# Machine Learning For Soil And Crop Management

- Institution: IIT Kharagpur
- Department: Agriculture
- Teacher: Prof. Somsubhra Chakraborty
- Level: Undergraduate
- Language: English
- Subjects: Biology
- Source: [NPTEL](https://nptel.ac.in/courses/126105021)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/126105021)
- 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:General Overview of ML and DL Applications in Agriculture](https://invisiblenetwork.ai/learn/nptel/126105021/ad61209aacf6) (Video)
2. [Lecture 02: General Overview of ML and DL Applications in Agriculture(Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/b36a5eb9ee55) (Video)
3. [Lecture 03: General Overview of ML and DL Applications in Agriculture(Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/4834d852071f) (Video)
4. [Lecture 04: General Overview of ML and DL Applications in Agriculture(Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/38c3f64418cc) (Video)
5. [Lecture 05: General Overview of ML and DL Applications in Agriculture(Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/f6043c8a1cc7) (Video)
6. [Lecture 06: Basics of Multivariate Data Analytics](https://invisiblenetwork.ai/learn/nptel/126105021/c4377b14d1cf) (Video)
7. [Lecture 07: Basics of Multivariate Data Analytics (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/7386789d2007) (Video)
8. [Lecture 08: Basics of Multivariate Data Analytics (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/4a4a52eb2b88) (Video)
9. [Lecture 09: Basics of Multivariate Data Analytics (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/c5d94e6ac04c) (Video)
10. [Lecture 10: Basics of Multivariate Data Analytics (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/a7de79f3a73e) (Video)
11. [Lecture 11: Principal Component Analysis and Regression Applications in Agriculture](https://invisiblenetwork.ai/learn/nptel/126105021/976e2ae4d8ca) (Video)
12. [Lecture 12: Principal Component Analysis and Regression Applications in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/475576181708) (Video)
13. [Lecture 13: Principal Component Analysis and Regression Applications in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/205f89b30242) (Video)
14. [Lecture 14: Principal Component Analysis and Regression Applications in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/2e19408f07df) (Video)
15. [Lecture 15: Principal Component Analysis and Regression Applications in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/7f6df59dccc3) (Video)
16. [Lecture 16: Applications of Classification and Clustering Methods in Agriculture](https://invisiblenetwork.ai/learn/nptel/126105021/2b896a0a2200) (Video)
17. [Lecture 17: Applications of Classification and Clustering Methods in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/1fac0e229ecf) (Video)
18. [Lecture 18: Applications of Classification and Clustering Methods in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/edc56659c722) (Video)
19. [Lecture 19: Applications of Classification and Clustering Methods in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/f400a4401c15) (Video)
20. [Lecture 20: Applications of Classification and Clustering Methods in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/f88dd650b5f3) (Video)
21. [Lecture 21: Diffuse Reflectance Spectroscopy: Basics and Applications for Crop and Soil](https://invisiblenetwork.ai/learn/nptel/126105021/1ec7513c8c87) (Video)
22. [Lecture 22: Diffuse Reflectance Spectroscopy: Basics and Applications for Crop and Soil (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/958546651103) (Video)
23. [Lecture 23: Diffuse Reflectance Spectroscopy: Basics and Applications for Crop and Soil (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/7c310c1890b1) (Video)
24. [Lecture 24: Diffuse Reflectance Spectroscopy: Basics and Applications for Crop and Soil (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/e378f68f71af) (Video)
25. [Lecture 25: Diffuse Reflectance Spectroscopy: Basics and Applications for Crop and Soil (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/e75c2393a24f) (Video)
26. [Lecture 26: Use of ML for Portable Proximal Soil and Crop Sensors](https://invisiblenetwork.ai/learn/nptel/126105021/475f30b8b6ec) (Video)
27. [Lecture 27: Use of ML for Portable Proximal Soil and Crop Sensors (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/5b5d1fecb6a5) (Video)
28. [Lecture 28: Use of ML for Portable Proximal Soil and Crop Sensors (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/96b2736655d6) (Video)
