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FreeAllCourse Com Udemy Python for Data Science and Machine Learning Bootcamp

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[FreeAllCourse.Com] Udemy - Python for Data Science and Machine Learning Bootcamp

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Total Size

6.1 GB

Total Files

1425

Hash

CB57F2DBFD2F3CF3AF26D6C1FB9D036D3ABFC258

/01 Course Introduction/

001 Introduction to the Course.en.srt

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001 Introduction to the Course.es.srt

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001 Introduction to the Course.id.srt

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001 Introduction to the Course.it.srt

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001 Introduction to the Course.mp4

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001 Introduction to the Course.pl.srt

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001 Introduction to the Course.pt.srt

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001 Introduction to the Course.ro.srt

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001 Introduction to the Course.tr.srt

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002 Course Help and Welcome.en.srt

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002 Course Help and Welcome.es.srt

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002 Course Help and Welcome.id.srt

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002 Course Help and Welcome.it.srt

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002 Course Help and Welcome.ja.srt

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002 Course Help and Welcome.mp4

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002 Course Help and Welcome.pl.srt

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002 Course Help and Welcome.pt.srt

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002 Course Help and Welcome.ro.srt

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002 Course Help and Welcome.tr.srt

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003 Course FAQs.html

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003 Py-DS-ML-Bootcamp-master.zip

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/02 Environment Set-Up/

004 Py-DS-ML-Bootcamp-master.zip

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004 Python Environment Setup.en.srt

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004 Python Environment Setup.es.srt

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004 Python Environment Setup.id.srt

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004 Python Environment Setup.it.srt

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004 Python Environment Setup.mp4

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004 Python Environment Setup.pl.srt

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004 Python Environment Setup.pt.srt

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004 Python Environment Setup.ro.srt

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004 Python Environment Setup.tr.srt

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/03 Jupyter Overview/

005 Updates to Notebook Zip.html

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006 Jupyter Notebooks.en.srt

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006 Jupyter Notebooks.es.srt

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006 Jupyter Notebooks.id.srt

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006 Jupyter Notebooks.it.srt

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006 Jupyter Notebooks.mp4

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006 Jupyter Notebooks.pt.srt

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006 Jupyter Notebooks.ro.srt

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006 Jupyter Notebooks.tr.srt

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006 Py-DS-ML-Bootcamp-master.zip

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007 Optional Virtual Environments.en.srt

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007 Optional Virtual Environments.mp4

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007 Optional Virtual Environments.tr.srt

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external-assets-links.txt

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/04 Python Crash Course/

008 Welcome to the Python Crash Course Section.en.srt

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008 Welcome to the Python Crash Course Section.es.srt

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008 Welcome to the Python Crash Course Section.mp4

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008 Welcome to the Python Crash Course Section.pt.srt

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008 Welcome to the Python Crash Course Section.ro.srt

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008 Welcome to the Python Crash Course Section.tr.srt

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009 Introduction to Python Crash Course.en.srt

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009 Introduction to Python Crash Course.es.srt

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009 Introduction to Python Crash Course.id.srt

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009 Introduction to Python Crash Course.mp4

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009 Introduction to Python Crash Course.pt.srt

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009 Introduction to Python Crash Course.tr.srt

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010 Python Crash Course - Part 1.en.srt

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010 Python Crash Course - Part 1.es.srt

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010 Python Crash Course - Part 1.id.srt

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010 Python Crash Course - Part 1.mp4

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011 Python Crash Course - Part 2.en.srt

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011 Python Crash Course - Part 2.mp4

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012 Python Crash Course - Part 3.en.srt

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012 Python Crash Course - Part 3.mp4

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013 Python Crash Course - Part 4.en.srt

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013 Python Crash Course - Part 4.mp4

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013 Python Crash Course - Part 4.ro.srt

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014 Python Crash Course Exercises - Overview.en.srt

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014 Python Crash Course Exercises - Overview.es.srt

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014 Python Crash Course Exercises - Overview.id.srt

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014 Python Crash Course Exercises - Overview.mp4

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014 Python Crash Course Exercises - Overview.pl.srt

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014 Python Crash Course Exercises - Overview.pt.srt

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014 Python Crash Course Exercises - Overview.ro.srt

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014 Python Crash Course Exercises - Overview.tr.srt

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015 Python Crash Course Exercises - Solutions.en.srt

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015 Python Crash Course Exercises - Solutions.es.srt

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015 Python Crash Course Exercises - Solutions.mp4

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015 Python Crash Course Exercises - Solutions.pl.srt

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015 Python Crash Course Exercises - Solutions.ro.srt

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015 Python Crash Course Exercises - Solutions.tr.srt

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/05 Python for Data Analysis - NumPy/

016 Welcome to the NumPy Section.en.srt

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016 Welcome to the NumPy Section.es.srt

