Certificate in AI Machine Learning Fundamentals
-- ViewingNowThe Certificate in AI Machine Learning Fundamentals is a comprehensive course designed to equip learners with essential skills in artificial intelligence and machine learning. This program offers a deep dive into the critical concepts of machine learning, including supervised and unsupervised learning, neural networks, and reinforcement learning.
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โข Introduction to Artificial Intelligence (AI)
โข Understanding Machine Learning (ML)
โข Types of Machine Learning: Supervised, Unsupervised, and Reinforcement Learning
โข Key Concepts in Machine Learning: Training, Validation, and Testing
โข Fundamentals of Neural Networks and Deep Learning
โข Popular ML Algorithms: Linear Regression, Logistic Regression, Decision Trees, Random Forests, and Support Vector Machines
โข Natural Language Processing (NLP) and Text Analytics
โข Computer Vision and Image Processing
โข Evaluating and Improving ML Models: Performance Metrics, Hyperparameter Tuning, and Regularization Techniques
โข Hands-on ML Project: Applying ML Techniques to Real-world Problems
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