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Download Python for Data Science and Machine Learning Bootcamp

Python for Data Science and Machine Learning Bootcamp

Name

Python for Data Science and Machine Learning Bootcamp

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Total Size

4.5 GB

Total Files

953

Hash

E97BD4BF99FA2F3B4031ECCD7AE62CD6C912F6A3

/01 Course Introduction/

003 Python-Data-Science-and-Machine-Learning-Bootcamp.zip

139.4 MB

001 Introduction to the Course-es.srt

6.3 KB

001 Introduction to the Course-it.srt

6.3 KB

001 Introduction to the Course-ja.srt

1.6 KB

001 Introduction to the Course-pt.srt

6.2 KB

001 Introduction to the Course-tr.srt

5.6 KB

001 Introduction to the Course.mp4

45.1 MB

002 Course Help and Welcome-en.srt

1.2 KB

002 Course Help and Welcome-es.srt

1.2 KB

002 Course Help and Welcome-it.srt

1.1 KB

002 Course Help and Welcome-ja.srt

0.2 KB

002 Course Help and Welcome-pt.srt

1.1 KB

002 Course Help and Welcome-tr.srt

1.0 KB

002 Course Help and Welcome.mp4

23.2 MB

003 Course FAQs.html

6.3 KB

001 Introduction to the Course-en.srt

6.0 KB

/02 Environment Set-Up/

004 Environment Set-up and Installation-en.srt

15.2 KB

004 Environment Set-up and Installation-es.srt

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004 Environment Set-up and Installation-it.srt

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004 Environment Set-up and Installation-ja.srt

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004 Environment Set-up and Installation-pt.srt

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004 Environment Set-up and Installation-tr.srt

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004 Environment Set-up and Installation.mp4

29.5 MB

/03 Jupyter Overview/

005 Jupyter Notebooks-en.srt

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005 Jupyter Notebooks-es.srt

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005 Jupyter Notebooks-it.srt

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005 Jupyter Notebooks-ja.srt

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005 Jupyter Notebooks-pt.srt

23.6 KB

005 Jupyter Notebooks-tr.srt

21.9 KB

005 Jupyter Notebooks.mp4

39.6 MB

005 Python-Data-Science-and-Machine-Learning-Bootcamp.zip

139.4 MB

006 Optional Virtual Environments-en.srt

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006 Optional Virtual Environments-es.srt

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006 Optional Virtual Environments-it.srt

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006 Optional Virtual Environments-ja.srt

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006 Optional Virtual Environments-pt.srt

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006 Optional Virtual Environments-tr.srt

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006 Optional Virtual Environments.mp4

22.8 MB

/04 Python Crash Course/

007 Welcome to the Python Crash Course Section-en.srt

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007 Welcome to the Python Crash Course Section-es.srt

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007 Welcome to the Python Crash Course Section-it.srt

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007 Welcome to the Python Crash Course Section-ja.srt

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007 Welcome to the Python Crash Course Section-pt.srt

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007 Welcome to the Python Crash Course Section-tr.srt

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007 Welcome to the Python Crash Course Section.mp4

11.2 MB

008 Introduction to Python Crash Course-en.srt

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008 Introduction to Python Crash Course-es.srt

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008 Introduction to Python Crash Course-it.srt

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008 Introduction to Python Crash Course-ja.srt

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008 Introduction to Python Crash Course-pt.srt

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008 Introduction to Python Crash Course-tr.srt

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008 Introduction to Python Crash Course.mp4

3.2 MB

009 Python Crash Course - Part 1-en.srt

27.9 KB

009 Python Crash Course - Part 1-es.srt

28.1 KB

009 Python Crash Course - Part 1-it.srt

28.5 KB

009 Python Crash Course - Part 1-ja.srt

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009 Python Crash Course - Part 1-pt.srt

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009 Python Crash Course - Part 1-tr.srt

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009 Python Crash Course - Part 1.mp4

42.1 MB

010 Python Crash Course - Part 2-en.srt

23.1 KB

010 Python Crash Course - Part 2-es.srt

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010 Python Crash Course - Part 2-it.srt

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010 Python Crash Course - Part 2-ja.srt

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010 Python Crash Course - Part 2-pt.srt

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010 Python Crash Course - Part 2-tr.srt

