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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://www.tgoop.com/codeprogrammer ⭐️
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Pandas ➡️ Polars ➡️ SQL ➡️ PySpark translations:

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📂 Tags: #pandas #Polars #sql #Pyspark

http://www.tgoop.com/codeprogrammer ⭐️
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Yan Chen - Transformer: Attention by hand ✍️

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📂 Tags: #ML #TRANSFORMER

http://www.tgoop.com/codeprogrammer ⭐️
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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://www.tgoop.com/codeprogrammer ⭐️
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A mini application that I liked very much, I feel that it is suitable for me as a programmer

https://www.tgoop.com/owlsonton_bot/join?startapp=418788114
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Forwarded from ML - DS - AI Jobs
📈How to make $15,000 in a month in 2024?

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!

👉CLICK HERE👈
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8_Workbook_Hidden_Layer.pdf
195.1 KB
Hidden Layer
AI by Hand ✍️ Workbook - 25 Exercises 🏋️‍♀️

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📂 Tags: #ML #AI

http://www.tgoop.com/codeprogrammer ⭐️
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Hidden Layer
AI by Hand ✍️ Workbook - 25 Answers 🏋️‍♀️

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📂 Tags: #ML #AI

http://www.tgoop.com/codeprogrammer ⭐️
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@codeprogrammer Helpful Cheat Sheets Compilation.zip
5.2 MB
🤩 Helpful Cheat Sheets Compilation

Including Pandas, NumPy, Matplotlib, Seaborn, and others

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📂 Tags: #ML #AI #Python

http://www.tgoop.com/codeprogrammer ⭐️
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Numpy Cheat sheet for Data Scientists

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📂 Tags: #ML #Numpy #Python

http://www.tgoop.com/codeprogrammer ⭐️
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Similarity vs. Distance, illustrated using circles 🏵 by hand ✍️

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📂 Tags: #ML #Python

http://www.tgoop.com/codeprogrammer ⭐️
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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/

Is it useful to you

📂 Tags: #ML #Ai #Python

http://www.tgoop.com/codeprogrammer ⭐️
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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://www.tgoop.com/codeprogrammer ⭐️
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Multi-Query RAG by hand ✍️ + Langflow

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📂 Tags: #ML #Ai #RAG #LLM

http://www.tgoop.com/codeprogrammer ⭐️
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