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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๐Ÿ“Œ PyTorch Tutorial for Beginners: Build a Multiple Regression Model from Scratch

๐Ÿ—‚ Category: DEEP LEARNING

๐Ÿ•’ Date: 2025-11-19 | โฑ๏ธ Read time: 14 min read

Dive into PyTorch with this hands-on tutorial for beginners. Learn to build a multiple regression model from the ground up using a 3-layer neural network. This guide provides a practical, step-by-step approach to machine learning with PyTorch, ideal for those new to the framework.

#PyTorch #MachineLearning #NeuralNetwork #Regression #Python
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Comprehensive Python Cheatsheet.pdf
6.3 MB
Comprehensive Python Cheatsheet

This Comprehensive #Python Cheatsheet brings together core syntax, data structures, functions, #OOP, decorators, regular expressions, libraries, and more โ€” neatly organized for quick reference and deep understanding.

https://t.iss.one/CodeProgrammer
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All Cheat Sheets Collection (3).pdf
2.7 MB
Python For Data Science Cheat Sheet

#python #datascience #DataAnalysis

https://t.iss.one/CodeProgrammer

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Numpy @CodeProgrammer.pdf
2.4 MB
๐Ÿท Sections of the ยซNumPyยป library
โฌ…๏ธ From introductory to advanced


๐Ÿ‘จ๐Ÿปโ€๐Ÿ’ป This is a long-term project to learn Python and NumPy from scratch. The main task is to handle numerical #data and #arrays in #Python using NumPy, and many other libraries are also used.


โœ๏ธ This section shows a structured and complete path for learning #NumPy; but the code examples and exercises help to practically memorize the concepts.


โญ•๏ธ Introduction to NumPy
๐ŸŸ  NumPy arrays
โญ•๏ธ Introduction to array features
๐ŸŸ  Basic operations on arrays
โญ•๏ธ Functions for statistical and aggregative purposes
๐ŸŸ  And...

https://t.iss.one/CodeProgrammer โ›ˆโšก๏ธ
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Mastering pandas%22.pdf
1.6 MB
๐ŸŒŸ A new and comprehensive book "Mastering pandas"

๐Ÿ‘จ๐Ÿปโ€๐Ÿ’ป If I've worked with messy and error-prone data this time, I don't know how much time and energy I've wasted. Incomplete tables, repetitive records, and unorganized data. Exactly the kind of things that make analysis difficult and frustrate you.

โฌ…๏ธ And the only way to save yourself is to use pandas! A tool that makes processes 10 times faster.

๐Ÿท This book is a comprehensive and organized guide to pandas, so you can start from scratch and gradually master this library and gain the ability to implement real projects. In this file, you'll learn:

๐Ÿ”น How to clean and prepare large amounts of data for analysis,

๐Ÿ”น How to analyze real business data and draw conclusions,

๐Ÿ”น How to automate repetitive tasks with a few lines of code,

๐Ÿ”น And improve the speed and accuracy of your analyses significantly.

๐ŸŒ #DataScience #DataScience #Pandas #Python

https://t.iss.one/CodeProgrammer โšก๏ธ
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The #Python library #PandasAI has been released for simplified data analysis using AI.

You can ask questions about the dataset in plain language directly in the #AI dialogue, compare different datasets, and create graphs. It saves a lot of time, especially in the initial stage of getting acquainted with the data. It supports #CSV, #SQL, and Parquet.

And here's the link ๐Ÿ˜

๐Ÿ‘‰ https://t.iss.one/CodeProgrammer
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