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Data science provides organizations with striking—and extremely valuable—insights into human behavior. While data mining can seem a bit daunting, you don't need to be a highly skilled programmer to process your own data. In this new hands-on course, instructor Miki Tebeka shows you how to use the Python scientific stack to complete common data science tasks.
Learn about the basic tools and core concepts to effectively process data with the Python scientific stack, including how to work with Visual Studio Code for documentation, NumPy for numeric computation, Pandas for data crunching, scikit-learn for data modeling, madplotlib for data visualization, and more. Upon completing this course, you’ll have the skills you need to load and analyze data, run models, solve complex problems, and display results for your team.
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FILE LIST
Filename
Size
~Get Your Files Here !/01. Introduction/001. The Python scientific stack.en.srt
1.4 KB
~Get Your Files Here !/01. Introduction/001. The Python scientific stack.mp4
7.5 MB
~Get Your Files Here !/01. Introduction/002. What you should know.en.srt
564 B
~Get Your Files Here !/01. Introduction/002. What you should know.mp4
3.5 MB
~Get Your Files Here !/01. Introduction/003. Setting up.en.srt
637 B
~Get Your Files Here !/01. Introduction/003. Setting up.mp4
4.7 MB
~Get Your Files Here !/02. Visual Studio Code/004. Working with VS Code.en.srt
2.6 KB
~Get Your Files Here !/02. Visual Studio Code/004. Working with VS Code.mp4
16 MB
~Get Your Files Here !/02. Visual Studio Code/005. Using code cells.en.srt
2.5 KB
~Get Your Files Here !/02. Visual Studio Code/005. Using code cells.mp4
15.1 MB
~Get Your Files Here !/02. Visual Studio Code/006. Extensions to Python language.en.srt
2 KB
~Get Your Files Here !/02. Visual Studio Code/006. Extensions to Python language.mp4
11.2 MB
~Get Your Files Here !/02. Visual Studio Code/007. Understanding markdown cells.en.srt
2.2 KB
~Get Your Files Here !/02. Visual Studio Code/007. Understanding markdown cells.mp4
13.1 MB
~Get Your Files Here !/03. NumPy Basics/008. NumPy overview.en.srt
2.6 KB
~Get Your Files Here !/03. NumPy Basics/008. NumPy overview.mp4
14.8 MB
~Get Your Files Here !/03. NumPy Basics/009. NumPy arrays.en.srt
4.7 KB
~Get Your Files Here !/03. NumPy Basics/009. NumPy arrays.mp4
27 MB
~Get Your Files Here !/03. NumPy Basics/010. Slicing.en.srt
2.2 KB
~Get Your Files Here !/03. NumPy Basics/010. Slicing.mp4
13.3 MB
~Get Your Files Here !/03. NumPy Basics/011. Boolean indexing.en.srt
4.4 KB
~Get Your Files Here !/03. NumPy Basics/011. Boolean indexing.mp4
26.5 MB
~Get Your Files Here !/03. NumPy Basics/012. Understanding broadcasting.en.srt
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~Get Your Files Here !/03. NumPy Basics/012. Understanding broadcasting.mp4
14.8 MB
~Get Your Files Here !/03. NumPy Basics/013. Understanding array operations.en.srt
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~Get Your Files Here !/03. NumPy Basics/013. Understanding array operations.mp4
21.5 MB
~Get Your Files Here !/03. NumPy Basics/014. Understanding ufuncs.en.srt
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~Get Your Files Here !/03. NumPy Basics/014. Understanding ufuncs.mp4
20.4 MB
~Get Your Files Here !/03. NumPy Basics/015. Challenge Working with an image.en.srt
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~Get Your Files Here !/03. NumPy Basics/015. Challenge Working with an image.mp4
9.8 MB
~Get Your Files Here !/03. NumPy Basics/016. Solution Working with an image.en.srt
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~Get Your Files Here !/03. NumPy Basics/016. Solution Working with an image.mp4
7.3 MB
~Get Your Files Here !/04. pandas/017. pandas overview.en.srt
2.1 KB
~Get Your Files Here !/04. pandas/017. pandas overview.mp4
11.6 MB
~Get Your Files Here !/04. pandas/018. Loading CSV files.en.srt
4.7 KB
~Get Your Files Here !/04. pandas/018. Loading CSV files.mp4
25.3 MB
~Get Your Files Here !/04. pandas/019. Parsing time.en.srt
2.6 KB
~Get Your Files Here !/04. pandas/019. Parsing time.mp4
15.5 MB
~Get Your Files Here !/04. pandas/020. Accessing rows and columns.en.srt
6 KB
~Get Your Files Here !/04. pandas/020. Accessing rows and columns.mp4
33 MB
~Get Your Files Here !/04. pandas/021. Calculating speed.en.srt
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~Get Your Files Here !/04. pandas/021. Calculating speed.mp4
27.7 MB
~Get Your Files Here !/04. pandas/022. Displaying speed box plot.en.srt
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~Get Your Files Here !/04. pandas/022. Displaying speed box plot.mp4
22 MB
~Get Your Files Here !/04. pandas/023. Challenge Taxi data mean speed.en.srt
506 B
~Get Your Files Here !/04. pandas/023. Challenge Taxi data mean speed.mp4
