ML, Supervised and Unsupervised Learning, Reinforcement Learning
โข Sustainable Development Goals (SDGs): Overview of SDGs, Role of ML in Achieving SDGs
โข Data Analysis for Sustainability: Data Collection, Data Preprocessing, Exploratory Data Analysis, Data Visualization
โข Sustainable ML Algorithms: Energy-Efficient ML, Resource-Constrained ML, Green AI
โข Ethical Considerations in ML: Bias and Fairness, Privacy and Security, Transparency and Explainability
โข ML Applications for Sustainability: Climate Change, Renewable Energy, Biodiversity Conservation, Waste Management
โข Evaluation Metrics for Sustainable ML: Performance Metrics, Social and Environmental Impact Metrics
โข Deployment and Maintenance of ML Systems: Scalability, Reliability, Monitoring and Updating.
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