Executive Development Programme in Building Resilient ML Projects
-- ViewingNowThe Executive Development Programme in Building Resilient ML Projects is a certificate course designed to equip learners with the essential skills required to develop and manage robust machine learning projects. This program emphasizes the importance of building resilient ML models that can withstand real-world challenges, ensuring that learners are well-prepared to meet the demands of the industry.
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โข Fundamentals of Machine Learning: Introduction to ML concepts, algorithms, and techniques.
โข Data Preprocessing for ML: Data cleaning, normalization, transformation, and feature engineering.
โข Model Selection and Evaluation: Methods to compare, validate, and optimize ML models.
โข Building Resilient ML Projects: Best practices for robust and scalable ML project development.
โข Ethics in Machine Learning: Understanding ethical considerations in ML projects, including data privacy, fairness, and transparency.
โข Deploying ML Models: Strategies for deploying ML models to production environments.
โข Monitoring and Maintenance: Techniques for continuous monitoring, logging, and updating ML models.
โข Collaborative ML Development: Tools and approaches for effective collaboration in ML project development.
โข Emerging Trends in ML: Overview of new developments and innovations in ML research and technology.
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