Complete Statistics BootCamp: Hands-On with Python
https://TutSala.com
Genre: eLearning | MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz Language: English | Size: 2.53 GB | Duration: 8h 18m Learn how to apply probability and statistics to real data science and business applications using an hands-on approach What you'll learn Understand the fundamentals of statistics Visualizing data, including bar graphs, , histograms, and scatter plots Analyzing data, including mean, median, and mode, plus range and IQR and box-and-whisker plots Data distributions, including mean, variance, and standard deviation, and normal distributions and z-scores Probability, independent and dependent events and Bayes' theorem Sampling, including types of studies, bias, and sampling distribution of the sample mean or sample proportion, and confidence intervals Hypothesis testing, including inferential statistics, significance levels, type I and II errors, test statistics, and p-values Regression, including scatterplots, correlation coefficient, the residual, coefficient of determination, RMSE, Extensive Case Studies that will help you reinforce everything you’ve learned Build hands-on statistical toolset from scratch using Python
Description Welcome to Complete Statistics BootCamp: Hands-On with Python
This course will cover all the core statistics knowledge required to succeed in data science, machine learning, or business analytics.
This practical course will go over hands-on implementation of statistics knowledge on real-world problems using Python programming language.
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction/1. Get Started on Google Collab.html
1.6 KB
~Get Your Files Here !/1. Introduction/1.1 Follow Along Scripts .pdf
1.2 MB
~Get Your Files Here !/1. Introduction/2. Collect your Course Follow Along Material.html
107 B
~Get Your Files Here !/1. Introduction/2.1 Formula.pdf
264.8 KB
~Get Your Files Here !/1. Introduction/2.2 Solved examples.pdf
1 MB
~Get Your Files Here !/1. Introduction/3. Introduction to Jupyter Notebooks.mp4
92.7 MB
~Get Your Files Here !/1. Introduction/3. Introduction to Jupyter Notebooks.srt
22.6 KB
~Get Your Files Here !/1. Introduction/4. Introduction to Numpy.mp4
72.2 MB
~Get Your Files Here !/1. Introduction/4. Introduction to Numpy.srt
17.2 KB
~Get Your Files Here !/1. Introduction/5. Visualizations Basics.mp4
67 MB
~Get Your Files Here !/1. Introduction/5. Visualizations Basics.srt
19.5 KB
~Get Your Files Here !/2. Case Studies - Statistical Methods/1. Sampling.mp4
57.8 MB
~Get Your Files Here !/2. Case Studies - Statistical Methods/1. Sampling.srt
12.8 KB
~Get Your Files Here !/2. Case Studies - Statistical Methods/2. The Scientific Method.mp4
29.5 MB
~Get Your Files Here !/2. Case Studies - Statistical Methods/2. The Scientific Method.srt
8.2 KB
~Get Your Files Here !/2. Case Studies - Statistical Methods/3. Anger Management - I.mp4
82.2 MB
~Get Your Files Here !/2. Case Studies - Statistical Methods/3. Anger Management - I.srt
15.3 KB
~Get Your Files Here !/2. Case Studies - Statistical Methods/4. Anger Management - II.mp4
57.2 MB
~Get Your Files Here !/2. Case Studies - Statistical Methods/4. Anger Management - II.srt
9 KB
~Get Your Files Here !/2. Case Studies - Statistical Methods/5. Anger Management - III.mp4
109 MB
~Get Your Files Here !/2. Case Studies - Statistical Methods/5. Anger Management - III.srt
25.9 KB
~Get Your Files Here !/3. Case Studies - Multivariate Regression/1. Basic of Linear Models.mp4
106 MB
