Module Name | Download |
---|
Sl.No | Chapter Name | English |
---|---|---|
1 | Lec 1: Rules of probability | Download Verified |
2 | Lec 44: Higher-dimensional data in biology | Download Verified |
3 | Lec 2: Discrete probability distribution | Download Verified |
4 | Lec 45: Principle component analysis | Download Verified |
5 | Lec 3: Continuous probability distribution | Download Verified |
6 | Lec 46: Principle component analysis using R | Download Verified |
7 | Lec 4: Moments: mean and variance | Download Verified |
8 | Lec 47: t-SNE | Download Verified |
9 | Lec 5: Moments: variance and covariance | Download Verified |
10 | Lec 48: t-SNE using R | Download Verified |
11 | Lec 6: Bayes theorem and likelihood | Download Verified |
12 | Lec 49: Diffusion maps | Download Verified |
13 | Lec 7: Concept of statistical tests | Download Verified |
14 | Lec 8: Vector and vector operations | Download Verified |
15 | Lec 9: Matrix and matrix operations | Download Verified |
16 | Lec 10: Determinant and Inverse of a matrix | Download Verified |
17 | Lec 11: Eigenvalue and eigenvector | Download Verified |
18 | Lec 12: Linear system of equations | Download Verified |
19 | Lec 13: Singular value decomposition | Download Verified |
20 | Lec 14: Getting ready with R | Download Verified |
21 | Lec 15: Algebraic and logical operations in R | Download Verified |
22 | Lec 16: Reading and writing data | Download Verified |
23 | Lec 17: Statistics using R – descriptive statistics | Download Verified |
24 | Lec 18: Statistics using R – t-test and ANOVA | Download Verified |
25 | Lec 19: Linear algebra using R | Download Verified |
26 | Lec 20: Scatter plot, Line plot & Bar plot | Download Verified |
27 | Lec 21: Histogram & Box plot | Download Verified |
28 | Lec 22: Heatmap and Volcano plot | Download Verified |
29 | Lec 23: Network visualization | Download Verified |
30 | Lec 24: Data visualization using ggplot2 - I | Download Verified |
31 | Lec 25: Data visualization using ggplo2 - II | Download Verified |
32 | Lec 26: Correlations | Download Verified |
33 | Lec 27: Linear regression - I | Download Verified |
34 | Lec 28: Linear regression - II | Download Verified |
35 | Lec 29: Linear regression using R | Download Verified |
36 | Lec 30: Multiple linear regression | Download Verified |
37 | Lec 31: Multiple linear regression using R | Download Verified |
38 | Lec 32: Nonlinear regression | Download Verified |
39 | Lec 33: Nonlinear regression using R | Download Verified |
40 | Lec 34: Clustering and classification | Download Verified |
41 | Lec 35: Logistic regression | Download Verified |
42 | Lec 36: Logistic regression using R | Download Verified |
43 | Lec 37: Distance mesaures for clustering | Download Verified |
44 | Lec 38: k-means clustering | Download Verified |
45 | Lec 39: k-means clustering using R | Download Verified |
46 | Lec 40: Hierarchical clustering | Download Verified |
47 | Lec 41: Hierarchical clustering using R | Download Verified |
48 | Lec 42: Decision tree classifier | Download Verified |
49 | Lec 43: Support vector machines | Download Verified |
Sl.No | Language | Book link |
---|---|---|
1 | English | Not Available |
2 | Bengali | Not Available |
3 | Gujarati | Not Available |
4 | Hindi | Not Available |
5 | Kannada | Not Available |
6 | Malayalam | Not Available |
7 | Marathi | Not Available |
8 | Tamil | Not Available |
9 | Telugu | Not Available |