Data Science Hands-On Crash Course

Learn the fundamentals of Data Science through this crash course. You will explore the theory and coding practices behind the most commonly used algorithms in the field.

Data Science Hands-On Crash Course
freeCodeCamp.org
128.3K views • Oct 8, 2020
Data Science Hands-On Crash Course

About this video

Learn the basics of Data Science in the crash course. You will learn about the theory and code behind the most common algorithms used in data science.

✏️ Course created by Marco Peixeiro. Check out his channel: https://www.youtube.com/channel/UC-0lpiwlftqwC7znCcF83qg

💻 Code: https://github.com/marcopeix/datasciencewithmarco
💻 Datasets: https://github.com/marcopeix/datasciencewithmarco/tree/master/data

⭐️ Course Contents ⭐️
⌨️ (00:00) Introduction
⌨️ (03:06) Setup
⌨️ (04:29) Linear regression (theory)
⌨️ (09:29) Linear regression (Python)
⌨️ (20:59) Classification (theory)
⌨️ (30:16) Classifiaction (Python)
⌨️ (49:30) Resampling & regularization (theory)
⌨️ (56:09) Resampling and regularization (Python)
⌨️ (1:05:17) Decision trees (theory)
⌨️ (1:13:12) Decision trees (Python)
⌨️ (1:24:50) SVM (theory)
⌨️ (1:28:17) SVM (Python)
⌨️ (1:58:24) Unsupervised learning (theory)
⌨️ (2:06:54) Unsupervised learning (Python)
⌨️ (2:20:55) Conclusion

⭐️ Special thanks to our Champion supporters! ⭐️
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Video Information

Views

128.3K

Likes

3.3K

Duration

02:21:12

Published

Oct 8, 2020

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