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010 Python Crash Course - Part 2.mp4

33.8 MB

011 Python Crash Course - Part 3-en.srt

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011 Python Crash Course - Part 3-es.srt

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011 Python Crash Course - Part 3-it.srt

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011 Python Crash Course - Part 3-ja.srt

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011 Python Crash Course - Part 3-pt.srt

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011 Python Crash Course - Part 3-tr.srt

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011 Python Crash Course - Part 3.mp4

37.5 MB

012 Python Crash Course - Part 4-en.srt

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012 Python Crash Course - Part 4-es.srt

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012 Python Crash Course - Part 4-it.srt

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012 Python Crash Course - Part 4-ja.srt

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012 Python Crash Course - Part 4-pt.srt

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012 Python Crash Course - Part 4-tr.srt

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012 Python Crash Course - Part 4.mp4

34.1 MB

013 Python Crash Course Exercises - Overview-en.srt

6.0 KB

013 Python Crash Course Exercises - Overview-es.srt

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013 Python Crash Course Exercises - Overview-it.srt

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013 Python Crash Course Exercises - Overview-ja.srt

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013 Python Crash Course Exercises - Overview-pt.srt

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013 Python Crash Course Exercises - Overview-tr.srt

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013 Python Crash Course Exercises - Overview.mp4

12.8 MB

014 Python Crash Course Exercises - Solutions-en.srt

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014 Python Crash Course Exercises - Solutions-es.srt

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014 Python Crash Course Exercises - Solutions-it.srt

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014 Python Crash Course Exercises - Solutions-ja.srt

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014 Python Crash Course Exercises - Solutions-pt.srt

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014 Python Crash Course Exercises - Solutions-tr.srt

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014 Python Crash Course Exercises - Solutions.mp4

36.1 MB

/05 Python for Data Analysis - NumPy/

015 Welcome to the NumPy Section-en.srt

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015 Welcome to the NumPy Section-es.srt

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015 Welcome to the NumPy Section-it.srt

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015 Welcome to the NumPy Section-ja.srt

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015 Welcome to the NumPy Section-pt.srt

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015 Welcome to the NumPy Section-tr.srt

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015 Welcome to the NumPy Section.mp4

7.3 MB

016 Introduction to Numpy-en.srt

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016 Introduction to Numpy-es.srt

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016 Introduction to Numpy-it.srt

3.4 KB

016 Introduction to Numpy-ja.srt

1.3 KB

016 Introduction to Numpy-pt.srt

3.4 KB

016 Introduction to Numpy-tr.srt

3.1 KB

016 Introduction to Numpy.mp4

5.0 MB

017 Numpy Arrays-en.srt

23.5 KB

017 Numpy Arrays-es.srt

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017 Numpy Arrays-it.srt

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017 Numpy Arrays-ja.srt

7.6 KB

017 Numpy Arrays-pt.srt

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017 Numpy Arrays-tr.srt

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017 Numpy Arrays.mp4

40.0 MB

018 Quick Note on Array Indexing.html

1.9 KB

019 Numpy Array Indexing-en.srt

25.7 KB

019 Numpy Array Indexing-es.srt

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019 Numpy Array Indexing-it.srt

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019 Numpy Array Indexing-ja.srt

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019 Numpy Array Indexing-pt.srt

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019 Numpy Array Indexing-tr.srt

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019 Numpy Array Indexing.mp4

44.3 MB

020 Numpy Operations-en.srt

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020 Numpy Operations-es.srt

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020 Numpy Operations-it.srt

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020 Numpy Operations-ja.srt

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020 Numpy Operations-pt.srt

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020 Numpy Operations-tr.srt

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020 Numpy Operations.mp4

31.6 MB

021 Numpy Exercises Overview-en.srt

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021 Numpy Exercises Overview-es.srt

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021 Numpy Exercises Overview-it.srt

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021 Numpy Exercises Overview-ja.srt

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021 Numpy Exercises Overview-pt.srt

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021 Numpy Exercises Overview-tr.srt

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021 Numpy Exercises Overview.mp4

12.8 MB

022 Numpy Exercises Solutions-en.srt

24.4 KB

022 Numpy Exercises Solutions-es.srt

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022 Numpy Exercises Solutions-it.srt

