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This repository consist of a 50-day program. All the statistics required for the complete understanding of data science will be uploaded in this repository.

50-days-of-Statistics-for-Data-Science

This repository consist of a 50-day program. All the statistics required for the complete understanding of data science will be uploaded in this repository.

Sr No Notebook Topic Colab
1 Elements of Structured Data Open In Colab
2 Rectangular Data Open In Colab
3 Estimates of Location Open In Colab
4 Estimates of Variability Open In Colab
5 Exploring the Data Distribution Open In Colab
6 Exploring Binary and Categorical Data Open In Colab
7 Correlation Open In Colab
8 Exploring Two or More Variables Open In Colab
9 Random Sampling and Sample Bias Open In Colab
10 Selection Bias Open In Colab
11 Sampling Distribution of a Statistic Open In Colab
12 The Bootstrap Open In Colab
13 Confidence Intervals Open In Colab
14 Normal Distribution Open In Colab
15 Long-Tailed Distributions Open In Colab
16 Student’s t-Distribution Open In Colab
17 Binomial Distribution Open In Colab
18 Chi-Square Distribution Open In Colab
19 F-Distribution Open In Colab
20 Poisson and Related Distributions Open In Colab
21 A/B Testing Open In Colab
22 Hypothesis Tests Open In Colab
23 Resampling Open In Colab
24 Statistical Significance and p-Values Open In Colab
25 t-Tests Open In Colab
26 Multiple Testing Open In Colab
27 Degrees of Freedom Open In Colab
28 ANOVA Open In Colab
29 Chi-Square Test Open In Colab
30 Multi-Arm Bandit Algorithm Open In Colab
31 Power and Sample Size Open In Colab
32 Simple Linear Regression Open In Colab
33 Multiple Linear Regression Open In Colab
34 Prediction Using Regression Open In Colab
35 Factor Variables in Regression Open In Colab
36 Interpreting the Regression Equation Open In Colab
37 Regression Diagnostics Open In Colab
38 Polynomial and Spline Regression Open In Colab
39 Naïve Bayes Open In Colab
40 Discriminant Analysis Open In Colab
41 Logistic Regression Open In Colab
42 Evaluating Classification Models Open In Colab
43 Strategies for Imbalanced Data Open In Colab
44 K-Nearest Neighbors Open In Colab
45 Tree Models Open In Colab
46 Bagging and the Random Forest Open In Colab
47 Boosting Open In Colab
48 Principal Components Analysis Open In Colab
49 K-Means Clustering Open In Colab
50 Hierarchical Clustering Open In Colab
51 Model-Based Clustering Open In Colab
52 Scaling and Categorical Variables Open In Colab

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verified publisher icon komal11lamba

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This repository consist of a 50-day program. All the statistics required for the complete understanding of data science will be uploaded in this repository.

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