Advanced Certificate in Applied Artificial Intelligence (AI) Programming Module 3: Machine Learning Fundamentals
Training Provider: SINGAPORE MANAGEMENT UNIVERSITY
Course Reference: TGS-2024049972
S$600
Original: S$2,000
Save S$1,400
About This Course
Participants will dive into the essentials of machine learning in this comprehensive module designed for beginners and enthusiasts. Over two immersive days, explore core concepts, algorithms, and practical applications, gaining hands-on experience with Python libraries like scikit-learn. Whether participants are aiming to kickstart a career in data science or enhance their existing skill set, this module equips them with the knowledge and confidence to tackle machine learning challenges effectively.
What You'll Learn
At the end of the 2-day module, participants will be able to:
• Understand what is machine learning
• Understand the different types of machine learning – supervised learning, unsupervised learning, and reinforcement learning
• Use the various machine learning algorithms to solve different types of problems
• Understand the various metrics to evaluate machine learning algorithms – confusion matrix, precision, recall, F1 score, receiver operating characteristic (ROC) curve, etc
• Deploy machine learning models
• Understand what is machine learning
• Understand the different types of machine learning – supervised learning, unsupervised learning, and reinforcement learning
• Use the various machine learning algorithms to solve different types of problems
• Understand the various metrics to evaluate machine learning algorithms – confusion matrix, precision, recall, F1 score, receiver operating characteristic (ROC) curve, etc
• Deploy machine learning models
Entry Requirements
• Basic programming experience using Python
• Knowledge of NumPy and Pandas (covered in Module 2)
Course Details
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