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016 Welcome to the NumPy Section.id.srt

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016 Welcome to the NumPy Section.it.srt

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016 Welcome to the NumPy Section.mp4

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016 Welcome to the NumPy Section.pl.srt

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016 Welcome to the NumPy Section.pt.srt

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016 Welcome to the NumPy Section.ro.srt

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016 Welcome to the NumPy Section.tr.srt

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017 Introduction to Numpy.en.srt

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017 Introduction to Numpy.es.srt

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017 Introduction to Numpy.id.srt

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017 Introduction to Numpy.it.srt

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017 Introduction to Numpy.ja.srt

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017 Introduction to Numpy.mp4

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017 Introduction to Numpy.pl.srt

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017 Introduction to Numpy.pt.srt

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017 Introduction to Numpy.ro.srt

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017 Introduction to Numpy.tr.srt

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018 Numpy Arrays.en.srt

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018 Numpy Arrays.es.srt

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018 Numpy Arrays.id.srt

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018 Numpy Arrays.it.srt

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018 Numpy Arrays.mp4

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018 Numpy Arrays.pl.srt

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018 Numpy Arrays.pt.srt

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018 Numpy Arrays.ro.srt

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018 Numpy Arrays.tr.srt

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019 Quick Note on Array Indexing.html

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020 Numpy Array Indexing.en.srt

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020 Numpy Array Indexing.mp4

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020 Numpy Array Indexing.pt.srt

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021 Numpy Operations.en.srt

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021 Numpy Operations.es.srt

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021 Numpy Operations.mp4

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021 Numpy Operations.pl.srt

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021 Numpy Operations.pt.srt

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021 Numpy Operations.tr.srt

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022 Numpy Exercises Overview.en.srt

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022 Numpy Exercises Overview.es.srt

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023 Numpy Exercises Solutions.en.srt

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023 Numpy Exercises Solutions.mp4

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023 Numpy Exercises Solutions.ro.srt

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/06 Python for Data Analysis - Pandas/

024 Welcome to the Pandas Section.en.srt

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024 Welcome to the Pandas Section.es.srt

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024 Welcome to the Pandas Section.id.srt

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024 Welcome to the Pandas Section.it.srt

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024 Welcome to the Pandas Section.mp4

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024 Welcome to the Pandas Section.pl.srt

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024 Welcome to the Pandas Section.pt.srt

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024 Welcome to the Pandas Section.ro.srt

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024 Welcome to the Pandas Section.tr.srt

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025 Introduction to Pandas.en.srt

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025 Introduction to Pandas.es.srt

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025 Introduction to Pandas.id.srt

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025 Introduction to Pandas.it.srt

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025 Introduction to Pandas.mp4

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025 Introduction to Pandas.pt.srt

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025 Introduction to Pandas.ro.srt

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025 Introduction to Pandas.tr.srt

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026 Series.en.srt

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026 Series.es.srt

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026 Series.id.srt

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026 Series.mp4

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026 Series.pl.srt

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026 Series.pt.srt

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026 Series.ro.srt

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026 Series.tr.srt

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027 DataFrames - Part 1.en.srt

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027 DataFrames - Part 1.mp4

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028 DataFrames - Part 2.en.srt

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028 DataFrames - Part 2.mp4

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029 DataFrames - Part 3.en.srt

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029 DataFrames - Part 3.mp4

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030 Missing Data.en.srt

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030 Missing Data.id.srt

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030 Missing Data.mp4

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030 Missing Data.pl.srt

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030 Missing Data.pt.srt

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030 Missing Data.ro.srt

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031 Groupby.en.srt

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031 Groupby.id.srt

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031 Groupby.mp4

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031 Groupby.pl.srt

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031 Groupby.pt.srt

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031 Groupby.ro.srt

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031 Groupby.tr.srt

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032 Merging Joining and Concatenating.en.srt

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032 Merging Joining and Concatenating.es.srt

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032 Merging Joining and Concatenating.id.srt

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032 Merging Joining and Concatenating.mp4

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032 Merging Joining and Concatenating.pt.srt

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032 Merging Joining and Concatenating.ro.srt

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032 Merging Joining and Concatenating.tr.srt

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033 Operations.en.srt

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033 Operations.es.srt

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033 Operations.mp4

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033 Operations.pl.srt

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034 Data Input and Output.en.srt

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034 Data Input and Output.mp4

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/07 Python for Data Analysis - Pandas Exercises/

035 Note on SF Salary Exercise.html

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036 SF Salaries Exercise Overview.en.srt

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036 SF Salaries Exercise Overview.mp4

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037 SF Salaries Solutions.en.srt

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037 SF Salaries Solutions.es.srt

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037 SF Salaries Solutions.mp4

