# Data Analysis For Biologists

- Institution: IIT Guwahati
- Department: Biotechnology
- Teacher: Prof. Biplab Bose
- Level: Undergraduate
- Language: English
- Subjects: Biology
- Source: [NPTEL](https://nptel.ac.in/courses/102103092)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/102103092)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Lec 1: Rules of probability](https://invisiblenetwork.ai/learn/nptel/102103092/42fb6944a7c7) (Video)
2. [Lec 2: Discrete probability distribution](https://invisiblenetwork.ai/learn/nptel/102103092/50fc0605a980) (Video)
3. [Lec 3: Continuous probability distribution](https://invisiblenetwork.ai/learn/nptel/102103092/71bb0619533b) (Video)
4. [Lecture 4: Statistics using R – Descriptive Statistics](https://invisiblenetwork.ai/learn/nptel/102103092/2164c5fe86e3) (Video)
5. [Lec 5: Moments: variance and covariance](https://invisiblenetwork.ai/learn/nptel/102103092/68a597f6664f) (Video)
6. [Lecture 6: Linear Algebra using R](https://invisiblenetwork.ai/learn/nptel/102103092/573629fe231c) (Video)
7. [Lec 7: Concept of statistical tests](https://invisiblenetwork.ai/learn/nptel/102103092/db4be9ab7e4f) (Video)
8. [Lec 8: Vector and vector operations](https://invisiblenetwork.ai/learn/nptel/102103092/c3bc4b7a8846) (Video)
9. [Lec 9: Matrix and matrix operations](https://invisiblenetwork.ai/learn/nptel/102103092/d2a1f6337a86) (Video)
10. [Lec 10: Determinant and Inverse of a matrix](https://invisiblenetwork.ai/learn/nptel/102103092/90a1903ece57) (Video)
11. [Lec 11: Eigenvalue and eigenvector](https://invisiblenetwork.ai/learn/nptel/102103092/c905b11e69c3) (Video)
12. [Lec 12: Linear system of equations](https://invisiblenetwork.ai/learn/nptel/102103092/c5b9d4c48e5c) (Video)
13. [Lec 13: Singular value decomposition](https://invisiblenetwork.ai/learn/nptel/102103092/fe8d55ebb0cd) (Video)
14. [Lec 14: Getting ready with R](https://invisiblenetwork.ai/learn/nptel/102103092/b3cc1d644384) (Video)
15. [Lec 15: Algebraic and logical operations in R](https://invisiblenetwork.ai/learn/nptel/102103092/c1f885fbe094) (Video)
16. [Lec 16: Reading and writing data](https://invisiblenetwork.ai/learn/nptel/102103092/dd724823a8d0) (Video)
17. [Lec 17: Statistics using R – descriptive statistics](https://invisiblenetwork.ai/learn/nptel/102103092/1ca37dceb920) (Video)
18. [Lec 18: Statistics using R – t-test and ANOVA](https://invisiblenetwork.ai/learn/nptel/102103092/2ad58ece0a4d) (Video)
19. [Lec 19: Linear algebra using R](https://invisiblenetwork.ai/learn/nptel/102103092/164fd4551627) (Video)
20. [Lec 20: Scatter plot, Line plot & Bar plot](https://invisiblenetwork.ai/learn/nptel/102103092/51de8b9a17d3) (Video)
21. [Lec 21: Histogram & Box plot](https://invisiblenetwork.ai/learn/nptel/102103092/761170ec2e5d) (Video)
22. [Lec 22: Heatmap and Volcano plot](https://invisiblenetwork.ai/learn/nptel/102103092/1246f71d8c23) (Video)
23. [Lec 23: Network visualization](https://invisiblenetwork.ai/learn/nptel/102103092/f86e09360e75) (Video)
24. [Lec 24: Data visualization using ggplot2 - I](https://invisiblenetwork.ai/learn/nptel/102103092/b792e91dc08d) (Video)
25. [Lec 25: Data visualization using ggplo2 - II](https://invisiblenetwork.ai/learn/nptel/102103092/6d40b36628f7) (Video)
