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[ CourseBoat com ] Linkedin - Data Science Foundations - Python Scientific Stack (2022)
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01. Introduction
001. The Python scientific stack.en.srt
001. The Python scientific stack.mp4
002. What you should know.en.srt
002. What you should know.mp4
003. Setting up.en.srt
003. Setting up.mp4
02. Visual Studio Code
004. Working with VS Code.en.srt
004. Working with VS Code.mp4
005. Using code cells.en.srt
005. Using code cells.mp4
006. Extensions to Python language.en.srt
006. Extensions to Python language.mp4
007. Understanding markdown cells.en.srt
007. Understanding markdown cells.mp4
03. NumPy Basics
008. NumPy overview.en.srt
008. NumPy overview.mp4
009. NumPy arrays.en.srt
009. NumPy arrays.mp4
010. Slicing.en.srt
010. Slicing.mp4
011. Boolean indexing.en.srt
011. Boolean indexing.mp4
012. Understanding broadcasting.en.srt
012. Understanding broadcasting.mp4
013. Understanding array operations.en.srt
013. Understanding array operations.mp4
014. Understanding ufuncs.en.srt
014. Understanding ufuncs.mp4
015. Challenge Working with an image.en.srt
015. Challenge Working with an image.mp4
016. Solution Working with an image.en.srt
016. Solution Working with an image.mp4
04. pandas
017. pandas overview.en.srt
017. pandas overview.mp4
018. Loading CSV files.en.srt
018. Loading CSV files.mp4
019. Parsing time.en.srt
019. Parsing time.mp4
020. Accessing rows and columns.en.srt
020. Accessing rows and columns.mp4
021. Calculating speed.en.srt
021. Calculating speed.mp4
022. Displaying speed box plot.en.srt
022. Displaying speed box plot.mp4
023. Challenge Taxi data mean speed.en.srt
023. Challenge Taxi data mean speed.mp4
024. Solution Taxi data mean speed.en.srt
024. Solution Taxi data mean speed.mp4
05. Installing Packages
025. Introduction to Python packages.en.srt
025. Introduction to Python packages.mp4
026. Using environments.en.srt
026. Using environments.mp4
027. Managing dependencies.en.srt
027. Managing dependencies.mp4
028. Challenge Creating requirements.en.srt
028. Challenge Creating requirements.mp4
029. Solution Creating requirements.en.srt
029. Solution Creating requirements.mp4
06. folium and Geo
030. Creating an initial map.en.srt
030. Creating an initial map.mp4
031. Drawing a track on a map.en.srt
031. Drawing a track on a map.mp4
032. Using geo data with Shapely.en.srt
032. Using geo data with Shapely.mp4
033. Challenge Drawing the running track.en.srt
033. Challenge Drawing the running track.mp4
034. Solution Drawing the running track.en.srt
034. Solution Drawing the running track.mp4
07. NYC Taxi Data
035. Examining data.en.srt
035. Examining data.mp4
036. Loading data from CSV files.en.srt
036. Loading data from CSV files.mp4
037. Working with categorical data.en.srt
037. Working with categorical data.mp4
038. Working with data Hourly trip rides.en.srt
038. Working with data Hourly trip rides.mp4
039. Working with data Rides per hour.en.srt
039. Working with data Rides per hour.mp4
040. Working with data Weather data.en.srt
040. Working with data Weather data.mp4
041. Challenge Graphing taxi data.en.srt
041. Challenge Graphing taxi data.mp4
042. Solution Graphing taxi data.en.srt
042. Solution Graphing taxi data.mp4
08. scikit-learn
043. scikit-learn introduction.en.srt
043. scikit-learn introduction.mp4
044. Regression.en.srt
044. Regression.mp4
045. Understanding train test split.en.srt
045. Understanding train test split.mp4
046. Preprocessing data.en.srt
046. Preprocessing data.mp4
047. Composing pipelines.en.srt
047. Composing pipelines.mp4
048. Saving and loading models.en.srt
048. Saving and loading models.mp4
049. Challenge Hand-written digits.en.srt
049. Challenge Hand-written digits.mp4
050. Solution Hand-written digits.en.srt
050. Solution Hand-written digits.mp4
09. Plotting
051. Matplotlib overview.en.srt
051. Matplotlib overview.mp4
052. Using styles.en.srt
052. Using styles.mp4
053. Customizing pandas output.en.srt
053. Customizing pandas output.mp4
054. pandas plotting.en.srt
054. pandas plotting.mp4
055. Using Matplotlib with pandas.en.srt
055. Using Matplotlib with pandas.mp4
056. Interactive plots.en.srt
056. Interactive plots.mp4
057. Other plotting packages.en.srt
057. Other plotting packages.mp4
058. Challenge Stocking data bar charts.en.srt
058. Challenge Stocking data bar charts.mp4
059. Solution Stocking data bar charts.en.srt
059. Solution Stocking data bar charts.mp4
10. Other Packages
060. Other packages overview.en.srt
060. Other packages overview.mp4
061. Going faster with Numba.en.srt
061. Going faster with Numba.mp4
062. Understanding deep learning.en.srt
062. Understanding deep learning.mp4
063. Working with image processing.en.srt
063. Working with image processing.mp4
064. Understand NLP.en.srt
064. Understand NLP.mp4
065. Working with bigger data.en.srt
065. Working with bigger data.mp4
11. Development Process
066. Development process overview.en.srt
066. Development process overview.mp4
067. Understanding source control.en.srt
067. Understanding source control.mp4
068. Code review.en.srt
068. Code review.mp4
069. Testing overview.en.srt
069. Testing overview.mp4
070. Testing example.en.srt
070. Testing example.mp4
12. Conclusion
071. Next steps.en.srt
071. Next steps.mp4
Bonus Resources.txt
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