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022 Numpy Exercises Solutions-ja.srt

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022 Numpy Exercises Solutions-pt.srt

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022 Numpy Exercises Solutions-tr.srt

22.6 KB

022 Numpy Exercises Solutions.mp4

48.5 MB

/06 Python for Data Analysis - Pandas/

023 Welcome to the Pandas Section-en.srt

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023 Welcome to the Pandas Section-es.srt

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023 Welcome to the Pandas Section-it.srt

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023 Welcome to the Pandas Section-ja.srt

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023 Welcome to the Pandas Section-pt.srt

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023 Welcome to the Pandas Section-tr.srt

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023 Welcome to the Pandas Section.mp4

9.6 MB

024 Introduction to Pandas-en.srt

2.7 KB

024 Introduction to Pandas-es.srt

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024 Introduction to Pandas-it.srt

2.7 KB

024 Introduction to Pandas-ja.srt

0.8 KB

024 Introduction to Pandas-pt.srt

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024 Introduction to Pandas-tr.srt

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024 Introduction to Pandas.mp4

3.7 MB

025 Series-en.srt

15.9 KB

025 Series-es.srt

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025 Series-it.srt

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025 Series-ja.srt

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025 Series-pt.srt

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025 Series-tr.srt

14.8 KB

025 Series.mp4

23.8 MB

026 DataFrames - Part 1-en.srt

21.8 KB

026 DataFrames - Part 1-es.srt

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026 DataFrames - Part 1-it.srt

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026 DataFrames - Part 1-ja.srt

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026 DataFrames - Part 1-pt.srt

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026 DataFrames - Part 1-tr.srt

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026 DataFrames - Part 1.mp4

47.8 MB

027 DataFrames - Part 2-en.srt

25.6 KB

027 DataFrames - Part 2-es.srt

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027 DataFrames - Part 2-it.srt

26.0 KB

027 DataFrames - Part 2-ja.srt

6.5 KB

027 DataFrames - Part 2-pt.srt

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027 DataFrames - Part 2-tr.srt

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027 DataFrames - Part 2.mp4

52.3 MB

028 DataFrames - Part 3-en.srt

12.8 KB

028 DataFrames - Part 3-es.srt

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028 DataFrames - Part 3-it.srt

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028 DataFrames - Part 3-ja.srt

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028 DataFrames - Part 3-pt.srt

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028 DataFrames - Part 3-tr.srt

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028 DataFrames - Part 3.mp4

25.5 MB

029 Missing Data-en.srt

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029 Missing Data-es.srt

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029 Missing Data-it.srt

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029 Missing Data-ja.srt

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029 Missing Data-pt.srt

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029 Missing Data-tr.srt

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029 Missing Data.mp4

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030 Groupby-en.srt

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030 Groupby-es.srt

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030 Groupby-it.srt

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030 Groupby-ja.srt

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030 Groupby-pt.srt

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030 Groupby-tr.srt

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030 Groupby.mp4

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031 Merging Joining and Concatenating-en.srt

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031 Merging Joining and Concatenating-es.srt

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031 Merging Joining and Concatenating-it.srt

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031 Merging Joining and Concatenating-ja.srt

3.8 KB

031 Merging Joining and Concatenating-pt.srt

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031 Merging Joining and Concatenating-tr.srt

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031 Merging Joining and Concatenating.mp4

31.9 MB

032 Operations-en.srt

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032 Operations-es.srt

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032 Operations-it.srt

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032 Operations-ja.srt

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032 Operations-pt.srt

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032 Operations-tr.srt

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032 Operations.mp4

28.7 MB

033 Data Input and Output-en.srt

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033 Data Input and Output-es.srt

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033 Data Input and Output-it.srt

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033 Data Input and Output-ja.srt

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033 Data Input and Output-pt.srt

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033 Data Input and Output-tr.srt

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033 Data Input and Output.mp4

46.7 MB

/07 Python for Data Analysis - Pandas Exercises/

034 SF Salaries Exercise Overview-en.srt

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034 SF Salaries Exercise Overview-es.srt

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034 SF Salaries Exercise Overview-it.srt

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034 SF Salaries Exercise Overview-ja.srt

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034 SF Salaries Exercise Overview-pt.srt

