# Practical Machine Learning with Tensorflow

- Institution: IIT Madras & Google
- Department: Computer Science and Engineering
- Taught by: Prof. Ashish Tendulkar, Prof. Balaraman Ravindran
- Level: Undergraduate
- Language: English
- Subjects: Computer science, Engineering
- Source: [NPTEL](https://nptel.ac.in/courses/106106213)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/106106213)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Overview of Tensorflow](https://invisiblenetwork.ai/learn/nptel/106106213/69ca31e3c0ef) (Video)
2. [Machine Learning Refresher](https://invisiblenetwork.ai/learn/nptel/106106213/7dbe55f06f83) (Video)
3. [Steps in Machine Learning Process](https://invisiblenetwork.ai/learn/nptel/106106213/4f88daa8479f) (Video)
4. [Loss Functions in Machine Learning](https://invisiblenetwork.ai/learn/nptel/106106213/4d032ed30e25) (Video)
5. [Gradient Descent](https://invisiblenetwork.ai/learn/nptel/106106213/b2dbd85cfbcd) (Video)
6. [Gradient Descent Variations](https://invisiblenetwork.ai/learn/nptel/106106213/57161095225a) (Video)
7. [Model Selection and Evaluation](https://invisiblenetwork.ai/learn/nptel/106106213/d344f3f5ea87) (Video)
8. [Machine Learning Visualization](https://invisiblenetwork.ai/learn/nptel/106106213/a379dc805b1b) (Video)
9. [Deep Learning Refresher](https://invisiblenetwork.ai/learn/nptel/106106213/3cc9e759c6b9) (Video)
10. [Introduction to Tensors](https://invisiblenetwork.ai/learn/nptel/106106213/ce3db8e62c19) (Video)
11. [Mathematical Foundations of Deep Learning - Contd.](https://invisiblenetwork.ai/learn/nptel/106106213/3e33c9e674e5) (Video)
12. [Building Data Pipelines for Tensorflow-Part 1](https://invisiblenetwork.ai/learn/nptel/106106213/f67b0050d55d) (Video)
13. [Building Data Pipelines for Tensorflow-Part 2](https://invisiblenetwork.ai/learn/nptel/106106213/eb110cd78585) (Video)
14. [Building Data Pipelines for Tensorflow-Part 3](https://invisiblenetwork.ai/learn/nptel/106106213/27955114524d) (Video)
15. [Text Processing with Tensorflow](https://invisiblenetwork.ai/learn/nptel/106106213/28eea817edc8) (Video)
16. [Classify Images](https://invisiblenetwork.ai/learn/nptel/106106213/a0c2ad19c8fc) (Video)
17. [Regression](https://invisiblenetwork.ai/learn/nptel/106106213/d6ee8cface3c) (Video)
18. [Classify Structured Data](https://invisiblenetwork.ai/learn/nptel/106106213/399a0ec874c3) (Video)
19. [Text Classification](https://invisiblenetwork.ai/learn/nptel/106106213/f4855f6f7b0d) (Video)
20. [Underfitting and Overfitting](https://invisiblenetwork.ai/learn/nptel/106106213/4e304300663f) (Video)
21. [Save and Restore Models](https://invisiblenetwork.ai/learn/nptel/106106213/ca2f1cc63429) (Video)
22. [CNNs-Part 1](https://invisiblenetwork.ai/learn/nptel/106106213/a7bf2d158ea9) (Video)
23. [CNNs-Part 2](https://invisiblenetwork.ai/learn/nptel/106106213/f6b97f34a61a) (Video)
24. [Transfer learning with pretrained CNNs](https://invisiblenetwork.ai/learn/nptel/106106213/5d95297bbbd1) (Video)
25. [Transfer learning with TF hub](https://invisiblenetwork.ai/learn/nptel/106106213/167461aa3008) (Video)
26. [Image classification and visualization](https://invisiblenetwork.ai/learn/nptel/106106213/c34a18214ca5) (Video)
27. [Estimator API](https://invisiblenetwork.ai/learn/nptel/106106213/92e96d8535bc) (Video)
28. [Logistic Regression](https://invisiblenetwork.ai/learn/nptel/106106213/b73c2d589e97) (Video)
29. [Boosted Trees](https://invisiblenetwork.ai/learn/nptel/106106213/4bd8e6fc7a7a) (Video)
30. [Introduction to word embeddings](https://invisiblenetwork.ai/learn/nptel/106106213/7ebf6110bb10) (Video)
31. [Recurrent Neural Networks (Part 1)](https://invisiblenetwork.ai/learn/nptel/106106213/b8e4ba6d1611) (Video)
32. [Recurrent Neural Networks (Part 2)](https://invisiblenetwork.ai/learn/nptel/106106213/efeb43d1ce76) (Video)
33. [Time Series Forecasting with RNNs](https://invisiblenetwork.ai/learn/nptel/106106213/52a965602bf7) (Video)
34. [Text Generation with RNNs.](https://invisiblenetwork.ai/learn/nptel/106106213/c4e50b47f9b6) (Video)
35. [TensorFlow Customization](https://invisiblenetwork.ai/learn/nptel/106106213/5f830b8b5321) (Video)
36. [Customizing tf.keras - Part 1](https://invisiblenetwork.ai/learn/nptel/106106213/81b4c7b950ac) (Video)
37. [Customizing tf.keras - Part 2](https://invisiblenetwork.ai/learn/nptel/106106213/9985ed5c3dc9) (Video)
38. [TensorFlow Distributed Training](https://invisiblenetwork.ai/learn/nptel/106106213/79531fc8e476) (Video)
39. [Live Session 14-09-2019](https://invisiblenetwork.ai/learn/nptel/106106213/69ca31e3c0ef-2) (Video)