26. [Lec 26: Correlations](https://invisiblenetwork.ai/learn/nptel/102103092/0a4715869974) (Video)
27. [Lec 27: Linear regression - I](https://invisiblenetwork.ai/learn/nptel/102103092/15cd71c3c3ce) (Video)
28. [Lec 28: Linear regression - II](https://invisiblenetwork.ai/learn/nptel/102103092/2370e3212d51) (Video)
29. [Lec 29: Linear regression using R](https://invisiblenetwork.ai/learn/nptel/102103092/25a0d63dfd25) (Video)
30. [Lec 30: Multiple linear regression](https://invisiblenetwork.ai/learn/nptel/102103092/68896925e927) (Video)
31. [Lec 31: Multiple linear regression using R](https://invisiblenetwork.ai/learn/nptel/102103092/98931bb3b5ce) (Video)
32. [Lec 32: Nonlinear regression](https://invisiblenetwork.ai/learn/nptel/102103092/673d75aa069b) (Video)
33. [Lec 33: Nonlinear regression using R](https://invisiblenetwork.ai/learn/nptel/102103092/69d9354caaae) (Video)
34. [Lec 34: Clustering and classification](https://invisiblenetwork.ai/learn/nptel/102103092/4a2ee7b65e10) (Video)
35. [Lec 35: Logistic regression](https://invisiblenetwork.ai/learn/nptel/102103092/e9b61a175f68) (Video)
36. [Lec 36: Logistic regression using R](https://invisiblenetwork.ai/learn/nptel/102103092/8864dd63411b) (Video)
37. [Lec 37: Distance mesaures for clustering](https://invisiblenetwork.ai/learn/nptel/102103092/a5198fae6977) (Video)
38. [Lec 38: k-means clustering](https://invisiblenetwork.ai/learn/nptel/102103092/45269ee1a787) (Video)
39. [Lec 39: k-means clustering using R](https://invisiblenetwork.ai/learn/nptel/102103092/77b0405dca32) (Video)
40. [Lec 40: Hierarchical clustering](https://invisiblenetwork.ai/learn/nptel/102103092/79944947382d) (Video)
41. [Lec 41: Hierarchical clustering using R](https://invisiblenetwork.ai/learn/nptel/102103092/e3beadea65fd) (Video)
42. [Lec 42: Decision tree classifier](https://invisiblenetwork.ai/learn/nptel/102103092/473927d81669) (Video)
43. [Lec 43: Support vector machines](https://invisiblenetwork.ai/learn/nptel/102103092/66a9cf6511c6) (Video)
44. [Lec 44: Higher-dimensional data in biology](https://invisiblenetwork.ai/learn/nptel/102103092/42fb6944a7c7-2) (Video)
45. [Lec 45: Principle component analysis](https://invisiblenetwork.ai/learn/nptel/102103092/50fc0605a980-2) (Video)
46. [Lec 46: Principle component analysis using R](https://invisiblenetwork.ai/learn/nptel/102103092/71bb0619533b-2) (Video)
47. [Lecture 4: Statistics using R – Descriptive Statistics](https://invisiblenetwork.ai/learn/nptel/102103092/2164c5fe86e3-2) (Video)
48. [Lec 48: t-SNE using R](https://invisiblenetwork.ai/learn/nptel/102103092/68a597f6664f-2) (Video)
49. [Lecture 6: Linear Algebra using R](https://invisiblenetwork.ai/learn/nptel/102103092/573629fe231c-2) (Video)
50. [Live Session 08-02-2024](https://invisiblenetwork.ai/learn/nptel/102103092/42fb6944a7c7-3) (Video)
51. [Live Session 07-03-2024](https://invisiblenetwork.ai/learn/nptel/102103092/50fc0605a980-3) (Video)
52. [Live Session 12-02-2025](https://invisiblenetwork.ai/learn/nptel/102103092/71bb0619533b-3) (Video)
53. [Live Session 05-03-2025](https://invisiblenetwork.ai/learn/nptel/102103092/2164c5fe86e3-3) (Video)