Python | Machine Learning | Coding | R 2976

Python | Machine Learning | Coding | R

🔺 Data science learning roadmap in 2024

👨🏻‍💻 If you want to start learning data science from scratch in 2024, this roadmap can be a great starting point for you.👌🏼

1️⃣ Basics of data science

🏷 Statistics and probability
◾┘️ link: Statistics & Probability

🏷 Linear Algebra
┘ ◽️ link: Essence of Linear Algebra

2️⃣

Programming language

🏷 Python
◾┘️ link: Learn Python 3

3️⃣

Data analysis and manipulation

🏷 Pandas library
◾┘️ link: pandas documentation

🏷 Data preparation with Pandas
Link : Data Wrangling with Pandas

🏷 NumPy library
◾┘️ link: NumPy documentation

4️⃣

Data visualization

🏷 Matplotlib and Seaborn library
◾┘️ Link: Matplotlib / seaborn

🏷 Tableau Public platform
Link : Tableau Public

5️⃣

Principles of machine learning

🏷 scikit-learn library
◾┘️ link: scikit-learn

6️⃣

Learning algorithms

🏷 Hands-On Machine Learning book
◾┘️ link: Hands-On ML

7️⃣

Deep learning

🏷 TensorFlow library
◾┘️ link: TensorFlow Tutorial

🏷 PyTorch library
◾┘️ Link: PyTorch Documentation

8️⃣

Big data technologies

🏷 Spark framework course
◾┘️ Link: Spark Course

9️⃣

Advanced topics

🏷 Natural language processing course in Python
◾┘️ link: NLP in Python

1️⃣

Share your projects on Kaggle and GitHub

🏷 Kaggle platform
◾┘️ link: Kaggle

🏷 GitHub platform
◾┘️ Link: GitHub

⭐️

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Python | Machine Learning | Coding | R

LLM Cheatsheet.pdf

3.5 MB

LLM cheatsheet ⭐

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Python | Machine Learning | Coding | R

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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.

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Python | Machine Learning | Coding | R

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Python | Machine Learning | Coding | R

🖥

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

• Github

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Python | Machine Learning | Coding | R

🖥

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

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GitHub

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Docks

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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

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6.76K viewsedited 13:55

Python | Machine Learning | Coding | R

🆕

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

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Hugging Face

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Python | Machine Learning | Coding | R

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Python | Machine Learning | Coding | R

Machine Learning Algorithm 🤖

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2025/07/10 10:05:36
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