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Data Science + Python + Machine Learning | 2 Hour Course For Beginners
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If you want to move into Data Science but you're not sure where to start, join Andrew Jones (former FAANG & PlayStation Data Scientist) on a hands-on journey into the key concepts you need to know.
In under 2 hours you will...
- Install Python, learn the basics, and get coding
- Manipulate & Analyse a dataset using Pandas
- Project 1: Write code to find all prime numbers up to 1,000,000 (in under a second)
- Project 2: Build, Train, and Test a real Machine Learning model
Timestamps:
00:00 Course Overview + Meet Andrew
03:24 Create Your Course Directory
03:45 What Is Python & What Is It Used For?
09:47 Installing Python With Anaconda + Coding In Spyder!
17:35 The Basics of Coding In Python
29:58 Download the Grocery Sales Data
30:19 Using Pandas for Data Manipulation & Analysis
42:28 Finding All Prime Numbers Under 1,000,000 (in under a second)!
1:02:03 A Note On Using pop()
1:02:23 What Is Machine Learning?
1:17:01 An Overview Of scikit-learn
1:26:17 What is a Random Forest model - and how does it work?
1:34:53 Download the Video Game Data
1:35:13 Build, Train, And Test Our Random Forest Model!
1:52:17 Well done & Where to from here!
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