The field of statistics has become increasingly dependent on data analysis and interpretation using Python. With the rise of big data and data science, the demand for professionals who can effectively analyze and interpret data using Python has skyrocketed. In this course, Matt Harrison teaches you how to collect, clean, analyze, and visualize data using the powerful tools of the Python programming language. Join Matt as he gives into the various techniques that form the backbone of statistics and helps you understand the data with summary statistics and visualizations. He explains how to create predictive models using both linear regression andXGBoost, and wraps up the course with a look at hypothesis testing. If you’re interested in exploring statistics using a code-first approach, join Matt in this course as he shows you how to use Python to unlock the power of data.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Being a Python statistics MVP.mp4
3.4 MB
~Get Your Files Here !/01 - Introduction/01 - Being a Python statistics MVP.srt
1.4 KB
~Get Your Files Here !/01 - Introduction/02 - What you should know.mp4
998.7 KB
~Get Your Files Here !/01 - Introduction/03 - Using GitHub Codespaces with this course.mp4
7.8 MB
~Get Your Files Here !/01 - Introduction/03 - Using GitHub Codespaces with this course.srt
5.2 KB
~Get Your Files Here !/02 - 1. Loading and Cleaning Data/01 - Loading data.mp4
13.3 MB
~Get Your Files Here !/02 - 1. Loading and Cleaning Data/01 - Loading data.srt
9.2 KB
~Get Your Files Here !/02 - 1. Loading and Cleaning Data/02 - Strings and categories.mp4
35.7 MB
~Get Your Files Here !/02 - 1. Loading and Cleaning Data/02 - Strings and categories.srt
27.1 KB
~Get Your Files Here !/02 - 1. Loading and Cleaning Data/03 - Cleaning numbers.mp4
41.7 MB
~Get Your Files Here !/02 - 1. Loading and Cleaning Data/03 - Cleaning numbers.srt
26.7 KB
~Get Your Files Here !/02 - 1. Loading and Cleaning Data/04 - Shrinking numbers.mp4
14.6 MB
~Get Your Files Here !/02 - 1. Loading and Cleaning Data/04 - Shrinking numbers.srt
9.4 KB
~Get Your Files Here !/02 - 1. Loading and Cleaning Data/05 - Challenge Clean Ames.mp4
3.2 MB
~Get Your Files Here !/02 - 1. Loading and Cleaning Data/05 - Challenge Clean Ames.srt
2.8 KB
~Get Your Files Here !/02 - 1. Loading and Cleaning Data/06 - Solution Clean Ames.mp4
15 MB
~Get Your Files Here !/02 - 1. Loading and Cleaning Data/06 - Solution Clean Ames.srt
6.3 KB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/01 - Categorical exploration.mp4
7.7 MB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/01 - Categorical exploration.srt
6.6 KB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/02 - Histograms and distributions.mp4
8 MB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/02 - Histograms and distributions.srt
6.7 KB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/03 - Outliers and Z-scores.mp4
19.3 MB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/03 - Outliers and Z-scores.srt
10.4 KB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/04 - Correlations.mp4
26 MB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/04 - Correlations.srt
12.3 KB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/05 - Scatter plots.mp4
15.5 MB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/05 - Scatter plots.srt
12.6 KB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/06 - Visualizing categorical and numerical values.mp4
25.6 MB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/06 - Visualizing categorical and numerical values.srt
17.1 KB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/07 - Comparing two categoricals.mp4
13.6 MB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/07 - Comparing two categoricals.srt
10.1 KB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/08 - Challenge Explore Ames.mp4
802.1 KB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/08 - Challenge Explore Ames.srt
763 B
~Get Your Files Here !/03 - 2. Exploring and Visualizing/09 - Solution Explore Ames.mp4
6.8 MB
~Get Your Files Here !/03 - 2. Exploring and Visualizing/09 - Solution Explore Ames.srt
5.5 KB
~Get Your Files Here !/04 - 3. Linear Regressions/01 - Linear regression.mp4
16.7 MB
~Get Your Files Here !/04 - 3. Linear Regressions/01 - Linear regression.srt
13.6 KB
~Get Your Files Here !/04 - 3. Linear Regressions/02 - Interpreting linear regression models.mp4
10.2 MB
~Get Your Files Here !/04 - 3. Linear Regressions/02 - Interpreting linear regression models.srt
7.4 KB
~Get Your Files Here !/04 - 3. Linear Regressions/03 - Standardizing values.mp4
19 MB
~Get Your Files Here !/04 - 3. Linear Regressions/03 - Standardizing values.srt
10.7 KB
~Get Your Files Here !/04 - 3. Linear Regressions/04 - Regression with XGBoost.mp4
19.9 MB
~Get Your Files Here !/04 - 3. Linear Regressions/04 - Regression with XGBoost.srt
14.8 KB
~Get Your Files Here !/04 - 3. Linear Regressions/05 - Challenge Predict Ames.mp4
1.2 MB
~Get Your Files Here !/04 - 3. Linear Regressions/05 - Challenge Predict Ames.srt
1.1 KB
~Get Your Files Here !/04 - 3. Linear Regressions/06 - Solution Predict Ames.mp4
8.8 MB
~Get Your Files Here !/04 - 3. Linear Regressions/06 - Solution Predict Ames.srt
6.7 KB
~Get Your Files Here !/05 - 4. Hypothesis Tests/01 - Exploring data.mp4
6.6 MB
~Get Your Files Here !/05 - 4. Hypothesis Tests/01 - Exploring data.srt
4.8 KB
~Get Your Files Here !/05 - 4. Hypothesis Tests/02 - Visualizing distributions.mp4
12.6 MB
~Get Your Files Here !/05 - 4. Hypothesis Tests/02 - Visualizing distributions.srt
10.3 KB
~Get Your Files Here !/05 - 4. Hypothesis Tests/03 - Running statistical tests.mp4
12.7 MB
~Get Your Files Here !/05 - 4. Hypothesis Tests/03 - Running statistical tests.srt
6.7 KB
~Get Your Files Here !/05 - 4. Hypothesis Tests/04 - Testing for normality.mp4
9.7 MB
~Get Your Files Here !/05 - 4. Hypothesis Tests/04 - Testing for normality.srt
7.3 KB
~Get Your Files Here !/05 - 4. Hypothesis Tests/05 - Challenge Checking square footage distributions.mp4
646.9 KB
~Get Your Files Here !/05 - 4. Hypothesis Tests/05 - Challenge Checking square footage distributions.srt
575 B
~Get Your Files Here !/05 - 4. Hypothesis Tests/06 - Solution Checking square footage distributions.mp4
9.2 MB
~Get Your Files Here !/05 - 4. Hypothesis Tests/06 - Solution Checking square footage distributions.srt
6.3 KB
~Get Your Files Here !/06 - Conclusion/01 - Next steps.mp4
5.7 MB
~Get Your Files Here !/06 - Conclusion/01 - Next steps.srt