Programming for Data Science
Free
Course Content
Total learning: 45 lessons
Time: 12 hours
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Section - 1
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Introduction to Computer Programming 13 minutes PreviewLecture1.1
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Programming Terminology 9 minutes PreviewLecture1.2
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Setting up the Programming Environment 7 minutes PreviewLecture1.3
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Jupyter Notebook Essential Training 19 minutesLecture1.4
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Data types and Operators 10 minutesLecture1.5
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Lab – Data Types & Operator 10 minutesLecture1.6
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String Manipulation in Python 9 minutesLecture1.7
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Lab – String manipulation in Python 11 minutesLecture1.8
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Advanced Data Types – Part 1 10 minutesLecture1.9
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Lab – Advanced Data Types – Part 1 15 minutesLecture1.10
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Advanced Data Types – Part 2 10 minutesLecture1.11
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Lab – Advanced Data Types – Part 2 12 minutesLecture1.12
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Control Structure 17 minutesLecture1.13
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Lab – Control Structure 14 minutesLecture1.14
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Functions 13 minutesLecture1.15
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Lab – Functions 14 minutesLecture1.16
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Objects & Classes 16 minutesLecture1.17
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Lab – Objects & Classes 16 minutesLecture1.18
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Working with Directories and Files 14 minutesLecture1.19
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Lab – Working with Directories and Files 12 minutesLecture1.20
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Working with CSV file type 13 minutesLecture1.21
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Lab – Working with CSV file type 16 minutesLecture1.22
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Python Libraries for Data Science 10 minutesLecture1.23
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Section - 2
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Introduction to Pandas 10 minutesLecture2.1
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Lab – Introduction to Pandas 12 minutesLecture2.2
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Reading Data with Pandas 9 minutesLecture2.3
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Lab – Reading Data with Pandas 16 minutesLecture2.4
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Working with Pandas DataFrame 10 minutesLecture2.5
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Lab – Working with Pandas DataFrame 18 minutesLecture2.6
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Introduction to Numpy 15 minutesLecture2.7
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Lab – Introduction to Numpy 12 minutesLecture2.8
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Numpy Operations & Functions 12 minutesLecture2.9
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Lab – Numpy Operations & Functions 18 minutesLecture2.10
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Section - 3
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Introduction to Matplotlib 8 minutesLecture3.1
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Lab – Plotting Line Charts 13 minutesLecture3.2
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Lab – Bar, Grouped Bar and Stacked Bar Charts 15 minutesLecture3.3
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Lab – Scatter Plot 11 minutesLecture3.4
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Lab – Plotting Histogram 11 minutesLecture3.5
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Lab – Working with Pie Charts 9 minutesLecture3.6
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Lab – Plotting Tables 13 minutesLecture3.7
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Introduction to Web Scraping 14 minutesLecture3.8
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Understanding Web Document Structure 15 minutesLecture3.9
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Lab – Web Scraping with Pytho 14 minutesLecture3.10
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Lab – Scraping Wikipedia using Python 23 minutesLecture3.11
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Conclusion – Tips 10 minutesLecture3.12
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Setting up the Programming Environment
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