Programming for Data Science
Free
Curriculum
- 3 Sections
- 45 Lessons
- 12 Hours
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- Section - 123
- 2.1Introduction to Computer Programming13 Minutes
- 2.2Programming Terminology9 Minutes
- 2.3Setting up the Programming Environment7 Minutes
- 2.4Jupyter Notebook Essential Training19 Minutes
- 2.5Data types and Operators10 Minutes
- 2.6Lab – Data Types & Operator10 Minutes
- 2.7String Manipulation in Python9 Minutes
- 2.8Lab – String manipulation in Python11 Minutes
- 2.9Advanced Data Types – Part 110 Minutes
- 2.10Lab – Advanced Data Types – Part 115 Minutes
- 2.11Advanced Data Types – Part 210 Minutes
- 2.12Lab – Advanced Data Types – Part 212 Minutes
- 2.13Control Structure17 Minutes
- 2.14Lab – Control Structure14 Minutes
- 2.15Functions13 Minutes
- 2.16Lab – Functions14 Minutes
- 2.17Objects & Classes16 Minutes
- 2.18Lab – Objects & Classes16 Minutes
- 2.19Working with Directories and Files14 Minutes
- 2.20Lab – Working with Directories and Files12 Minutes
- 2.21Working with CSV file type13 Minutes
- 2.22Lab – Working with CSV file type16 Minutes
- 2.23Python Libraries for Data Science10 Minutes
- Section - 210
- 3.1Introduction to Pandas10 Minutes
- 3.2Lab – Introduction to Pandas12 Minutes
- 3.3Reading Data with Pandas9 Minutes
- 3.4Lab – Reading Data with Pandas16 Minutes
- 3.5Working with Pandas DataFrame10 Minutes
- 3.6Lab – Working with Pandas DataFrame18 Minutes
- 3.7Introduction to Numpy15 Minutes
- 3.8Lab – Introduction to Numpy12 Minutes
- 3.9Numpy Operations & Functions12 Minutes
- 3.10Lab – Numpy Operations & Functions18 Minutes
- Section - 312
- 4.1Introduction to Matplotlib8 Minutes
- 4.2Lab – Plotting Line Charts13 Minutes
- 4.3Lab – Bar, Grouped Bar and Stacked Bar Charts15 Minutes
- 4.4Lab – Scatter Plot11 Minutes
- 4.5Lab – Plotting Histogram11 Minutes
- 4.6Lab – Working with Pie Charts9 Minutes
- 4.7Lab – Plotting Tables13 Minutes
- 4.8Introduction to Web Scraping14 Minutes
- 4.9Understanding Web Document Structure15 Minutes
- 4.10Lab – Web Scraping with Pytho14 Minutes
- 4.11Lab – Scraping Wikipedia using Python23 Minutes
- 4.12Conclusion – Tips10 Minutes