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034 SF Salaries Exercise Overview-tr.srt

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034 SF Salaries Exercise Overview.mp4

8.7 MB

035 Note on SF Salary Exercise.html

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036 SF Salaries Solutions-en.srt

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036 SF Salaries Solutions-es.srt

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036 SF Salaries Solutions-it.srt

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036 SF Salaries Solutions-ja.srt

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036 SF Salaries Solutions-pt.srt

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036 SF Salaries Solutions-tr.srt

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036 SF Salaries Solutions.mp4

54.3 MB

037 Ecommerce Purchases Exercise Overview-en.srt

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037 Ecommerce Purchases Exercise Overview-es.srt

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037 Ecommerce Purchases Exercise Overview-it.srt

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037 Ecommerce Purchases Exercise Overview-ja.srt

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037 Ecommerce Purchases Exercise Overview-pt.srt

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037 Ecommerce Purchases Exercise Overview-tr.srt

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037 Ecommerce Purchases Exercise Overview.mp4

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038 Ecommerce Purchases Exercise Solutions-en.srt

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038 Ecommerce Purchases Exercise Solutions-es.srt

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038 Ecommerce Purchases Exercise Solutions-it.srt

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038 Ecommerce Purchases Exercise Solutions-ja.srt

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038 Ecommerce Purchases Exercise Solutions-pt.srt

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038 Ecommerce Purchases Exercise Solutions-tr.srt

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038 Ecommerce Purchases Exercise Solutions.mp4

54.5 MB

/08 Python for Data Visualization - Matplotlib/

039 Welcome to the Data Visualization Section-en.srt

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039 Welcome to the Data Visualization Section-es.srt

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039 Welcome to the Data Visualization Section-it.srt

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039 Welcome to the Data Visualization Section-ja.srt

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039 Welcome to the Data Visualization Section-pt.srt

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039 Welcome to the Data Visualization Section-tr.srt

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039 Welcome to the Data Visualization Section.mp4

14.9 MB

040 Introduction to Matplotlib-en.srt

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040 Introduction to Matplotlib-es.srt

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040 Introduction to Matplotlib-it.srt

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040 Introduction to Matplotlib-ja.srt

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040 Introduction to Matplotlib-pt.srt

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040 Introduction to Matplotlib-tr.srt

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040 Introduction to Matplotlib.mp4

17.1 MB

041 Matplotlib Part 1-en.srt

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041 Matplotlib Part 1-es.srt

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041 Matplotlib Part 1-it.srt

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041 Matplotlib Part 1-ja.srt

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041 Matplotlib Part 1-pt.srt

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041 Matplotlib Part 1-tr.srt

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041 Matplotlib Part 1.mp4

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042 Matplotlib Part 2-en.srt

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042 Matplotlib Part 2-es.srt

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042 Matplotlib Part 2-it.srt

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042 Matplotlib Part 2-ja.srt

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042 Matplotlib Part 2-pt.srt

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042 Matplotlib Part 2-tr.srt

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042 Matplotlib Part 2.mp4

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043 Matplotlib Part 3-en.srt

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043 Matplotlib Part 3-es.srt

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043 Matplotlib Part 3-it.srt

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043 Matplotlib Part 3-ja.srt

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043 Matplotlib Part 3-pt.srt

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043 Matplotlib Part 3-tr.srt

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043 Matplotlib Part 3.mp4

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044 Matplotlib Exercises Overview-en.srt

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044 Matplotlib Exercises Overview-es.srt

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044 Matplotlib Exercises Overview-it.srt

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044 Matplotlib Exercises Overview-ja.srt

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044 Matplotlib Exercises Overview-pt.srt

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044 Matplotlib Exercises Overview-tr.srt

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044 Matplotlib Exercises Overview.mp4

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045 Matplotlib Exercises - Solutions-en.srt

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045 Matplotlib Exercises - Solutions-es.srt

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045 Matplotlib Exercises - Solutions-it.srt

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045 Matplotlib Exercises - Solutions-ja.srt

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045 Matplotlib Exercises - Solutions-pt.srt

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045 Matplotlib Exercises - Solutions-tr.srt

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045 Matplotlib Exercises - Solutions.mp4

