Machine Learning with Python

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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Machine Learning with Python

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Transformer by Hand ✍️ in 5 Minutes with Anna Rahn

📂 Tags: #python #ML #Transformer

http://t.me/codeprogrammer

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Machine Learning with Python

Pandas ➡️ Polars ➡️ SQL ➡️ PySpark translations:

Is it useful to you❓

📂 Tags: #pandas #Polars #sql #Pyspark

http://t.me/codeprogrammer

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Machine Learning with Python

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Yan Chen - Transformer: Attention by hand ✍️

Is it useful to you❓

📂 Tags: #ML #TRANSFORMER

http://t.me/codeprogrammer

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Machine Learning with Python

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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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Machine Learning with Python

A mini application that I liked very much, I feel that it is suitable for me as a programmer

https://t.me/owlsonton_bot/join?startapp=418788114

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Machine Learning with Python

Forwarded from ML - DS/DA/DE - AI [Jobs, InterviewPrep] 🇮🇳

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Easy!!! Lisa is now the hippest trader who is showing crazy results in the market!

She was able to make over $15,000 in the last month! ❗️

Right now she has started a marathon on her channel and is running it absolutely free. 💡

To participate in the marathon, you will need to :

1. Subscribe to the channel SIGNALS BY LISA TRADER 📈
2. Write in private messages : “Marathon” and start participating!

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Machine Learning with Python

8_Workbook_Hidden_Layer.pdf

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