Online Course Highlights
- Prof. Sudeshna Sarkar via NPTEL
- Co-ordinated by: IIT Kharagpur
- 8 Weeks duration
- Discipline: Computer Science and Engineering
- Language: English
What will you learn in this course?
If you enroll in this course, you would for sure learn a lot of things about Machine Learning.
- First, you will get a detailed introduction to Machine Learning.
- Then the instructor will talk about linear regression and overfitting in detail.
- After that, you will understand what instance-based learning is.
- Then you will understand all about the collaborative filtering-based recommendation.
- Moreover, the instructor will talk about probability and Bayes learning in detail.
- Next, you will understand what a support vector machine is.
- After that, the instructor will give a detailed introduction to deep neural networks.
- You will understand what backpropagation is.
- Then you will learn about multilayer networks.
- After that, you will get a detailed introduction to computational learning theory.
- Next, the instructor will talk about the PAC learning model.
- After that, you will understand what adaptive hierarchical clustering is.
- Then you will learn all about the Gaussian mixture model.
Therefore this and many other things about Machine Learning will be learned in this course.
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