# ACM Summer School In Data Science,2018 - Goa

- Institution: IIT Madras
- Department: Special Series
- Level: Undergraduate
- Language: English
- Subjects: Computer science
- Source: [NPTEL](https://nptel.ac.in/courses/128106002)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/128106002)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Probability part 1](https://invisiblenetwork.ai/learn/nptel/128106002/98a2e70b5d2c) (Video)
2. [Probability part 2](https://invisiblenetwork.ai/learn/nptel/128106002/75a37bcce796) (Video)
3. [Probability part 3](https://invisiblenetwork.ai/learn/nptel/128106002/13f753718086) (Video)
4. [Math Foundation part 1](https://invisiblenetwork.ai/learn/nptel/128106002/87d277a7bcbe) (Video)
5. [Math Foundation part 2](https://invisiblenetwork.ai/learn/nptel/128106002/4b8ada84169a) (Video)
6. [Math Foundation part 3](https://invisiblenetwork.ai/learn/nptel/128106002/405350901f93) (Video)
7. [Math Foundation 2 part 1](https://invisiblenetwork.ai/learn/nptel/128106002/8c6c4785eda1) (Video)
8. [Math Foundation 2 part 2](https://invisiblenetwork.ai/learn/nptel/128106002/f25299b10a1b) (Video)
9. [Math Foundation 2 part 3](https://invisiblenetwork.ai/learn/nptel/128106002/ec4d401cf829) (Video)
10. [Introduction to probability for Data science part 1](https://invisiblenetwork.ai/learn/nptel/128106002/146c0ddf0dc4) (Video)
11. [Introduction to probability for Data science part 2](https://invisiblenetwork.ai/learn/nptel/128106002/21443e55c224) (Video)
12. [Introduction to probability for Data science part 3](https://invisiblenetwork.ai/learn/nptel/128106002/909de49c7598) (Video)
13. [Introduction to Statistics for Data science part 1](https://invisiblenetwork.ai/learn/nptel/128106002/1b4a7e0283d7) (Video)
14. [Introduction to Statistics for Data science part 2](https://invisiblenetwork.ai/learn/nptel/128106002/f0b45ad81173) (Video)
15. [Introduction to Statistics for Data science part 3](https://invisiblenetwork.ai/learn/nptel/128106002/0cae789dcc23) (Video)
16. [Clustering - I part 1](https://invisiblenetwork.ai/learn/nptel/128106002/cc3abdf8595f) (Video)
17. [Clustering - I part 2](https://invisiblenetwork.ai/learn/nptel/128106002/2ec383a5b176) (Video)
18. [Clustering - I part 3](https://invisiblenetwork.ai/learn/nptel/128106002/3a47205ff28d) (Video)
19. [Clustering - II part 1](https://invisiblenetwork.ai/learn/nptel/128106002/78eed2091a06) (Video)
20. [Clustering - II part 2](https://invisiblenetwork.ai/learn/nptel/128106002/c1b7b384c1b9) (Video)
21. [Clustering - II part 3](https://invisiblenetwork.ai/learn/nptel/128106002/f3394df1748e) (Video)
22. [Dimensionality Reduction part 1](https://invisiblenetwork.ai/learn/nptel/128106002/bfd3e01f4e04) (Video)
23. [Dimensionality Reduction part 2](https://invisiblenetwork.ai/learn/nptel/128106002/2d7add4fe810) (Video)
24. [Dimensionality Reduction part 3](https://invisiblenetwork.ai/learn/nptel/128106002/fa14bca06f48) (Video)
25. [Supervised Learning - I part1](https://invisiblenetwork.ai/learn/nptel/128106002/c38a4273bc8c) (Video)
26. [Supervised Learning - I part 2](https://invisiblenetwork.ai/learn/nptel/128106002/41c335e5412c) (Video)
27. [Supervised Learning - I part 3](https://invisiblenetwork.ai/learn/nptel/128106002/e78e7f7f5099) (Video)
28. [Supervised Learning - II part 1](https://invisiblenetwork.ai/learn/nptel/128106002/5bbc21348c9d) (Video)
29. [Supervised Learning - II part 2](https://invisiblenetwork.ai/learn/nptel/128106002/f1e0ede23768) (Video)
30. [Supervised Learning - II part 3](https://invisiblenetwork.ai/learn/nptel/128106002/e07eded3d99d) (Video)
31. [Supervised Learning - II part 3](https://invisiblenetwork.ai/learn/nptel/128106002/e07eded3d99d-2) (Video)
32. [Supervised Learning - III part 1](https://invisiblenetwork.ai/learn/nptel/128106002/6f39d82c5f04) (Video)
33. [Supervised Learning - III part 3](https://invisiblenetwork.ai/learn/nptel/128106002/fbe0b014cbe8) (Video)
34. [Linear Models For Classification part 1](https://invisiblenetwork.ai/learn/nptel/128106002/4d06b5e9283a) (Video)
35. [Linear Models For Classification part 2](https://invisiblenetwork.ai/learn/nptel/128106002/633ec18992ca) (Video)
