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Machine Learning with Python

Machine Learning with Python

@codeprogrammer

Learn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers.

Admin: @HusseinSheikho || @Hussein_Sheikho
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Post #3235 9.06K
Multi-Query RAG by hand ✍️ + Langflow

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📂 Tags: #ML #Ai #RAG #LLM

http://t.me/codeprogrammer ⭐️
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Post #3226 9.14K
Similarity vs. Distance, illustrated using circles 🏵 by hand ✍️

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📂 Tags: #ML #Python

http://t.me/codeprogrammer ⭐️
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Post #3214 9.51K
Hidden Layer
AI by Hand ✍️ Workbook - 25 Answers 🏋️‍♀️

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📂 Tags: #ML #AI

http://t.me/codeprogrammer ⭐️
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Post #3212 6.85K

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Post #3209 9.36K
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.

Is it useful to you❓

📂 Tags: #ML #TRANSFORMER

http://t.me/codeprogrammer ⭐️
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Post #3208 8.11K
Yan Chen - Transformer: Attention by hand ✍️

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📂 Tags: #ML #TRANSFORMER

http://t.me/codeprogrammer ⭐️
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Post #3201 17K
Pandas ➡️ Polars ➡️ SQL ➡️ PySpark translations:

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📂 Tags: #pandas #Polars #sql #Pyspark

http://t.me/codeprogrammer ⭐️
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Post #3197 8.87K
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 ⭐️
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