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πŸ”Ί Data science learning roadmap in 2024

πŸ‘¨πŸ»β€πŸ’» If you want to start learning data science from scratch in 2024, this roadmap can be a great starting point for you.πŸ‘ŒπŸΌ


1️⃣ Basics of data science

🏷 Statistics and probability
β—Ύβ”˜οΈ
link: Statistics & Probability

🏷 Linear Algebra
β”˜
◽️ link: Essence of Linear Algebra


2️⃣ Programming language

🏷 Python
β—Ύβ”˜οΈ
link: Learn Python 3


3️⃣ Data analysis and manipulation

🏷 Pandas library
β—Ύβ”˜οΈ
link: pandas documentation

🏷 Data preparation with Pandas
Link
: Data Wrangling with Pandas

🏷 NumPy library
β—Ύβ”˜οΈ
link: NumPy documentation


4️⃣ Data visualization

🏷 Matplotlib and Seaborn library
β—Ύβ”˜οΈ
Link: Matplotlib / seaborn

🏷 Tableau Public platform
Link
: Tableau Public


5️⃣ Principles of machine learning

🏷 scikit-learn library
β—Ύβ”˜οΈ
link: scikit-learn


6️⃣ Learning algorithms

🏷 Hands-On Machine Learning book
β—Ύβ”˜οΈ
link: Hands-On ML


7️⃣ Deep learning

🏷 TensorFlow library
β—Ύβ”˜οΈ
link: TensorFlow Tutorial

🏷 PyTorch library
β—Ύβ”˜οΈ
Link: PyTorch Documentation


8️⃣ Big data technologies

🏷 Spark framework course
β—Ύβ”˜οΈ
Link: Spark Course


9️⃣ Advanced topics

🏷 Natural language processing course in Python
β—Ύβ”˜οΈ
link: NLP in Python


1️⃣ Share your projects on Kaggle and GitHub

🏷 Kaggle platform
β—Ύβ”˜οΈ
link: Kaggle

🏷 GitHub platform
β—Ύβ”˜οΈ
Link: GitHub

⭐️ http://www.tgoop.com/codeprogrammer
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πŸ“± Gemini with 3.25 billion parameters can be run locally on your computer directly in a Chrome tab,

This version runs without internet, is completely free, private and uses less than 2 GB of RAM. It only takes two lines of code to run Gemini, as shown in the third video.

What's the secret? Google has already built Gemini into the developer version of Chrome, and a resourceful Twitter user found how to activate it.

http://www.tgoop.com/codeprogrammer βœ…
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πŸ–₯ Aurora is a static site generator implemented in Python

Aurora is a static site generator implemented in Python.

Aurora supports:

- Create content and pages using markdown, jinja2 and HTML
- Various types of assembly
- Interactive build with fast reload capability for development (reload time up to < 300ms)
- Built-in support for creating site pages

pip3 install aurora-ssg

β€’ Github

http://www.tgoop.com/codeprogrammer βœ…
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πŸ–₯ Unstructured - Python library for raw data preprocessing

- pip install "unstructured[all-docs]"

Unstructured provides components for preprocessing images and text documents; supports many formats: PDF, HTML, Word docs, etc.

Run the library in a container:
docker run -dt --name unstructured downloads.unstructured.io/unstructured-io/unstructured:latest
docker exec -it unstructured bash


πŸ–₯ GitHub
🟑 Docks

http://www.tgoop.com/codeprogrammer βœ…
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At the end of the month we will present a precious prize for the first three winning positions in this competition

The prize includes courses, scholarships, educational and books worth more than 20 thousand dollars, we will insure them for free for the first 3 people

We see your progress: subscribe here
πŸ†• Microsoft has quietly updated the Phi-3 Mini

- significantly improved code understanding in Python, C++, Rust and Typescript
- Improved output, now it is more structured
- improved understanding of complex sentences
- added support for the <|system|> tag.
- Improved reasoning ability and understanding of long contexts

4K and 128K benchmarks are affected by this update

πŸ€— Hugging Face

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2025/07/10 10:05:36
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