LSTM by hand ✍️ Excel

📂 Tags: #python #ML #LSTM

http://t.me/codeprogrammer ⭐️

Web scraping will never be the same!

Crawl4AI simplifies web crawling and data extraction, making it ready to use for LLMs and AI applications.

Here’s why it’s a game-changer:

🆓 Free and open-source
⭐️ Blazing fast performance,
🤖 LLM-friendly output formats (JSON, cleaned HTML, markdown)
🌍 Supports crawling multiple URLs simultaneously
🎨 Extracts all media tags (Images, Audio, Video)
🔗 Extracts all external and internal links

But that’s not all:

📚 Extracts metadata from pages
✅ User-agent customization
✅ Takes screenshots of pages
📄 Executes custom JavaScript before crawling

📂 Tags: #python #ML #LLM

http://t.me/codeprogrammer ⭐️

Transformer by Hand ✍️ in 5 Minutes with Anna Rahn

📂 Tags: #python #ML #Transformer

http://t.me/codeprogrammer ⭐️

Pandas ➡️ Polars ➡️ SQL ➡️ PySpark translations:

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📂 Tags: #pandas #Polars #sql #Pyspark

http://t.me/codeprogrammer ⭐️

Yan Chen - Transformer: Attention by hand ✍️

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📂 Tags: #ML #TRANSFORMER

http://t.me/codeprogrammer ⭐️

Transformer: Multi-Head Attention

Math vs Code 👨‍💻

I made this visualization to show you how to implement the multi-head attention math in PyTorch within 50 LoC.

Multi-Head Attention is what makes the Transformer's performance outstanding.

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📂 Tags: #ML #TRANSFORMER

http://t.me/codeprogrammer ⭐️

Hidden Layer
AI by Hand ✍️ Workbook - 25 Exercises 🏋️‍♀️

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📂 Tags: #ML #AI

http://t.me/codeprogrammer ⭐️

Hidden Layer
AI by Hand ✍️ Workbook - 25 Answers 🏋️‍♀️

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📂 Tags: #ML #AI

http://t.me/codeprogrammer ⭐️

🤩 Helpful Cheat Sheets Compilation

Including Pandas, NumPy, Matplotlib, Seaborn, and others

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📂 Tags: #ML #AI #Python

http://t.me/codeprogrammer ⭐️

Numpy Cheat sheet for Data Scientists

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📂 Tags: #ML #Numpy #Python

http://t.me/codeprogrammer ⭐️

Similarity vs. Distance, illustrated using circles 🏵 by hand ✍️

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📂 Tags: #ML #Python

http://t.me/codeprogrammer ⭐️

AI & ML Guided Projects with Python 👑

Below is a list of guided projects to master AI & ML with Python that you should try ⭐

🔗 Link: https://thecleverprogrammer.com/2024/10/11/ai-ml-projects-with-python/

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📂 Tags: #ML #Ai #Python

http://t.me/codeprogrammer ⭐️

25 Most Important Mathematical Definitions in Data Science

More details: https://blog.dailydoseofds.com/p/25-most-important-mathematical-definitions

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📂 Tags: #ML #Ai #DataScience

http://t.me/codeprogrammer ⭐️

Multi-Query RAG by hand ✍️ + Langflow

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📂 Tags: #ML #Ai #RAG #LLM

http://t.me/codeprogrammer ⭐️

explaining the concept of RAG (Retrieval-Augmented Generation) in a simple and easy-to-understand way.

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📂 Tags: #ML #Ai #RAG #LLM

http://t.me/codeprogrammer ⭐️

Understanding RAG Part I: Why It’s Needed

Details: https://machinelearningmastery.com/understanding-rag-part-i-why-its-needed/

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📂 Tags: #ML #Ai #RAG #LLM

http://t.me/codeprogrammer ⭐️

CS229 Lectures Notes (2023)

By: Andrew Ng & Tengyu Ma

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📂 Tags: #ML #Ai #RAG #LLM

http://t.me/codeprogrammer ⭐️