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Machine Learning and Artificial Intelligence For Managers
Preliminary Information
Read This Before Starting
AI and Machine Learning Foundation for Managers
Introduction (0:39)
Artificial Intelligence, Machine Learning and the process overview (17:03)
Understanding the machine learning process Part-1 (11:17)
Understanding The Machine Learning Process Part-2 (12:54)
Understanding the machine learning process Part-3 (11:41)
Supervised Learning: Regression Part-1 (7:31)
Supervised Learning: Regression Part-2 (19:03)
Supervised Learning: Introduction to Classification (8:26)
Supervised Learning: Classification with KNN (6:53)
Supervised Learning: Classification: Logistic Regression (14:35)
Supervised Learning: Logistic Regression Advanced Topics (6:02)
Supervised Learning: Classification: Support Vector Machines (14:15)
Supervised Learning: Classification: Decision Tree (14:55)
Supervised Learning: Classification: Random Forest (7:49)
How to select the proper algorithm to solve a machine learning problem (3:48)
A recipe to select the proper algorithm (3:53)
Why we need the Deep Learning Technology (3:50)
Supervised Learning: Deep Learning Fundamentals (22:08)
Bridging Artificial Neural Networks with Deep Neural Networks (4:22)
Supervised Learning: Convolution Neural Networks (22:50)
Supervised Learning: Recurring Neural Networks. (16:20)
Unsupervised Learning: Intro and clustering methods (12:33)
Unsupervised Learning: Principal Component Analysis (12:59)
Additional Readings
Course Slides
What's Next
Artificial Intelligence Product and Process Innovation (25:11)
Supervised Learning: Regression Part-2
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