https://github.com/sahashraee/data_science
Data Science Basics Concepts
https://github.com/sahashraee/data_science
git opencv python pytorch scikit-learn tensorflow
Last synced: 9 months ago
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Data Science Basics Concepts
- Host: GitHub
- URL: https://github.com/sahashraee/data_science
- Owner: SahashRaee
- License: mit
- Created: 2025-01-06T05:51:55.000Z (11 months ago)
- Default Branch: main
- Last Pushed: 2025-02-27T09:01:04.000Z (9 months ago)
- Last Synced: 2025-02-27T12:26:11.464Z (9 months ago)
- Topics: git, opencv, python, pytorch, scikit-learn, tensorflow
- Language: Jupyter Notebook
- Homepage:
- Size: 36.7 MB
- Stars: 5
- Watchers: 1
- Forks: 2
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Data-Science
Welcome to the Data Science Repository! Here, you'll find a comprehensive collection of topics ranging from **Git** fundamentals and **Python** basics to advanced concepts, including **Machine Learning** algorithms, **Deep Learning** for computer vision using **PyTorch**, and **OpenCV**. These topics will be constantly updated as this repository serves as a record of my ongoing learning and understanding.
## Contents
| Topics | Description | Links |
|-------------------------------|---------------------------------------------------------------------------------------------|-------|
| **Git** | Introduction to Git fundamentals | [🔗](https://github.com/SahashRaee/Data_Science/blob/main/Git/00-Git.ipynb) |
| **Python** | Covers Python fundamentals, OOP and advanced python topics | [🔗](https://github.com/SahashRaee/Data_Science/tree/main/1.%20Python) |
| **Data Wrangling & EDA** | Preparation of data for analysis | [🔗](https://github.com/SahashRaee/Data_Science/tree/main/2.Data_Wrangling_and_EDA) |
| **Machine Learning** | Overview and implementation of popular ML algorithms with practical examples | [🔗](https://github.com/SahashRaee/Data_Science/tree/main/3.%20Machine_Learning) |
| **Deep Learning in PyTorch** | Introduction to deep learning and hands-on tutorials for image analysis with PyTorch | [🔗](https://github.com/SahashRaee/Data_Science/tree/main/4.Deep_Learning_in_PyTorch) |
| **OpenCV** | Introduction to computer vision and practical applications using OpenCV | [🔗](https://github.com/SahashRaee/Data_Science/tree/main/6.OpenCV) |
**Exercises** are included between each topic to provide practice exercises and coding challenges for reinforcing learning and understanding.