# Urban Informatics

- Institution: IIT Kharagpur
- Department: Architecture
- Teacher: Prof. Debapratim Pandit
- Level: Undergraduate
- Language: English
- Subjects: Art, architecture and design
- Source: [NPTEL](https://nptel.ac.in/courses/124105811)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/124105811)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Lecture 01 : Introduction Part 01](https://invisiblenetwork.ai/learn/nptel/124105811/2d40d40cb4a0) (Video)
2. [Lecture 02 : Introduction Part 02](https://invisiblenetwork.ai/learn/nptel/124105811/78787c827554) (Video)
3. [Lecture 03 : Data Driven Governance and Digital Participation Part 1](https://invisiblenetwork.ai/learn/nptel/124105811/bddaee87ef4f) (Video)
4. [Lecture 04 : Data Driven Governance and Digital Participation Part 2](https://invisiblenetwork.ai/learn/nptel/124105811/5ce15bf7c395) (Video)
5. [Lecture 05 : Open Data Platforms](https://invisiblenetwork.ai/learn/nptel/124105811/c5e21ff7fc44) (Video)
6. [Lecture 06 : Types of Data and Data format](https://invisiblenetwork.ai/learn/nptel/124105811/40442ccb4e2e) (Video)
7. [Lecture 07 : Types of Database](https://invisiblenetwork.ai/learn/nptel/124105811/b224ec0de284) (Video)
8. [Lecture 08 : Database Normalization Part 1](https://invisiblenetwork.ai/learn/nptel/124105811/783aaf038b5d) (Video)
9. [Lecture 09 : Database Normalization Part 2](https://invisiblenetwork.ai/learn/nptel/124105811/1e8589626f58) (Video)
10. [Lecture 10 : NoSQL & Non-Relational Databases](https://invisiblenetwork.ai/learn/nptel/124105811/714516fb26f4) (Video)
11. [Lecture 11 : Querying Databases](https://invisiblenetwork.ai/learn/nptel/124105811/2f7473930746) (Video)
12. [Lecture 12 : SQL Part 1](https://invisiblenetwork.ai/learn/nptel/124105811/52596253658c) (Video)
13. [Lecture 13 : SQL Part 2](https://invisiblenetwork.ai/learn/nptel/124105811/a877f1717181) (Video)
14. [Lecture 14 : SQL Part 3](https://invisiblenetwork.ai/learn/nptel/124105811/9da5ffba49be) (Video)
15. [Lecture 15 : Data Access and APIs](https://invisiblenetwork.ai/learn/nptel/124105811/cfa717aada2a) (Video)
16. [Lecture 16 : Introduction to Python](https://invisiblenetwork.ai/learn/nptel/124105811/fc6a2f66c71b) (Video)
17. [Lecture 17 : Python Part 1](https://invisiblenetwork.ai/learn/nptel/124105811/f8074f51efbd) (Video)
18. [Lecture 18 : Python Part 2](https://invisiblenetwork.ai/learn/nptel/124105811/cb543d52cfe3) (Video)
19. [Lecture 19 : Object Oriented Programming](https://invisiblenetwork.ai/learn/nptel/124105811/a9f58f46fad5) (Video)
20. [Lecture 20 : Classes and Instances in Python](https://invisiblenetwork.ai/learn/nptel/124105811/fa41340e08c3) (Video)
21. [Lecture 21 : Data Access and Manipulation Part 1](https://invisiblenetwork.ai/learn/nptel/124105811/1de67700c1f2) (Video)
22. [Lecture 22 : Data Access and Manipulation Part 2](https://invisiblenetwork.ai/learn/nptel/124105811/7e7346d58062) (Video)
23. [Lecture 23 : Data Access and Manipulation Part 3](https://invisiblenetwork.ai/learn/nptel/124105811/396606e74500) (Video)
24. [Lecture 24 : Data Analysis and Visualization Part 1](https://invisiblenetwork.ai/learn/nptel/124105811/c34b6ab799f5) (Video)
25. [Lecture 25 : Data Analysis and Visualization Part 2](https://invisiblenetwork.ai/learn/nptel/124105811/c41a517d76c7) (Video)
26. [Lecture 26 : Machine Learning Basics](https://invisiblenetwork.ai/learn/nptel/124105811/168ffe23704a) (Video)
27. [Lecture 27 : Foundational Theories](https://invisiblenetwork.ai/learn/nptel/124105811/cdc81248cb13) (Video)
28. [Lecture 28 : Machine Learning Typology](https://invisiblenetwork.ai/learn/nptel/124105811/f398aa15397a) (Video)
29. [Lecture 29 : Data Analysis and Visualization Part 3](https://invisiblenetwork.ai/learn/nptel/124105811/aa1bee7fbea2) (Video)