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~Get Your Files Here !/04. pandas/024. Solution Taxi data mean speed.en.srt
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~Get Your Files Here !/04. pandas/024. Solution Taxi data mean speed.mp4
7.5 MB
~Get Your Files Here !/05. Installing Packages/025. Introduction to Python packages.en.srt
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~Get Your Files Here !/05. Installing Packages/025. Introduction to Python packages.mp4
24.2 MB
~Get Your Files Here !/05. Installing Packages/026. Using environments.en.srt
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~Get Your Files Here !/05. Installing Packages/026. Using environments.mp4
19.3 MB
~Get Your Files Here !/05. Installing Packages/027. Managing dependencies.en.srt
2.4 KB
~Get Your Files Here !/05. Installing Packages/027. Managing dependencies.mp4
12.8 MB
~Get Your Files Here !/05. Installing Packages/028. Challenge Creating requirements.en.srt
497 B
~Get Your Files Here !/05. Installing Packages/028. Challenge Creating requirements.mp4
3.1 MB
~Get Your Files Here !/05. Installing Packages/029. Solution Creating requirements.en.srt
450 B
~Get Your Files Here !/05. Installing Packages/029. Solution Creating requirements.mp4
2.9 MB
~Get Your Files Here !/06. folium and Geo/030. Creating an initial map.en.srt
2.3 KB
~Get Your Files Here !/06. folium and Geo/030. Creating an initial map.mp4
13.3 MB
~Get Your Files Here !/06. folium and Geo/031. Drawing a track on a map.en.srt
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~Get Your Files Here !/06. folium and Geo/031. Drawing a track on a map.mp4
23.6 MB
~Get Your Files Here !/06. folium and Geo/032. Using geo data with Shapely.en.srt
5.9 KB
~Get Your Files Here !/06. folium and Geo/032. Using geo data with Shapely.mp4
34.5 MB
~Get Your Files Here !/06. folium and Geo/033. Challenge Drawing the running track.en.srt
406 B
~Get Your Files Here !/06. folium and Geo/033. Challenge Drawing the running track.mp4
2.3 MB
~Get Your Files Here !/06. folium and Geo/034. Solution Drawing the running track.en.srt
1.1 KB
~Get Your Files Here !/06. folium and Geo/034. Solution Drawing the running track.mp4
7.3 MB
~Get Your Files Here !/07. NYC Taxi Data/035. Examining data.en.srt
2.5 KB
~Get Your Files Here !/07. NYC Taxi Data/035. Examining data.mp4
13.3 MB
~Get Your Files Here !/07. NYC Taxi Data/036. Loading data from CSV files.en.srt
2.3 KB
~Get Your Files Here !/07. NYC Taxi Data/036. Loading data from CSV files.mp4
13.3 MB
~Get Your Files Here !/07. NYC Taxi Data/037. Working with categorical data.en.srt
3.9 KB
~Get Your Files Here !/07. NYC Taxi Data/037. Working with categorical data.mp4
21.6 MB
~Get Your Files Here !/07. NYC Taxi Data/038. Working with data Hourly trip rides.en.srt
6.1 KB
~Get Your Files Here !/07. NYC Taxi Data/038. Working with data Hourly trip rides.mp4
34.7 MB
~Get Your Files Here !/07. NYC Taxi Data/039. Working with data Rides per hour.en.srt
5 KB
~Get Your Files Here !/07. NYC Taxi Data/039. Working with data Rides per hour.mp4
28.4 MB
~Get Your Files Here !/07. NYC Taxi Data/040. Working with data Weather data.en.srt
5 KB
~Get Your Files Here !/07. NYC Taxi Data/040. Working with data Weather data.mp4
26.7 MB
~Get Your Files Here !/07. NYC Taxi Data/041. Challenge Graphing taxi data.en.srt
927 B
~Get Your Files Here !/07. NYC Taxi Data/041. Challenge Graphing taxi data.mp4
5.6 MB
~Get Your Files Here !/07. NYC Taxi Data/042. Solution Graphing taxi data.en.srt
3.8 KB
~Get Your Files Here !/07. NYC Taxi Data/042. Solution Graphing taxi data.mp4
21.7 MB
~Get Your Files Here !/08. scikit-learn/043. scikit-learn introduction.en.srt
1.9 KB
~Get Your Files Here !/08. scikit-learn/043. scikit-learn introduction.mp4
11.1 MB
~Get Your Files Here !/08. scikit-learn/044. Regression.en.srt
8.5 KB
~Get Your Files Here !/08. scikit-learn/044. Regression.mp4
46.2 MB
~Get Your Files Here !/08. scikit-learn/045. Understanding train test split.en.srt
2.9 KB
~Get Your Files Here !/08. scikit-learn/045. Understanding train test split.mp4
17.3 MB
~Get Your Files Here !/08. scikit-learn/046. Preprocessing data.en.srt
4.4 KB
~Get Your Files Here !/08. scikit-learn/046. Preprocessing data.mp4
25.8 MB
~Get Your Files Here !/08. scikit-learn/047. Composing pipelines.en.srt
2.8 KB
~Get Your Files Here !/08. scikit-learn/047. Composing pipelines.mp4
15.3 MB
~Get Your Files Here !/08. scikit-learn/048. Saving and loading models.en.srt
2.5 KB
~Get Your Files Here !/08. scikit-learn/048. Saving and loading models.mp4
14.1 MB
~Get Your Files Here !/08. scikit-learn/049. Challenge Hand-written digits.en.srt
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~Get Your Files Here !/08. scikit-learn/049. Challenge Hand-written digits.mp4
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