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‎README.md‎

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<img width="128px" src="https://file.labex.io/path/gdqX0QgXsYjL.png">
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NumPy is the foundation of scientific computing in Python. This Skill Tree provides a systematic way to learn NumPy. Ideal for data science beginners, it offers a structured learning path to master array operations, broadcasting, and numerical algorithms. Hands - on, non - video courses and practical exercises in a numerical analysis playground help you develop real - world skills in efficient data manipulation and computation.
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Learn NumPy, the foundation of scientific computing in Python, with a structured learning path designed for beginners. This collection of hands-on NumPy courses provides a systematic way to master array operations, broadcasting, and numerical algorithms. Through practical exercises in a numerical analysis playground, develop real-world skills in efficient data manipulation and computation. This roadmap is ideal for anyone starting their journey in data science.
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| Index | Name | Difficulty | Repo | Practice |
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|---------|---------------------------------------------------------------------------------|--------------|--------------------------------------------------------------------|--------------------------------------------------------------------|
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| 1 | [Quick Start with NumPy](https://labex.io/courses/quick-start-with-numpy) | Beginner | [🔗 Repo](https://github.com/labex-labs/quick-start-with-numpy) | [🚀 Start Lab](https://labex.io/courses/quick-start-with-numpy) |
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| 2 | [NumPy Practice Labs](https://labex.io/courses/numpy-practice-labs) | Beginner | [🔗 Repo](https://github.com/labex-labs/numpy-practice-labs) | [🚀 Start Lab](https://labex.io/courses/numpy-practice-labs) |
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| 3 | [NumPy Practice Challenges](https://labex.io/courses/numpy-practice-challenges) | Beginner | [🔗 Repo](https://github.com/labex-labs/numpy-practice-challenges) | [🚀 Start Lab](https://labex.io/courses/numpy-practice-challenges) |
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| 4 | [100 NumPy Exercises](https://labex.io/courses/100-numpy-exercises) | Intermediate | [🔗 Repo](https://github.com/labex-labs/100-numpy-exercises) | [🚀 Start Lab](https://labex.io/courses/100-numpy-exercises) |
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| 1 | [NumPy for Beginners](https://labex.io/courses/numpy-for-beginners) | Beginner | [🔗 Repo](https://github.com/labex-labs/numpy-for-beginners) | [🚀 Start Lab](https://labex.io/courses/numpy-for-beginners) |
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| 2 | [NumPy Practice Challenges](https://labex.io/courses/numpy-practice-challenges) | Beginner | [🔗 Repo](https://github.com/labex-labs/numpy-practice-challenges) | [🚀 Start Lab](https://labex.io/courses/numpy-practice-challenges) |
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| 3 | [100 NumPy Exercises](https://labex.io/courses/100-numpy-exercises) | Beginner | [🔗 Repo](https://github.com/labex-labs/100-numpy-exercises) | [🚀 Start Lab](https://labex.io/courses/100-numpy-exercises) |
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