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Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study | Video and Text Based |
Courses and Certificate Fees
| Fees Informations | Certificate Availability | Certificate Providing Authority |
|---|---|---|
| INR 2216 | yes | Coursera |
The Syllabus
Videos
- Let’s talk about machine learning
- Supervised Learning, Unsupervised Learning, Reinforcement Learning
- Overfitting vs. Generalization, model evaluation
Readings
- A to Z of AI/Machine Learning 1
- A to Z of AI/Machine Learning 2
- A to Z of AI/Machine Learning 3
Practice exercises
- Quiz 1
- Quiz 2
- Quiz 3
Videos
- How k-NN works
- Weight factors, kernels for the k-NN
- k-NN Classification implementations
Readings
- kNN introduction
- kNN curse of Dimensionality
- kNN Distance Measures
Practice exercises
- Quiz 1
- Quiz 2
- Quiz 3
Videos
- Problem definition and solution in LR
- Additive Linear model
- Implementation of linear regression
Readings
- Simple linear regression
- Tests and intervals
- Multiple Linear Regression
Practice exercises
- Quiz 1
- Quiz 2
- Quiz 3
Videos
- What is a good model?
- Logistic regression as a Linear classifier
- Implementation of logistic regression
Readings
- The Logit and Logistic Transformations
- Residual Diagnostics Report
- Example 2 – Subset Selection
Practice exercises
- Quiz 1
- Quiz 2
- Quiz 3
- Final Test
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