30. [Lecture 30 : Data Analysis and Visualization Part 4](https://invisiblenetwork.ai/learn/nptel/124105811/690201a2ecf6) (Video)
31. [Lecture 31 : Introduction to Supervised Learning and Linear Regression](https://invisiblenetwork.ai/learn/nptel/124105811/9760ad81e94c) (Video)
32. [Lecture 32 : MI Workflow via Linear Regression in Python](https://invisiblenetwork.ai/learn/nptel/124105811/9474e956f43b) (Video)
33. [Lecture 33 : Decision Tree Part 1](https://invisiblenetwork.ai/learn/nptel/124105811/d3ac9cf44199) (Video)
34. [Lecture 34 : Decision Tree Part 2](https://invisiblenetwork.ai/learn/nptel/124105811/cae6465b6ce7) (Video)
35. [Lecture 35 : Decision Tree Part 3](https://invisiblenetwork.ai/learn/nptel/124105811/5641d6052c5c) (Video)
36. [Lecture 36 : Binary Logistic Regression](https://invisiblenetwork.ai/learn/nptel/124105811/346ce1e7668e) (Video)
37. [Lecture 37 : Multinomial Logistic Regression](https://invisiblenetwork.ai/learn/nptel/124105811/2096d2569b84) (Video)
38. [Lecture 38 : k-Nearest Neighbours(k-NN)](https://invisiblenetwork.ai/learn/nptel/124105811/75df6aa0924b) (Video)
39. [Lecture 39 : Support Vector Machine(SVM)](https://invisiblenetwork.ai/learn/nptel/124105811/2608db67f234) (Video)
40. [Lecture 40 : Semi-Supervised Learning](https://invisiblenetwork.ai/learn/nptel/124105811/7340269630cd) (Video)
41. [Lecture 41 : Clustering Part 1](https://invisiblenetwork.ai/learn/nptel/124105811/4cdfed5df9dd) (Video)
42. [Lecture 42 : Clustering Part 2](https://invisiblenetwork.ai/learn/nptel/124105811/0659a9bee4d3) (Video)
43. [Lecture 43 : Clustering Part 3](https://invisiblenetwork.ai/learn/nptel/124105811/2fcfedf017e8) (Video)
44. [Lecture 44 : Association Rule Learning](https://invisiblenetwork.ai/learn/nptel/124105811/b54dcc1e588f) (Video)
45. [Lecture 45 : Dimensionality reduction and feature extraction](https://invisiblenetwork.ai/learn/nptel/124105811/f6afe8907abd) (Video)
46. [Lecture 46 : Neural Networks](https://invisiblenetwork.ai/learn/nptel/124105811/3133ed817c96) (Video)
47. [Lecture 47 : Deep Learning](https://invisiblenetwork.ai/learn/nptel/124105811/f5d2eb37edaf) (Video)
48. [Lecture 48 : Convolutional Neural Networks(CNNs)](https://invisiblenetwork.ai/learn/nptel/124105811/5045baac18ac) (Video)
49. [Lecture 49 : Recurrent Neural Networks(RNN) & Long Short-Term Memory (LSTM)](https://invisiblenetwork.ai/learn/nptel/124105811/90edd381ee3e) (Video)
50. [Lecture 50 : Reinforcement Learning](https://invisiblenetwork.ai/learn/nptel/124105811/d71d21a494dd) (Video)
51. [Lecture 51 : Introduction to IoT](https://invisiblenetwork.ai/learn/nptel/124105811/24d60c5f7c15) (Video)
52. [Lecture 52 : IoT System Architecture Part 1](https://invisiblenetwork.ai/learn/nptel/124105811/669bf12c72eb) (Video)
53. [Lecture 53 : IoT System Architecture Part 2](https://invisiblenetwork.ai/learn/nptel/124105811/3b41a0d3e7eb) (Video)
54. [Lecture 54 : Building with Arduino Part 1](https://invisiblenetwork.ai/learn/nptel/124105811/3cfbf9d70e99) (Video)
55. [Lecture 55 : Building with Arduino Part 2](https://invisiblenetwork.ai/learn/nptel/124105811/d836e0a0d735) (Video)
56. [Lecture 56 : IoT Systems](https://invisiblenetwork.ai/learn/nptel/124105811/1a231596d7fc) (Video)
57. [Lecture 57 : Querying with GIS](https://invisiblenetwork.ai/learn/nptel/124105811/936a7abc93fe) (Video)
58. [Lecture 58 : Geospatial Analysis Part 1](https://invisiblenetwork.ai/learn/nptel/124105811/ebf8a3ace1da) (Video)
59. [Lecture 59 : Geospatial Analysis Part 2](https://invisiblenetwork.ai/learn/nptel/124105811/65f071ddc1c0) (Video)
60. [Lecture 60 : Geospatial Analysis Part 3](https://invisiblenetwork.ai/learn/nptel/124105811/ee66b6c0f34e) (Video)