34.4 MB

/09 Python for Data Visualization - Seaborn/

046 Introduction to Seaborn-en.srt

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046 Introduction to Seaborn-es.srt

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046 Introduction to Seaborn-it.srt

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046 Introduction to Seaborn-ja.srt

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046 Introduction to Seaborn-pt.srt

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046 Introduction to Seaborn-tr.srt

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046 Introduction to Seaborn.mp4

12.1 MB

046 Link-to-Seaborn-Documentation-updated-.txt

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047 Distribution Plots-en.srt

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047 Distribution Plots-es.srt

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047 Distribution Plots-it.srt

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047 Distribution Plots-ja.srt

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047 Distribution Plots-pt.srt

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047 Distribution Plots-tr.srt

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047 Distribution Plots.mp4

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048 Categorical Plots-en.srt

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048 Categorical Plots-es.srt

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048 Categorical Plots-it.srt

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048 Categorical Plots-ja.srt

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048 Categorical Plots-pt.srt

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048 Categorical Plots-tr.srt

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048 Categorical Plots.mp4

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049 Matrix Plots-en.srt

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049 Matrix Plots-es.srt

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049 Matrix Plots-it.srt

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049 Matrix Plots-ja.srt

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049 Matrix Plots-pt.srt

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049 Matrix Plots-tr.srt

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049 Matrix Plots.mp4

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050 Grids-en.srt

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050 Grids-es.srt

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050 Grids-it.srt

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050 Grids-ja.srt

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050 Grids-pt.srt

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050 Grids-tr.srt

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050 Grids.mp4

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051 Regression Plots-en.srt

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051 Regression Plots-es.srt

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051 Regression Plots-it.srt

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051 Regression Plots-ja.srt

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051 Regression Plots-pt.srt

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051 Regression Plots-tr.srt

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051 Regression Plots.mp4

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052 Style and Color-en.srt

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052 Style and Color-es.srt

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052 Style and Color-it.srt

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052 Style and Color-ja.srt

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052 Style and Color-pt.srt

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052 Style and Color-tr.srt

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052 Style and Color.mp4

23.8 MB

053 Seaborn Exercise Overview-en.srt

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053 Seaborn Exercise Overview-es.srt

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053 Seaborn Exercise Overview-it.srt

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053 Seaborn Exercise Overview-ja.srt

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053 Seaborn Exercise Overview-pt.srt

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053 Seaborn Exercise Overview-tr.srt

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053 Seaborn Exercise Overview.mp4

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054 Seaborn Exercise Solutions-en.srt

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054 Seaborn Exercise Solutions-es.srt

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054 Seaborn Exercise Solutions-it.srt

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054 Seaborn Exercise Solutions-ja.srt

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054 Seaborn Exercise Solutions-pt.srt

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054 Seaborn Exercise Solutions-tr.srt

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054 Seaborn Exercise Solutions.mp4

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

055 Pandas Built-in Data Visualization-en.srt

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055 Pandas Built-in Data Visualization-es.srt

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055 Pandas Built-in Data Visualization-it.srt

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055 Pandas Built-in Data Visualization-ja.srt

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055 Pandas Built-in Data Visualization-pt.srt

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055 Pandas Built-in Data Visualization-tr.srt

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055 Pandas Built-in Data Visualization.mp4

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056 Pandas Data Visualization Exercise-en.srt

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056 Pandas Data Visualization Exercise-es.srt

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056 Pandas Data Visualization Exercise-it.srt

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056 Pandas Data Visualization Exercise-ja.srt

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056 Pandas Data Visualization Exercise-pt.srt

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056 Pandas Data Visualization Exercise-tr.srt

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056 Pandas Data Visualization Exercise.mp4

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057 Pandas Data Visualization Exercise- Solutions-en.srt

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057 Pandas Data Visualization Exercise- Solutions-es.srt

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057 Pandas Data Visualization Exercise- Solutions-it.srt

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057 Pandas Data Visualization Exercise- Solutions-ja.srt

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057 Pandas Data Visualization Exercise- Solutions-pt.srt

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057 Pandas Data Visualization Exercise- Solutions-tr.srt

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057 Pandas Data Visualization Exercise- Solutions.mp4

