# ACM India – RBCDSAI Summer School on DS/AI/ML (For Women Only) Hosted by PSG College of Technology, Coimbatore

- Institution: IIT Madras
- Department: Computer Science and Engineering
- Level: Undergraduate
- Language: English
- Subjects: Computer science, Engineering
- Source: [NPTEL](https://nptel.ac.in/courses/106106246)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/106106246)
- 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 AI/ML/DS](https://invisiblenetwork.ai/learn/nptel/106106246/f9de079b3399) (Video)
2. [Introduction to Probability; Introduction to machine learning Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/8e7eefd22204) (Video)
3. [Introduction to Probability; Introduction to machine learning Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/fc1674ff9fb0) (Video)
4. [Introduction to Probability; Introduction to machine learning Part 3](https://invisiblenetwork.ai/learn/nptel/106106246/0297fda9bcb5) (Video)
5. [Introduction to Probability; Introduction to machine learning Part 4](https://invisiblenetwork.ai/learn/nptel/106106246/d9fa011063e8) (Video)
6. [Python for AI/ML/DS Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/3e689b143a4b) (Video)
7. [Python for AI/ML/DS Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/8e1728d3611a) (Video)
8. [Descriptive statistics and Inferential statistics Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/503d74e21897) (Video)
9. [Descriptive statistics and Inferential statistics Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/f189ecd89922) (Video)
10. [Descriptive statistics and Inferential statistics Part 3](https://invisiblenetwork.ai/learn/nptel/106106246/883bd4147e52) (Video)
11. [Descriptive statistics and Inferential statistics Part 4](https://invisiblenetwork.ai/learn/nptel/106106246/76a75fb701f4) (Video)
12. [Descriptive statistics and Inferential statistics Part 5](https://invisiblenetwork.ai/learn/nptel/106106246/cdbcc638d4f7) (Video)
13. [Distribution, Data visualization, Plotting libraries Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/df61b7c05567) (Video)
14. [Distribution, Data visualization, Plotting libraries Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/5db8ce87cf25) (Video)
15. [Distribution, Data visualization, Plotting libraries Part 3](https://invisiblenetwork.ai/learn/nptel/106106246/7e0a175ba768) (Video)
16. [Linear Algebra for Data science](https://invisiblenetwork.ai/learn/nptel/106106246/fe9190522d6c) (Video)
17. [Identification of linear relationship among attributes](https://invisiblenetwork.ai/learn/nptel/106106246/21dbdb824705) (Video)
18. [Solving Linear Equations 1](https://invisiblenetwork.ai/learn/nptel/106106246/15891a3c9732) (Video)
19. [Solving Linear Equations 2](https://invisiblenetwork.ai/learn/nptel/106106246/2aa93eca7428) (Video)
20. [Linear Algebra - Distance, Hyperplanes and Halfspaces, Eigenvalues, Eigenvectors Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/9444819b29dd) (Video)
21. [Linear Algebra - Distance, Hyperplanes and Halfspaces, Eigenvalues, Eigenvectors Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/f4e6efff2da1) (Video)
22. [Linear Algebra Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/386389df72b0) (Video)
23. [Linear Algebra Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/98eef01e8316) (Video)
24. [Linear Algebra Part 3](https://invisiblenetwork.ai/learn/nptel/106106246/6dcbdf93c8a5) (Video)
25. [Regression Models, Models Selection & Evaluation Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/fb4ee9ef09fb) (Video)
26. [Regression Models, Models Selection & Evaluation Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/20828d4a5f0f) (Video)
27. [Regression Models, Models Selection & Evaluation Part 3](https://invisiblenetwork.ai/learn/nptel/106106246/9fb5dd308aac) (Video)
28. [Regression Models, Models Selection & Evaluation Part 4](https://invisiblenetwork.ai/learn/nptel/106106246/94deb639ded7) (Video)
29. [Regression Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/dd1779899c5a) (Video)
30. [Regression Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/54be620f596e) (Video)
31. [Regression Part 3](https://invisiblenetwork.ai/learn/nptel/106106246/15df2c5b916c) (Video)
32. [Classification Naive Bayes, Logistic Regression, K-NN Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/6da66846fc16) (Video)
33. [Classification Naive Bayes, Logistic Regression, K-NN Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/d368df6c00e0) (Video)
34. [Classification Naive Bayes, Logistic Regression, K-NN Part 3](https://invisiblenetwork.ai/learn/nptel/106106246/3b354161c838) (Video)
35. [Classification Naive Bayes, Logistic Regression, K-NN Part 4](https://invisiblenetwork.ai/learn/nptel/106106246/b3436b2d6873) (Video)
36. [Classification - Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/013a37dd4602) (Video)
37. [Classification - Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/e3e3ef7d2133) (Video)
38. [Classification - Part 3](https://invisiblenetwork.ai/learn/nptel/106106246/2a7bc5498cc0) (Video)
39. [Linear Models for Classification Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/56736a039940) (Video)
