Watch How to implement Decision Trees from scratch with Python Video Tutorial


Tutorial Details & Info

Tutorial Title: How to implement Decision Trees from scratch with Python
Instructor / Channel: AssemblyAI
Lesson Runtime: 37:24 Minutes
Publish Date: September 15, 2022
Total Students / Views: 105,897 views

Follow step-by-step with How to implement Decision Trees from scratch with Python created by AssemblyAI. This full video course has a total duration of 37:24 minutes providing step-by-step visual instructions. Access this full online lesson on any desktop PC, Mac, tablet, or smartphone.

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Course Description & Lesson Notes

Official Video Description:

In the fourth lesson of the Machine Learning from Scratch course, we will learn how to implement Decision Trees. This one is a bit longer due to all the details we need to implement, but we will go through it all in less than 40 minutes. You can find the code here: https://github.com/AssemblyAI-Examples/Machine-Learning-From-Scratch Previous lesson: https://youtu.be/YYEJ_GUguHw Next lesson: https://youtu.be/kFwe2ZZU7yw Welcome to the Machine Learning from Scratch course by AssemblyAI. Thanks to libraries like Scikit-learn we can use most ML algorithms with a couple of lines of code. But knowing how these algorithms work inside is very important. Implementing them hands-on is a great way to achieve this. And mostly, they are easier than you’d think to implement. In this course, we will learn how to implement these 10 algorithms. We will quickly go through how the algorithms work and then implement them in Python using the help of NumPy. ▬▬▬▬▬▬▬▬▬▬▬▬ CONNECT ▬▬▬▬▬▬▬▬▬▬▬▬ 🖥️ Website: https://www.assemblyai.com/?utm_source=youtube&utm_medium=referral&utm_campaign=scratch04 🐦 Twitter: https://twitter.com/AssemblyAI 👽 Reddit: https://reddit.com/r/assemblyai ▶️ Subscribe: https://www.youtube.com/c/AssemblyAI?sub_confirmation=1 🔥 We're hiring! Check our open roles: https://www.assemblyai.com/careers ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ #MachineLearning #DeepLearning

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Explore how to master How To Implement Decision Trees From Scratch With Python with this step-by-step video tutorial guide. In this detailed walkthrough, you will learn essential skills for How To Implement Decision Trees From Scratch With Python.

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🎓 Lesson Overview & Learning Outcomes:

Welcome to the step-by-step video guide for How to implement Decision Trees from scratch with Python taught by AssemblyAI. This tutorial provides a comprehensive walkthrough designed to take you from foundational principles to practical implementation.

💡 Key Topics Covered in This Course:

  • Core Fundamentals & Setup: Understanding the workspace, essential tools, and initial setup for How to implement Decision Trees from scratch with Python.
  • Step-by-Step Practical Demonstration: Hands-on implementation guided by AssemblyAI with real-world examples.
  • Best Practices & Key Shortcuts: Time-saving workflows, keyboard shortcuts, and industry-standard recommendations.
  • Troubleshooting & Common Pitfalls: How to avoid common beginner errors and optimize your workflow for peak efficiency.

📋 Recommended Prerequisites & Study Notes:

No prior advanced experience is required. Follow along with the video player above on any desktop computer, tablet, or mobile device. Pause and rewind at key steps to practice along with the instructor.

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