29. [Lecture 29: Use of ML for Portable Proximal Soil and Crop Sensors (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/7d8dededa93d) (Video)
30. [Lecture 30: Use of ML for Portable Proximal Soil and Crop Sensors (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/6abcfa45cd44) (Video)
31. [Lecture 31: ML and DL for Soil and Crop Image Processing](https://invisiblenetwork.ai/learn/nptel/126105021/5a1c04cb55e2) (Video)
32. [Lecture 32: ML and DL for Soil and Crop Image Processing (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/282d0cd20f07) (Video)
33. [Lecture 33: ML and DL for Soil and Crop Image Processing (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/f019dddbcfbc) (Video)
34. [Lecture 34: ML and DL for Soil and Crop Image Processing (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/e11185eef268) (Video)
35. [Lecture 35: ML and DL for Soil and Crop Image Processing (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/d643de96808c) (Video)
36. [Lecture 36: UAV and ML Applications in Agriculture](https://invisiblenetwork.ai/learn/nptel/126105021/dd5741b7d880) (Video)
37. [Lecture 37: UAV and ML Applications in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/73e34d754a20) (Video)
38. [Lecture 38: UAV and ML Applications in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/ccd913daaa7a) (Video)
39. [Lecture 39: UAV and ML Applications in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/2882740c7431) (Video)
40. [Lecture 40: UAV and ML Applications in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/cadb5468c7df) (Video)
41. [Lecture 41: Hyperspectral Remote Sensing and ML Applications in Agriculture](https://invisiblenetwork.ai/learn/nptel/126105021/b314312e5a5d) (Video)
42. [Lecture 42: Hyperspectral Remote Sensing and ML Applications in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/d0562c6c853c) (Video)
43. [Lecture 43: Hyperspectral Remote Sensing and ML Applications in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/0f5791463076) (Video)
44. [Lecture 44: Hyperspectral Remote Sensing and ML Applications in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/b22ac988ee3d) (Video)
45. [Lecture 45: Hyperspectral Remote Sensing and ML Applications in Agriculture (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/d568d7bab88e) (Video)
46. [Lecture 46: Digital Soil Mapping - General Overview](https://invisiblenetwork.ai/learn/nptel/126105021/ae170b2f18c3) (Video)
47. [Lecture 47: Digital Soil Mapping - General Overview (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/976db14cdfc5) (Video)
48. [Lecture 48: Digital Soil Mapping - General Overview (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/ea157ad0ab84) (Video)
49. [Lecture 49: Digital Soil Mapping - General Overview (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/3de1c5248345) (Video)
50. [Lecture 50: Digital Soil Mapping - General Overview (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/60c3e6ee24f7) (Video)
51. [Lecture 51: Digital Soil Mapping With Continuous Variables](https://invisiblenetwork.ai/learn/nptel/126105021/b3902033af2d) (Video)
52. [Lecture 52: Digital Soil Mapping With Continuous Variables (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/e966395b662c) (Video)
53. [Lecture 53: Digital Soil Mapping With Continuous Variables (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/cbec946e3d99) (Video)
54. [Lecture 54:Digital Soil Mapping With Continuous Variables (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/ec4eb595849e) (Video)
55. [Lecture 55: Digital Soil Mapping With Continuous Variables (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/488c961d5ac6) (Video)
56. [Lecture 56: Digital Soil Mapping With Categorical Variables](https://invisiblenetwork.ai/learn/nptel/126105021/6609513d81db) (Video)
57. [Lecture 57: Digital Soil Mapping With Categorical Variables (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/1ff6b42f85fa) (Video)
58. [Lecture 58: Digital Soil Mapping With Categorical Variables (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/b8a905675b1a) (Video)
59. [Lecture 59: Digital Soil Mapping With Categorical Variables (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/2daa265ded34) (Video)
60. [Lecture 60: Digital Soil Mapping With Categorical Variables (Contd.)](https://invisiblenetwork.ai/learn/nptel/126105021/eed8a94c6d96) (Video)
61. [Live Session 03-10-2022](https://invisiblenetwork.ai/learn/nptel/126105021/ad61209aacf6-2) (Video)
62. [Live Session 30-03-2022](https://invisiblenetwork.ai/learn/nptel/126105021/b36a5eb9ee55-2) (Video)