37.6 MB

/11 Python for Data Visualization - Plotly and Cufflinks/

058 Introduction to Plotly and Cufflinks-en.srt

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058 Introduction to Plotly and Cufflinks-es.srt

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058 Introduction to Plotly and Cufflinks-it.srt

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058 Introduction to Plotly and Cufflinks-ja.srt

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058 Introduction to Plotly and Cufflinks-pt.srt

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058 Introduction to Plotly and Cufflinks-tr.srt

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058 Introduction to Plotly and Cufflinks.mp4

16.4 MB

059 Plotly and Cufflinks-en.srt

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059 Plotly and Cufflinks-es.srt

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059 Plotly and Cufflinks-it.srt

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059 Plotly and Cufflinks-ja.srt

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059 Plotly and Cufflinks-pt.srt

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059 Plotly and Cufflinks-tr.srt

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059 Plotly and Cufflinks.mp4

65.6 MB

/12 Python for Data Visualization - Geographical Plotting/

060 Introduction to Geographical Plotting-en.srt

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060 Introduction to Geographical Plotting-es.srt

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060 Introduction to Geographical Plotting-it.srt

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060 Introduction to Geographical Plotting-ja.srt

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060 Introduction to Geographical Plotting-pt.srt

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060 Introduction to Geographical Plotting-tr.srt

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060 Introduction to Geographical Plotting.mp4

2.3 MB

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

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061 Choropleth Maps - Part 1 - USA-es.srt

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061 Choropleth Maps - Part 1 - USA-it.srt

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061 Choropleth Maps - Part 1 - USA-ja.srt

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061 Choropleth Maps - Part 1 - USA-pt.srt

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061 Choropleth Maps - Part 1 - USA-tr.srt

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061 Choropleth Maps - Part 1 - USA.mp4

57.6 MB

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

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/13 Data Capstone Project/

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/14 Introduction to Machine Learning/

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/15 Linear Regression/

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

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/17 Logistic Regression/

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/18 K Nearest Neighbors/

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/19 Decision Trees and Random Forests/

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/20 Support Vector Machines/

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/21 K Means Clustering/

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/22 Principal Component Analysis/

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/23 Recommender Systems/

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/24 Natural Language Processing/

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/25 Big Data and Spark with Python/

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124 Quick Note on AWS Security.html

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125 Amazon-Guide-to-Using-PuTTY-for-Windows-SSH.txt

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125 EC2 Instance Set-Up-en.srt

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125 EC2 Instance Set-Up.mp4

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126 Amazon-Guide-to-SSH-with-Mac.txt

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126 SSH with Mac or Linux-en.srt

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127 PySpark Setup-en.srt

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127 PySpark Setup.mp4

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127 Step-by-Step-Guide-for-PySpark-Set-up.txt

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128 Lambda Expressions Review-en.srt

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128 Lambda Expressions Review.mp4

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129 Introduction to Spark and Python-en.srt

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129 Introduction to Spark and Python.mp4

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130 RDD Transformations and Actions-en.srt

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130 RDD Transformations and Actions.mp4

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/26 Neural Nets and Deep Learning/

131 Deep-Learning.zip

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131 Neural Network Theory-en.srt

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131 Neural Network Theory.mp4

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132 Welcome to the Deep Learning Section-en.srt

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132 Welcome to the Deep Learning Section.mp4

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133 What is TensorFlow-en.srt

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134 Changes with TensorFlow.html

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135 TensorFlow Installation.mp4

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136 TensorFlow Basics-en.srt

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137 MNIST with Multi-Layer Perceptron - Part 1-en.srt

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138 MNIST with Multi-Layer Perceptron - Part 2-en.srt

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138 MNIST with Multi-Layer Perceptron - Part 2.mp4

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139 MNIST with Multi-Layer Perceptron - Part 3-en.srt

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139 MNIST with Multi-Layer Perceptron - Part 3.mp4

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140 TensorFlow with ContribLearn-en.srt

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140 TensorFlow with ContribLearn.mp4

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141 Tensorflow Project Exercise Overview-en.srt

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142 Tensorflow Project Exercise - Solutions-en.srt

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142 Tensorflow Project Exercise - Solutions.mp4

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/27 BONUS DISCOUNT COUPONS FOR OTHER COURSES/

143 Bonus Lecture Coupons.html

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Total files 953


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