Machine Learning with Python
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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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๐ŸŽ Lisa has given away over $100,000 in the last 30 days. Every single one of her subscribers is making money.

She is a professional trader and broadcasts her way of making money trading on her channel EVERY subscriber she has helped, and she will help you.

๐Ÿง  Do this and she will help you earn :

1. Subscribe to her channel
2. Write โ€œGIFTโ€ to her private messages
3. Follow her channel and trade with her. Repeat transactions after her = earn a lot of money.

Subscribe ๐Ÿ‘‡๐Ÿป
https://xn--r1a.website/+DRO5evATod00NGIx
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๐Ÿ“‚ Tags: #transformers #python #nlp

http://xn--r1a.website/codeprogrammer ๐Ÿ”’

The Transformer's encoder clearly explained ๐Ÿ‘‡
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๐Ÿ“‚ Tags: #transformers #python #nlp

http://xn--r1a.website/codeprogrammer ๐Ÿ”’

The Transformer's decoder clearly explained ๐Ÿ‘‡
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๐Ÿ‘10โค4
๐Ÿ“‚ Tags: #transformers #python #nlp

http://xn--r1a.website/codeprogrammer ๐Ÿ”’

The Transformers architecture clearly explained ๐Ÿซด
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๐Ÿ“‚ Tags: #python #ML #SVM

http://xn--r1a.website/codeprogrammer ๐Ÿ”’

Support Vector Machine clearly explained! ๐Ÿ‘‡
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Recurrent Neural Network (RNN) by hand โœ๏ธ Excel

๐Ÿ“‚ Tags: #python #ML #RNN

http://xn--r1a.website/codeprogrammer โญ๏ธ

Download Excel file ๐Ÿ‘‡
https://xn--r1a.website/+Tdshx2j5cZ00N2Ji
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Categorical data encoding techniques, visually explained

๐Ÿ“‚ Tags: #python #ML

http://xn--r1a.website/codeprogrammer โญ๏ธ
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LSTM by hand โœ๏ธ Excel

๐Ÿ“‚ Tags: #python #ML #LSTM

http://xn--r1a.website/codeprogrammer โญ๏ธ

Download Excel file ๐Ÿ‘‡
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LSTM.xlsx
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LSTM by hand โœ๏ธ Excel

๐Ÿ“‚ Tags: #python #ML #LSTM

http://xn--r1a.website/codeprogrammer โญ๏ธ
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๐Ÿ‘9โค2
Web scraping will never be the same!

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

Hereโ€™s why itโ€™s a game-changer:

๐Ÿ†“ Free and open-source
โญ๏ธ Blazing fast performance,
๐Ÿค– LLM-friendly output formats (JSON, cleaned HTML, markdown)
๐ŸŒ Supports crawling multiple URLs simultaneously
๐ŸŽจ Extracts all media tags (Images, Audio, Video)
๐Ÿ”— Extracts all external and internal links

But thatโ€™s not all:

๐Ÿ“š Extracts metadata from pages
โœ… User-agent customization
โœ… Takes screenshots of pages
๐Ÿ“„ Executes custom JavaScript before crawling

๐Ÿ“‚ Tags: #python #ML #LLM

http://xn--r1a.website/codeprogrammer โญ๏ธ
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Transformer by Hand โœ๏ธ in 5 Minutes with Anna Rahn

๐Ÿ“‚ Tags: #python #ML #Transformer

http://xn--r1a.website/codeprogrammer โญ๏ธ
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Pandas โžก๏ธ Polars โžก๏ธ SQL โžก๏ธ PySpark translations:

Is it useful to youโ“

๐Ÿ“‚ Tags: #pandas #Polars #sql #Pyspark

http://xn--r1a.website/codeprogrammer โญ๏ธ
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Yan Chen - Transformer: Attention by hand โœ๏ธ

Is it useful to youโ“

๐Ÿ“‚ Tags: #ML #TRANSFORMER

http://xn--r1a.website/codeprogrammer โญ๏ธ
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Transformer: Multi-Head Attention

Math vs Code ๐Ÿ‘จโ€๐Ÿ’ป

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 youโ“

๐Ÿ“‚ Tags: #ML #TRANSFORMER

http://xn--r1a.website/codeprogrammer โญ๏ธ
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A mini application that I liked very much, I feel that it is suitable for me as a programmer

https://xn--r1a.website/owlsonton_bot/join?startapp=418788114
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๐Ÿ“ˆHow to make $15,000 in a month in 2024?

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To participate in the marathon, you will need to :

1. Subscribe to the channel SIGNALS BY LISA TRADER ๐Ÿ“ˆ
2. Write in private messages : โ€œMarathonโ€ and start participating!

๐Ÿ‘‰CLICK HERE๐Ÿ‘ˆ
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