Machine Learning: Supervised Learning – Udacity

Supervised Learning is an important component of all kinds of technologies, from stopping credit card fraud, to finding faces in camera images, to recognizing spoken language. Our goal is to give you the skills that you need to understand these technologies and interpret their output, which is important for solving a range of data science problems.

Course Contents

• Lesson 0: Machine Learning is the ROX
• Lesson 1: Decision Trees
• Lesson 2: Regression and Classification
• Lesson 3: Neural Networks
• Lesson 4: Instance-Based Learning
• Lesson 5: Ensemble B&B
• Lesson 6: Kernel Methods and Support Vector Machines (SVM)s
• Lesson 7: Computational Learning Theory
• Lesson 8: VC Dimensions
• Lesson 9: Bayesian Learning
• Lesson 10: Bayesian Inference

Duration:

2 months

Assumes 6 Hour per week (Work at your own pace)

Fees: – INR 11,940/Month (assuming $ = INR 60)

Part Time/Fulltime:

Part Time

• Students should have some experience in programming and a familiarity with Neural Networks.

• Charles Isbell
• Michael Littman
• Pushkar Kolhe