📂 Tags: #transformers #python #nlp

http://t.me/codeprogrammer 🔒

The Transformers architecture clearly explained 🫴

K-Means clustering, visually explained

📂 Tags: #python #ML

http://t.me/codeprogrammer 🔒

📂 Tags: #python #ML #SVM

http://t.me/codeprogrammer 🔒

Support Vector Machine clearly explained! 👇

Recurrent Neural Network (RNN) by hand ✍️ Excel

📂 Tags: #python #ML #RNN

http://t.me/codeprogrammer ⭐️

Download Excel file 👇
https://t.me/+Tdshx2j5cZ00N2Ji

Categorical data encoding techniques, visually explained

📂 Tags: #python #ML

http://t.me/codeprogrammer ⭐️

MLP by hand ✍️ Excel

📂 Tags: #python #ML #MLP

http://t.me/codeprogrammer ⭐️

Download Excel file 👇
https://t.me/+Tdshx2j5cZ00N2Ji

LeakyReLU by hand ✍️ Excel

📂 Tags: #python #ML #AI

http://t.me/codeprogrammer ⭐️

Download Excel file 👇
https://t.me/+Tdshx2j5cZ00N2Ji

ResNet by hand ✍️ Excel

📂 Tags: #python #ML #AI

http://t.me/codeprogrammer ⭐️

Download Excel file 👇
https://t.me/+Tdshx2j5cZ00N2Ji

Transformer by hand ✍️ Excel

📂 Tags: #python #ML #Transformer

http://t.me/codeprogrammer ⭐️

Download Excel file 👇
https://t.me/+Tdshx2j5cZ00N2Ji

LSTM by hand ✍️ Excel

📂 Tags: #python #ML #LSTM

http://t.me/codeprogrammer ⭐️

Download Excel file 👇

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:

Is it useful to you❓

📂 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

Is it useful to you❓

📂 Tags: #ML #AI #Python

http://t.me/codeprogrammer ⭐️