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  β€10π9
  http://t.me/codeprogrammer
Support Vector Machine clearly explained!
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  π8β€2
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  Recurrent Neural Network (RNN) by hand βοΈ  Excel
π  Tags: #python #ML #RNN
http://t.me/codeprogrammerβοΈ 
Download Excel fileπ 
https://t.me/+Tdshx2j5cZ00N2Ji
http://t.me/codeprogrammer
Download Excel file
https://t.me/+Tdshx2j5cZ00N2Ji
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  π14π5β€4
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  Categorical data encoding techniques, visually explained
π  Tags: #python #ML
http://t.me/codeprogrammerβοΈ 
http://t.me/codeprogrammer
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  π12
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  MLP by hand βοΈ  Excel
π  Tags: #python #ML #MLP
http://t.me/codeprogrammerβοΈ 
Download Excel fileπ 
https://t.me/+Tdshx2j5cZ00N2Ji
http://t.me/codeprogrammer
Download Excel file
https://t.me/+Tdshx2j5cZ00N2Ji
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  π11π2
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  LeakyReLU by hand βοΈ  Excel
π  Tags: #python #ML #AI
http://t.me/codeprogrammerβοΈ 
Download Excel fileπ 
https://t.me/+Tdshx2j5cZ00N2Ji
http://t.me/codeprogrammer
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https://t.me/+Tdshx2j5cZ00N2Ji
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  2π10β€2
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  ResNet by hand βοΈ  Excel
π  Tags: #python #ML #AI
http://t.me/codeprogrammerβοΈ 
Download Excel fileπ 
https://t.me/+Tdshx2j5cZ00N2Ji
http://t.me/codeprogrammer
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https://t.me/+Tdshx2j5cZ00N2Ji
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  π8β€3
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  Transformer by hand βοΈ  Excel
π  Tags: #python #ML #Transformer
http://t.me/codeprogrammerβοΈ 
Download Excel fileπ 
https://t.me/+Tdshx2j5cZ00N2Ji
http://t.me/codeprogrammer
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https://t.me/+Tdshx2j5cZ00N2Ji
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  π10
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  LSTM by hand βοΈ  Excel
π  Tags: #python #ML #LSTM
http://t.me/codeprogrammerβοΈ 
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  π11β€7
  Web scraping will never be the same!
Crawl4AI simplifies web crawling and data extraction, making it ready to use for LLMs and AI applications.
Hereβs why itβs a game-changer:
π  Free and open-source
βοΈ  Blazing fast performance,
π€  LLM-friendly output formats (JSON, cleaned HTML, markdown)
π  Supports crawling multiple URLs simultaneously
π¨  Extracts all media tags (Images, Audio, Video)
π  Extracts all external and internal links
But thatβs not all:
π  Extracts metadata from pages
β
  User-agent customization
β
  Takes screenshots of pages
π  Executes custom JavaScript before crawling
π  Tags: #python #ML #LLM
http://t.me/codeprogrammerβοΈ 
  
Crawl4AI simplifies web crawling and data extraction, making it ready to use for LLMs and AI applications.
Hereβs why itβs a game-changer:
But thatβs not all:
http://t.me/codeprogrammer
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  π10β€5
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  Transformer by Hand βοΈ  in 5 Minutes with Anna Rahn
π  Tags: #python #ML #Transformer
http://t.me/codeprogrammerβοΈ 
http://t.me/codeprogrammer
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  π13β€5
  Pandas β‘οΈ  Polars β‘οΈ  SQL β‘οΈ  PySpark translations:
Is it useful to youβ 
π  Tags: #pandas #Polars #sql #Pyspark
http://t.me/codeprogrammerβοΈ 
  
Is it useful to you
http://t.me/codeprogrammer
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  π23β€12
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  Yan Chen - Transformer: Attention by hand βοΈ 
Is it useful to youβ 
π  Tags: #ML #TRANSFORMER
http://t.me/codeprogrammerβοΈ 
Is it useful to you
http://t.me/codeprogrammer
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  π9β€1
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  Transformer: Multi-Head Attention
Math vs Codeπ¨βπ» 
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 youβ 
π  Tags: #ML #TRANSFORMER
http://t.me/codeprogrammerβοΈ 
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
http://t.me/codeprogrammer
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  π15β€1
  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
https://t.me/owlsonton_bot/join?startapp=418788114
π5
  Forwarded from ML - DS/DA/DE - AI [Jobs, InterviewPrep]
  
πHow 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! βοΈ
Right now she has started a marathon on her channel and is running it absolutely free. π‘
To participate in the marathon, you will need to :
1. Subscribe to the channel SIGNALS BY LISA TRADER π
2. Write in private messages : βMarathonβ and start participating!
πCLICK HEREπ
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! βοΈ
Right now she has started a marathon on her channel and is running it absolutely free. π‘
To participate in the marathon, you will need to :
1. Subscribe to the channel SIGNALS BY LISA TRADER π
2. Write in private messages : βMarathonβ and start participating!
πCLICK HEREπ
π5β€1
  8_Workbook_Hidden_Layer.pdf
    195.1 KB
  Hidden Layer
AI by HandβοΈ  Workbook - 25 Exercises ποΈββοΈ 
Is it useful to youβ 
π  Tags: #ML #AI
http://t.me/codeprogrammerβοΈ 
AI by Hand
Is it useful to you
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  π15β€3π1
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  Hidden Layer
AI by HandβοΈ  Workbook - 25 Answers ποΈββοΈ 
Is it useful to youβ 
π  Tags: #ML #AI
http://t.me/codeprogrammerβοΈ 
AI by Hand
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  π11β€2
  @codeprogrammer Helpful Cheat Sheets Compilation.zip
    5.2 MB
  Including Pandas, NumPy, Matplotlib, Seaborn, and others
Is it useful to you
http://t.me/codeprogrammer
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  π48β€16
  