Data science key programming, stats, And computing skills

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4:33:47

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1. Introduction

1. What skills you are expected to learn in this series.html

2. Key computing concepts

1. Key computing concepts relevant to Data science.html

3. Key statistical concepts

1. Part 1 - the measures of central tendency, dispersion, and position.html

2. Part 2 - Data distribution (center, spread, shape, and unusual features).html

3. Part 3 - Charts.html

4. Part 4 - populations vs samples.html

4. Python for data science

1. Part 1 - Introduction to python.html

2. Environment setup to start writing python programs..mp4

12:13

3. Part 2 - Data Structures.html

4. Part3 - Conditionals.html

5. Part 4 - Loops.html

6. Practicing conditionals and loops.html

7. Part 5 - Functions.html

8. Part 6 - Code Tracing - Important.html

9. Part 7 - How to write a program the right way!.html

10. Part 7 - Practicing program writing - important.mp4

38:33

11. Part 8 - Object-Oriented Programming.html

12.1 project - solved.zip

12.2 project - unsolved.zip

12. Midpoint project - putting together what we learned.mp4

46:34

5. Data analysis using Pandas

1. Introduction to the Pandas library.html

2.1 cheat sheet pip.pdf

2. Pandas and Jupyter-notebooks setup - How to install Python libraries using pip.mp4

13:30

3. The Series - manipulating tabular data.mp4

36:06

4. DataFrames - manipulating tabular data - Part 1.mp4

33:57

5. DataFrames - manipulating tabular data - Part 2.mp4

30:06

6. Data visualization using the Matplotlib

1. Matplotlib Library - Intro.html

2. Matplotlib - Creating graphs.html

7. Final project - putting it all together

1.1 car basic data.csv

1.2 car engine data.csv

1.3 project - solved.zip

1.4 project - unsolved.zip

1. Part 1 - collecting, exploring, cleaning, analyzing, and visualizing car data.mp4

35:20

2. Part 2 - collecting, exploring, cleaning, analyzing, and visualizing car data.mp4

27:28

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Data Science

Udemy

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Students take courses primarily to improve job-related skills.Some courses generate credit toward technical certification. Udemy has made a special effort to attract corporate trainers seeking to create coursework for employees of their company.

language english
Training sessions 9
duration 4:33:47
Release Date 2023/06/16

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