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Empowering Data Driven insights through hands-on projects, SQL challenges and practical tools.

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Eric-Chung-0511/Learning-Record

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Data Science Innovation

📋 Table of Contents

⭐ Learning Record Introduction

Data Science & Machine Learning

TensorFlow PyTorch Scikit-Learn Pandas NumPy Matplotlib Seaborn

Programming Languages

Python SQL

Others

PRs Welcome License: MIT

  • Welcome to my Learning Record! This repository is a personal testament to my journey into the world of Data Science. It showcases my dedication to understanding and leveraging data science to gain insights and make informed decisions.

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🌟 Why Data Science

  • In this era of vast and ever-growing data, data science combines disciplines like statistics, data analytics, machine learning, and deep learning to uncover hidden patterns and insights by processing large datasets. These technologies allow us to build models that learn from data, making intelligent predictions and decisions.

  • What excites me most is the potential of deep learning to go beyond predictions and create real world innovations. The ability to use this technology to build smarter systems and tools that can transform daily life, whether by improving convenience or enabling entirely new solutions, drives me to master the core techniques behind it and make a meaningful impact in this data-driven world.

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💫 Data Science Projects

  • The Projects folder contains a collection of my hands on work.

  • These projects reflect my practical application of data science concepts, from exploratory data analysis to machine learning and predictive modeling.

  • Each project is a step towards honing my skills and deepening my understanding of how data can be used to solve real world problems.

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🗃️ SQL

  • This section contains a variety of SQL challenges that I have tackled, showcasing my ability to manipulate and query databases effectively.

  • Practicing these exercises can enhance my SQL skills, improving my ability to handle structured data efficiently.

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🌐 Data Structure & Algorithm

  • The Data Structure and Algorithm folder is dedicated to documenting my journey through various algorithmic challenges and data structure problems.

  • Each entry includes a problem description, the solution approach, and Python code implementations.

  • This section aims to enhance my problem-solving skills and deepen my understanding of fundamental computer science concepts.

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🎉 Certificates

  • The Certificates folder is a record of the formal education and training I have completed in the field of Data Science.

  • These certificates represent not just the acquisition of knowledge, but my commitment to continuous learning and professional growth in this rapidly evolving field.

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🛠️ General Helpers

  • Here, you'll find a treasure trove of handy functions designed to make your data science and machine learning journey smoother and more enjoyable. Whether you're crunching numbers, visualizing data, or building models, our collection of helpers is here to save you time and effort.

Why You'll Love These Helpers ❤️

  • This General Helpers are crafted with care to tackle a variety of tasks, big and small. They’re like your trusty sidekicks, ready to assist you in the most efficient way possible. Forget about repetitive boilerplate code—these functions are tested, optimized, and eager to jump into action.

Dive In! 🚀

  • Imagine having a toolbox filled with all the right tools to get the job done faster and better. Explore the examples provided to see how these helpers can seamlessly fit into your workflow. I've included practical demonstrations to help you get started quickly. Whether you're a beginner or a seasoned pro, you'll find these tools invaluable.

  • Feel free to explore, experiment, and expand your toolkit with my General Helpers. Contributions and suggestions are always welcome! let's build something amazing together! Happy coding! 💻✨

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🔈 Conclusion

  • Through Data Science, I aspire to make meaningful contributions by transforming raw data into actionable insights.

  • This Learning Record is not just a showcase of what I have achieved, but a reflection of my ongoing journey to understand more about the world through the lens of data.

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📱 Contact Information

  • For any questions or suggestions about my project, please feel free to contact me at:

  • Gmail

  • LinkedIn

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📜 License

© 2025 Eric Chung. This project is licensed under the Apache License 2.0, a permissive open source license that enables broad usage while ensuring proper attribution to the original author.

For detailed terms and conditions, please refer to the LICENSE file.

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