~Get Your Files Here !/3. Case Studies - Multivariate Regression/1. Basic of Linear Models.srt
24.6 KB
~Get Your Files Here !/3. Case Studies - Multivariate Regression/2. Power Plant Prediction Modelling - Multivariate Regression Modelling.mp4
236.1 MB
~Get Your Files Here !/3. Case Studies - Multivariate Regression/2. Power Plant Prediction Modelling - Multivariate Regression Modelling.srt
44 KB
~Get Your Files Here !/4. Case Studies - GLMLogistic Regression/1. Breast Cancer Diagnosis - I.mp4
232 MB
~Get Your Files Here !/4. Case Studies - GLMLogistic Regression/1. Breast Cancer Diagnosis - I.srt
50 KB
~Get Your Files Here !/5. Statistics From Scratch/1. Linear Algebra - Basics.mp4
132.1 MB
~Get Your Files Here !/5. Statistics From Scratch/1. Linear Algebra - Basics.srt
35.4 KB
~Get Your Files Here !/5. Statistics From Scratch/10. Building Hypothesis Framework from Scratch - I.mp4
143.8 MB
~Get Your Files Here !/5. Statistics From Scratch/10. Building Hypothesis Framework from Scratch - I.srt
33.4 KB
~Get Your Files Here !/5. Statistics From Scratch/11. Building Hypothesis Framework from Scratch - II.mp4
100.5 MB
~Get Your Files Here !/5. Statistics From Scratch/11. Building Hypothesis Framework from Scratch - II.srt
21.4 KB
~Get Your Files Here !/5. Statistics From Scratch/12. Building Hypothesis Framework from Scratch - III.mp4
97.8 MB
~Get Your Files Here !/5. Statistics From Scratch/12. Building Hypothesis Framework from Scratch - III.srt
25.9 KB
~Get Your Files Here !/5. Statistics From Scratch/13. Building Hypothesis Framework from Scratch - IV.mp4
169.9 MB
~Get Your Files Here !/5. Statistics From Scratch/13. Building Hypothesis Framework from Scratch - IV.srt
44.3 KB
~Get Your Files Here !/5. Statistics From Scratch/2. Building Basic Statistical Functions - I.mp4
37.1 MB
~Get Your Files Here !/5. Statistics From Scratch/2. Building Basic Statistical Functions - I.srt
9.9 KB
~Get Your Files Here !/5. Statistics From Scratch/3. Building Basic Statistical Functions - II.mp4
65.7 MB
~Get Your Files Here !/5. Statistics From Scratch/3. Building Basic Statistical Functions - II.srt
18 KB
~Get Your Files Here !/5. Statistics From Scratch/4. Building Basic Statistical Functions - III.mp4
108.8 MB
~Get Your Files Here !/5. Statistics From Scratch/4. Building Basic Statistical Functions - III.srt
27.3 KB
~Get Your Files Here !/5. Statistics From Scratch/5. Building Probability Distributions Function - I.mp4
93.7 MB
~Get Your Files Here !/5. Statistics From Scratch/5. Building Probability Distributions Function - I.srt
19.9 KB
~Get Your Files Here !/5. Statistics From Scratch/6. Building Probability Distributions Function - II.mp4
109.1 MB
~Get Your Files Here !/5. Statistics From Scratch/6. Building Probability Distributions Function - II.srt
25.4 KB
~Get Your Files Here !/5. Statistics From Scratch/7. Building Probability Distributions Function - III.mp4
139.6 MB
~Get Your Files Here !/5. Statistics From Scratch/7. Building Probability Distributions Function - III.srt
28 KB
~Get Your Files Here !/5. Statistics From Scratch/8. Building Probability Distributions Function - IV.mp4
117.4 MB
~Get Your Files Here !/5. Statistics From Scratch/8. Building Probability Distributions Function - IV.srt
32.4 KB
~Get Your Files Here !/5. Statistics From Scratch/9. Building Probability Distributions Function - V.mp4
123.8 MB
~Get Your Files Here !/5. Statistics From Scratch/9. Building Probability Distributions Function - V.srt
28.4 KB
~Get Your Files Here !/6. Wrapping Up/1. Wrapping Up.mp4
7.1 MB
~Get Your Files Here !/6. Wrapping Up/1. Wrapping Up.srt