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037 SF Salaries Solutions.pt.srt

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037 SF Salaries Solutions.ro.srt

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037 SF Salaries Solutions.tr.srt

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038 Ecommerce Purchases Exercise Overview.en.srt

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038 Ecommerce Purchases Exercise Overview.mp4

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038 Ecommerce Purchases Exercise Overview.pl.srt

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038 Ecommerce Purchases Exercise Overview.pt.srt

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038 Ecommerce Purchases Exercise Overview.tr.srt

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039 Ecommerce Purchases Exercise Solutions.en.srt

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039 Ecommerce Purchases Exercise Solutions.mp4

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039 Ecommerce Purchases Exercise Solutions.ro.srt

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039 Ecommerce Purchases Exercise Solutions.tr.srt

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/08 Python for Data Visualization - Matplotlib/

040 Welcome to the Data Visualization Section.en.srt

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040 Welcome to the Data Visualization Section.es.srt

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040 Welcome to the Data Visualization Section.id.srt

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040 Welcome to the Data Visualization Section.mp4

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040 Welcome to the Data Visualization Section.pl.srt

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040 Welcome to the Data Visualization Section.pt.srt

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040 Welcome to the Data Visualization Section.ro.srt

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040 Welcome to the Data Visualization Section.tr.srt

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041 Introduction to Matplotlib.en.srt

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041 Introduction to Matplotlib.es.srt

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041 Introduction to Matplotlib.id.srt

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041 Introduction to Matplotlib.mp4

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041 Introduction to Matplotlib.pt.srt

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041 Introduction to Matplotlib.ro.srt

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041 Introduction to Matplotlib.tr.srt

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042 Matplotlib Part 1.en.srt

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042 Matplotlib Part 1.mp4

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042 Matplotlib Part 1.pl.srt

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043 Matplotlib Part 2.en.srt

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044 Matplotlib Part 3.en.srt

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045 Matplotlib Exercises Overview.en.srt

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/09 Python for Data Visualization - Seaborn/

047 Introduction to Seaborn.en.srt

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047 Introduction to Seaborn.mp4

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048 Distribution Plots.en.srt

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048 Distribution Plots.mp4

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048 Distribution Plots.pl.srt

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049 Categorical Plots.en.srt

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050 Matrix Plots.en.srt

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053 Style and Color.en.srt

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054 Seaborn Exercise Overview.en.srt

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055 Seaborn Exercise Solutions.en.srt

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/10 Python for Data Visualization - Pandas Built-in Data Visualization/

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056 Pandas Built-in Data Visualization.mp4

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057 Pandas Data Visualization Exercise.en.srt

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058 Pandas Data Visualization Exercise- Solutions.en.srt

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/11 Python for Data Visualization - Plotly and Cufflinks/

059 Introduction to Plotly and Cufflinks.en.srt

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060 Plotly and Cufflinks.en.srt

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060 Plotly and Cufflinks.es.srt

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060 Plotly and Cufflinks.mp4

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/12 Python for Data Visualization - Geographical Plotting/

061 Introduction to Geographical Plotting.en.srt

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061 Introduction to Geographical Plotting.mp4

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062 Choropleth Maps - Part 1 - USA.en.srt

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062 Choropleth Maps - Part 1 - USA.mp4

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063 Choropleth Maps - Part 2 - World.en.srt

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064 Choropleth Exercises.en.srt

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065 Choropleth Exercises - Solutions.en.srt

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/13 Data Capstone Project/

066 Welcome to the Data Capstone Projects.en.srt

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066 Welcome to the Data Capstone Projects.mp4

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066 Welcome to the Data Capstone Projects.pt.srt

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067 911 Calls Project Overview.en.srt

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068 911 Calls Solutions - Part 1.en.srt

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069 911 Calls Solutions - Part 2.en.srt

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070 Bank Data.html

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072 Finance Project - Solutions Part 1.en.srt

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073 Finance Project - Solutions Part 2.en.srt

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074 Finance Project - Solutions Part 3.en.srt

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/14 Introduction to Machine Learning/

075 Python-DS-Presentations.zip

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075 Welcome to Machine Learning. Here are a few resources to get you started.html

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076 Welcome to the Machine Learning Section.en.srt

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077 Supervised Learning Overview.en.srt

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077 Supervised Learning Overview.mp4

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078 Evaluating Performance - Classification Error Metrics.en.srt

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079 Evaluating Performance - Regression Error Metrics.en.srt

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080 Machine Learning with Python.en.srt

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/15 Linear Regression/

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082 model_selection Updates for SciKit Learn 0.18.html

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083 Linear Regression with Python - Part 1.en.srt

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084 Linear Regression with Python - Part 2.en.srt

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085 Linear Regression Project Overview.en.srt

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086 Linear Regression Project Solution.en.srt