40. [Linear Models for Classification Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/400a4aa0fdc4) (Video)
41. [Kernel Machines](https://invisiblenetwork.ai/learn/nptel/106106246/ac046b40c3d0) (Video)
42. [Solving Langrange Dual in SVM](https://invisiblenetwork.ai/learn/nptel/106106246/957854c98033) (Video)
43. [Classification and SVM Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/712c6a9d221d) (Video)
44. [Classification and SVM Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/d846de6a2dee) (Video)
45. [Tree - Based methods, Boosting bagging Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/8ee154092494) (Video)
46. [Tree - Based methods, Boosting bagging Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/ce67f73c8f32) (Video)
47. [Tree - Based methods, Boosting bagging Part 3](https://invisiblenetwork.ai/learn/nptel/106106246/b008aad17616) (Video)
48. [Tree - Based methods, Boosting bagging Part 4](https://invisiblenetwork.ai/learn/nptel/106106246/36c1b6afc100) (Video)
49. [Tree-based approaches for regression and classification Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/9e1309c6f365) (Video)
50. [Tree-based approaches for regression and classification Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/1016de8cfcbd) (Video)
51. [Supervised Learning Using K Nearest Neighbors Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/25820fea34ab) (Video)
52. [Supervised Learning Using K Nearest Neighbors Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/412201020f19) (Video)
53. [Supervised Learning Using K Nearest Neighbors Part 3](https://invisiblenetwork.ai/learn/nptel/106106246/a3c2ae6ac5ab) (Video)
54. [Supervised Learning Using K Nearest Neighbors Part 4](https://invisiblenetwork.ai/learn/nptel/106106246/1d9cb2fb6601) (Video)
55. [Clustering methods Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/7d690b0d2bb8) (Video)
56. [Clustering methods Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/b0966213075f) (Video)
57. [Induction to Neural Networks, Perceptrons, Multilayer Perceptrons, Feedforward Neural Networks Part1](https://invisiblenetwork.ai/learn/nptel/106106246/bedb7a8dcefc) (Video)
58. [Induction to Neural Networks, Perceptrons, Multilayer Perceptrons, Feedforward Neural Networks Part2](https://invisiblenetwork.ai/learn/nptel/106106246/8686144cdca0) (Video)
59. [Induction to Neural Networks, Perceptrons, Multilayer Perceptrons, Feedforward Neural Networks Part3](https://invisiblenetwork.ai/learn/nptel/106106246/fd6983810f78) (Video)
60. [Induction to Neural Networks, Perceptrons, Multilayer Perceptrons, Feedforward Neural Networks Part4](https://invisiblenetwork.ai/learn/nptel/106106246/cf7044130458) (Video)
61. [Neural Networks and Feedforward NN Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/4159bee3a643) (Video)
62. [Neural Networks and Feedforward NN Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/4579dc968931) (Video)
63. [Neural Networks and Feedforward NN Part 3](https://invisiblenetwork.ai/learn/nptel/106106246/c0147d871050) (Video)
64. [Backpropagation (Intuition)](https://invisiblenetwork.ai/learn/nptel/106106246/65fc60a4362a) (Video)
65. [Backpropagation: Computing Cradients w.r.t the Output Units](https://invisiblenetwork.ai/learn/nptel/106106246/184bf3c413c9) (Video)
66. [Learning Parameters: Gradient Descent](https://invisiblenetwork.ai/learn/nptel/106106246/7f2b74e74573) (Video)
67. [Contours](https://invisiblenetwork.ai/learn/nptel/106106246/9fb069b3d02a) (Video)
68. [Nesterov Accelerated Gradient Descent](https://invisiblenetwork.ai/learn/nptel/106106246/0376e0b6145c) (Video)
69. [Stochastic and Mini-Batch Gradient Descent](https://invisiblenetwork.ai/learn/nptel/106106246/73b1e6aa975a) (Video)
70. [Tips for Adjusting learning Rate and Momentum](https://invisiblenetwork.ai/learn/nptel/106106246/faa5e4b757c1) (Video)
71. [Line Search](https://invisiblenetwork.ai/learn/nptel/106106246/a7b5ad573107) (Video)
72. [The convolution operation](https://invisiblenetwork.ai/learn/nptel/106106246/270225a6a785) (Video)
73. [Convolutional Neural Networks](https://invisiblenetwork.ai/learn/nptel/106106246/c7be551272f4) (Video)
74. [CNN and DL models Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/352e8760554a) (Video)
75. [CNN and DL models Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/4d081f719af3) (Video)
76. [CNN and DL models Part 3](https://invisiblenetwork.ai/learn/nptel/106106246/6ea884574659) (Video)
77. [CNN and DL models Part 4](https://invisiblenetwork.ai/learn/nptel/106106246/b4d4a8c5b456) (Video)
78. [AI/ML/DS Industry Use Cases Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/d0be1c4096f5) (Video)
79. [AI/ML/DS Industry Use Cases Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/2fa4149295c3) (Video)
80. [AI/ML - Case Studies in Industry Part 1](https://invisiblenetwork.ai/learn/nptel/106106246/473086ca5f7d) (Video)
81. [AI/ML - Case Studies in Industry Part 2](https://invisiblenetwork.ai/learn/nptel/106106246/4ea78e116b40) (Video)
82. ["Q&A on career in research a woman faculty representative from PSGTech and RBCDSAI "](https://invisiblenetwork.ai/learn/nptel/106106246/ef5944bc10f1) (Video)