Global Certificate in ML Prototyping Development Techniques
-- ViewingNowThe Global Certificate in ML Prototyping Development Techniques is a comprehensive course designed to equip learners with essential skills in machine learning prototyping. This course is crucial in today's data-driven world, where machine learning is at the forefront of technological innovation.
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โข Introduction to Machine Learning Prototyping: Fundamentals, Use Cases, and Importance
โข Data Preprocessing for Machine Learning: Data Cleaning, Feature Engineering, and Data Normalization
โข Python for Machine Learning Prototyping: Libraries, Packages, and Best Practices
โข Jupyter Notebooks and Collaborative Environments for ML Prototyping
โข Model Selection and Evaluation Metrics for Supervised Learning
โข Unsupervised Learning Techniques: Clustering, Dimensionality Reduction, and Anomaly Detection
โข Deep Learning Fundamentals: Neural Networks, Convolutional Neural Networks (CNN), and Recurrent Neural Networks (RNN)
โข Version Control and Collaboration with Git and GitHub for ML Projects
โข Containerization and Virtualization: Docker, Singularity, and Cloud-based Solutions
โข Deployment and Scaling: REST APIs, Flask, FastAPI, and Kubernetes
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