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/16 Cross Validation and Bias-Variance Trade-Off/

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087 Bias Variance Trade-Off.mp4

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/17 Logistic Regression/

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089 Logistic Regression with Python - Part 1.en.srt

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091 Logistic Regression with Python - Part 3.en.srt

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092 Logistic Regression Project Overview.en.srt

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093 Logistic Regression Project Solutions.en.srt

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/18 K Nearest Neighbors/

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095 KNN with Python.en.srt

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096 KNN Project Overview.en.srt

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/19 Decision Trees and Random Forests/

098 Introduction to Tree Methods.en.srt

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098 Introduction to Tree Methods.mp4

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099 Decision Trees and Random Forest with Python.en.srt

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100 Decision Trees and Random Forest Project Overview.en.srt

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101 Decision Trees and Random Forest Solutions Part 1.en.srt

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102 Decision Trees and Random Forest Solutions Part 2.en.srt

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102 Decision Trees and Random Forest Solutions Part 2.mp4

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/20 Support Vector Machines/

103 SVM Theory.en.srt

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103 SVM Theory.mp4

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103 SVM Theory.pl.srt

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104 Support Vector Machines with Python.en.srt

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104 Support Vector Machines with Python.mp4

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104 Support Vector Machines with Python.pl.srt

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104 Support Vector Machines with Python.pt.srt

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105 SVM Project Overview.en.srt

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105 SVM Project Overview.mp4

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106 SVM Project Solutions.en.srt

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106 SVM Project Solutions.mp4

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/21 K Means Clustering/

107 K Means Algorithm Theory.en.srt

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107 K Means Algorithm Theory.mp4

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108 K Means with Python.en.srt

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108 K Means with Python.mp4

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109 K Means Project Overview.en.srt

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109 K Means Project Overview.mp4

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110 K Means Project Solutions.en.srt

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110 K Means Project Solutions.mp4

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/22 Principal Component Analysis/

111 Principal Component Analysis.en.srt

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111 Principal Component Analysis.mp4

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112 PCA with Python.en.srt

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112 PCA with Python.mp4

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112 PCA with Python.pl.srt

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/23 Recommender Systems/

113 Recommender Systems.en.srt

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114 Recommender Systems with Python - Part 1.en.srt

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114 Recommender Systems with Python - Part 1.mp4

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115 Recommender Systems with Python - Part 2.en.srt

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/24 Natural Language Processing/

116 Natural Language Processing Theory.en.srt

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116 Natural Language Processing Theory.mp4

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117 NLP with Python - Part 1.en.srt

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117 NLP with Python - Part 1.mp4

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118 NLP with Python - Part 2.en.srt

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119 NLP with Python - Part 3.en.srt

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120 NLP Project Overview.en.srt

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121 NLP Project Solutions.en.srt

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/25 Neural Nets and Deep Learning/

122 Download TensorFlow Notebooks Here.html

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122 TensorFlow-FILES.zip

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123 Welcome to the Deep Learning Section.en.srt

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124 Introduction to Artificial Neural Networks (ANN).en.srt

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125 Installing Tensorflow.html

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126 Perceptron Model.en.srt

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127 Neural Networks.en.srt

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127 Neural Networks.mp4

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128 Activation Functions.en.srt

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128 Activation Functions.mp4

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129 Multi-Class Classification Considerations.en.srt

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129 Multi-Class Classification Considerations.mp4

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130 Cost Functions and Gradient Descent.en.srt

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130 Cost Functions and Gradient Descent.mp4

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131 Backpropagation.en.srt

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131 Backpropagation.mp4

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132 TensorFlow vs Keras.en.srt

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132 TensorFlow vs Keras.mp4

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133 TF Syntax Basics - Part One - Preparing the Data.en.srt

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134 TF Syntax Basics - Part Two - Creating and Training the Model.en.srt

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134 TF Syntax Basics - Part Two - Creating and Training the Model.mp4

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135 TF Syntax Basics - Part Three - Model Evaluation.en.srt

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135 TF Syntax Basics - Part Three - Model Evaluation.mp4

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136 TF Regression Code Along - Exploratory Data Analysis.en.srt

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137 TF Regression Code Along - Exploratory Data Analysis - Continued.en.srt

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138 TF Regression Code Along - Data Preprocessing and Creating a Model.en.srt

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147 Keras Project Solutions - Data PreProcessing.en.srt

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149 Keras Project Solutions - Creating and Training a Model.en.srt

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/26 Big Data and Spark with Python/

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155 Local Spark Set-Up.html

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160 PySpark Setup.en.srt

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161 Lambda Expressions Review.en.srt

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162 Introduction to Spark and Python.en.srt

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163 RDD Transformations and Actions.en.srt

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/27 BONUS SECTION THANK YOU/

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/

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