# Neural Networks for Computer Vision and Natural Language Processing

- Institution: IIT Guwahati
- Department: Computer Science and Engineering
- Teacher: Prof Arijit Sur
- Level: Undergraduate
- Language: English
- Subjects: Computer science, Engineering
- Source: [NPTEL](https://nptel.ac.in/courses/106103843)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/106103843)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Introduction to Learning](https://invisiblenetwork.ai/learn/nptel/106103843/d94c8007e708) (Video)
2. [Supervised Learning (Regression)](https://invisiblenetwork.ai/learn/nptel/106103843/b5710c7c41ec) (Video)
3. [Gradient Descent](https://invisiblenetwork.ai/learn/nptel/106103843/b2c588f175b7) (Video)
4. [Logistics Regression](https://invisiblenetwork.ai/learn/nptel/106103843/afe139dba2da) (Video)
5. [Optimization for supervised models](https://invisiblenetwork.ai/learn/nptel/106103843/5b38b006284a) (Video)
6. [Neural Network - I (Single Layer Perceptron)](https://invisiblenetwork.ai/learn/nptel/106103843/52cc272e5e31) (Video)
7. [Neural Network - II (Multi Layer Perceptron)](https://invisiblenetwork.ai/learn/nptel/106103843/073e1e269a65) (Video)
8. [Neural Network – III (Training of the Multi Layer Perceptron)](https://invisiblenetwork.ai/learn/nptel/106103843/1d36b7d58230) (Video)
9. [Introduction to Deep Learning - I](https://invisiblenetwork.ai/learn/nptel/106103843/5dba9c02d089) (Video)
10. [Introduction to Deep Learning - II](https://invisiblenetwork.ai/learn/nptel/106103843/a8166cb593c4) (Video)
11. [Introduction to Deep Learning - III](https://invisiblenetwork.ai/learn/nptel/106103843/141c06f487d3) (Video)
12. [Computer Vision Through Machine Learning](https://invisiblenetwork.ai/learn/nptel/106103843/72f54fca6ffa) (Video)
13. [Natural Language Processing Through Machine Learning](https://invisiblenetwork.ai/learn/nptel/106103843/499b861a82c1) (Video)
14. [Convolutional Neural Network - I](https://invisiblenetwork.ai/learn/nptel/106103843/3fef0b1adb10) (Video)
15. [Convolutional Neural Network - II (Model Architecture)](https://invisiblenetwork.ai/learn/nptel/106103843/1ca76dc639ad) (Video)
16. [Optimizing Convolutional Neural Network](https://invisiblenetwork.ai/learn/nptel/106103843/fcaffda21c7b) (Video)
17. [Optimizing Convolutional Neural Network - II](https://invisiblenetwork.ai/learn/nptel/106103843/486a71a6afbe) (Video)
18. [Optimizing Convolutional Neural Network - III](https://invisiblenetwork.ai/learn/nptel/106103843/c08a879cc8fa) (Video)
19. [CNN With Residual Connections - ResNet](https://invisiblenetwork.ai/learn/nptel/106103843/c25b283be87c) (Video)
20. [Recurrent Neural Network - I](https://invisiblenetwork.ai/learn/nptel/106103843/e82a76db73f4) (Video)
21. [Recurrent Neural Network - II](https://invisiblenetwork.ai/learn/nptel/106103843/e3ed64261c39) (Video)
22. [LSTM](https://invisiblenetwork.ai/learn/nptel/106103843/dc167369e6d8) (Video)
23. [Sequential Modelling (Part - II)](https://invisiblenetwork.ai/learn/nptel/106103843/3f686763c8cb) (Video)
24. [Generative AI](https://invisiblenetwork.ai/learn/nptel/106103843/20ccd1baaeb2) (Video)
25. [Generative Modelling](https://invisiblenetwork.ai/learn/nptel/106103843/c3e883b238d3) (Video)
26. [Generative Adversarial Network](https://invisiblenetwork.ai/learn/nptel/106103843/42a88d32998d) (Video)
27. [Generative Adversarial Network - II](https://invisiblenetwork.ai/learn/nptel/106103843/fe09cc10d5fb) (Video)
28. [Variational Auto-Encoder - I](https://invisiblenetwork.ai/learn/nptel/106103843/87a9869c3c4f) (Video)
29. [Variational Auto-Encoder - II](https://invisiblenetwork.ai/learn/nptel/106103843/bf9c354ebe22) (Video)
30. [Diffusion Model - I](https://invisiblenetwork.ai/learn/nptel/106103843/2e92124fd87a) (Video)
31. [Diffusion Model - II](https://invisiblenetwork.ai/learn/nptel/106103843/09fa880951f0) (Video)
32. [Auto-Regressive Models](https://invisiblenetwork.ai/learn/nptel/106103843/b1b062636a95) (Video)
33. [Transormers - I](https://invisiblenetwork.ai/learn/nptel/106103843/1728c9f5a8c5) (Video)
34. [Transormers - II](https://invisiblenetwork.ai/learn/nptel/106103843/2f6410411ff7) (Video)
35. [Large Language Model - I](https://invisiblenetwork.ai/learn/nptel/106103843/4c1d7e26cc1e) (Video)
36. [Large Language Model - II](https://invisiblenetwork.ai/learn/nptel/106103843/11b7786fa9a0) (Video)
37. [Encoder only Transformer Model](https://invisiblenetwork.ai/learn/nptel/106103843/84c8e508e2a1) (Video)
38. [Decoder only Transformer Model](https://invisiblenetwork.ai/learn/nptel/106103843/f4fe68dd7f15) (Video)
39. [Deep Learning for Vision Applications](https://invisiblenetwork.ai/learn/nptel/106103843/f64cf73a81fe) (Video)
40. [Image and Video Restoration](https://invisiblenetwork.ai/learn/nptel/106103843/d6730f768959) (Video)
41. [Medical Imaging](https://invisiblenetwork.ai/learn/nptel/106103843/dfa82112e65e) (Video)
42. [Zero-shot Learning](https://invisiblenetwork.ai/learn/nptel/106103843/f641da01b36b) (Video)
43. [Few-shot Learning](https://invisiblenetwork.ai/learn/nptel/106103843/2798d4c9c1cf) (Video)
44. [Multimodal Deep Learning](https://invisiblenetwork.ai/learn/nptel/106103843/7715be005f3c) (Video)
45. [Multimodal Deep Models](https://invisiblenetwork.ai/learn/nptel/106103843/c2dab3002b54) (Video)
46. [Visual Simultaneous Localization and Mapping](https://invisiblenetwork.ai/learn/nptel/106103843/c955602613ad) (Video)
47. [Self-Supervised Learning](https://invisiblenetwork.ai/learn/nptel/106103843/b9c7c568e97a) (Video)