36. [Linear Models For Classification part 3](https://invisiblenetwork.ai/learn/nptel/128106002/d71e73acae41) (Video)
37. [Tree Based Methods part 1](https://invisiblenetwork.ai/learn/nptel/128106002/246d3fb9fb3d) (Video)
38. [Tree Based Methods part 2](https://invisiblenetwork.ai/learn/nptel/128106002/0064bea02ce9) (Video)
39. [SVMs part 1](https://invisiblenetwork.ai/learn/nptel/128106002/6c049084789e) (Video)
40. [SVMs part 2](https://invisiblenetwork.ai/learn/nptel/128106002/aed5297726bd) (Video)
41. [SVMs part 3](https://invisiblenetwork.ai/learn/nptel/128106002/247881e81198) (Video)
42. [Ensemble Methods part 1](https://invisiblenetwork.ai/learn/nptel/128106002/01c09cdf7329) (Video)
43. [Ensemble Methods part 2](https://invisiblenetwork.ai/learn/nptel/128106002/57182d044720) (Video)
44. [Ensemble Methods part 2](https://invisiblenetwork.ai/learn/nptel/128106002/cd2532ec1e0a) (Video)
45. [Learning Theory part 1](https://invisiblenetwork.ai/learn/nptel/128106002/00bd02b046fd) (Video)
46. [Learning Theory part 2](https://invisiblenetwork.ai/learn/nptel/128106002/27bdb70b00c2) (Video)
47. [Introduction to Probabilistic Modeling part 1](https://invisiblenetwork.ai/learn/nptel/128106002/43769893a9dc) (Video)
48. [Introduction to Probabilistic Modeling part 2](https://invisiblenetwork.ai/learn/nptel/128106002/d1075dde0a1e) (Video)
49. [Introduction to Probabilistic Modeling part 3](https://invisiblenetwork.ai/learn/nptel/128106002/21a90367b311) (Video)
50. [Probabilistic / Bayesian Models for Regression part 1](https://invisiblenetwork.ai/learn/nptel/128106002/d435d8fd148c) (Video)
51. [Probabilistic / Bayesian Models for Regression part 2](https://invisiblenetwork.ai/learn/nptel/128106002/a1c8a636f66d) (Video)
52. [Probabilistic / Bayesian Models for Regression part 3](https://invisiblenetwork.ai/learn/nptel/128106002/45cfc7c69253) (Video)
53. [Probabilistic Classification, Latent Variable Models part 1](https://invisiblenetwork.ai/learn/nptel/128106002/eb8049d7b072) (Video)
54. [Probabilistic Classification, Latent Variable Models part 2](https://invisiblenetwork.ai/learn/nptel/128106002/e39802e98b77) (Video)
55. [Probabilistic Classification, Latent Variable Models part 3](https://invisiblenetwork.ai/learn/nptel/128106002/3a7f30bd3d2e) (Video)
56. [Deep Learning - I part 1](https://invisiblenetwork.ai/learn/nptel/128106002/91539425e900) (Video)
57. [Deep Learning - I part 2](https://invisiblenetwork.ai/learn/nptel/128106002/e537c3a58d8b) (Video)
58. [Deep Learning - I part 3](https://invisiblenetwork.ai/learn/nptel/128106002/1ec9abdd780c) (Video)
59. [Deep Learning - II part 1](https://invisiblenetwork.ai/learn/nptel/128106002/cbec2226e9da) (Video)
60. [Deep Learning - II part 2](https://invisiblenetwork.ai/learn/nptel/128106002/87334fc74b51) (Video)
61. [Deep Learning - II part 3](https://invisiblenetwork.ai/learn/nptel/128106002/dc123d41aefe) (Video)
62. [Deep Learning - III part 1](https://invisiblenetwork.ai/learn/nptel/128106002/a69b6e156950) (Video)
63. [Deep Learning - III part 2](https://invisiblenetwork.ai/learn/nptel/128106002/5d0ed16c9537) (Video)
64. [Deep Learning - III part 3](https://invisiblenetwork.ai/learn/nptel/128106002/9be66b8189c8) (Video)
65. [Reinforcement learning - I part 1](https://invisiblenetwork.ai/learn/nptel/128106002/66a6cca15e0a) (Video)
66. [Reinforcement learning - I part 2](https://invisiblenetwork.ai/learn/nptel/128106002/dd048d8ae9cf) (Video)
67. [Reinforcement learning - II part 1](https://invisiblenetwork.ai/learn/nptel/128106002/520ead3c8b03) (Video)
68. [Reinforcement learning - II part 2](https://invisiblenetwork.ai/learn/nptel/128106002/191b3e633564) (Video)
69. [Map - Reduce and Spark par 2](https://invisiblenetwork.ai/learn/nptel/128106002/e736a1fd49f2) (Video)
70. [Map - Reduce and Spark par 1](https://invisiblenetwork.ai/learn/nptel/128106002/240ce018c203) (Video)
71. [Map - Reduce and Spark par 3](https://invisiblenetwork.ai/learn/nptel/128106002/f642372018b8) (Video)
72. [Scalable Machine Learning part 1](https://invisiblenetwork.ai/learn/nptel/128106002/470cedbed5c9) (Video)
73. [Scalable Machine Learning part 2](https://invisiblenetwork.ai/learn/nptel/128106002/1546f8f3c9f0) (Video)