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.

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๐Ÿ”– Sharing a handy cheat sheet on 12 key Git commands โ€” this is the basic set that no developer can do without

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Forwarded from Data Analytics
A comprehensive summary of the Seaborn Library.pdf
3.3 MB
๐Ÿ“Š A comprehensive summary of the ยซSeaborn Libraryยป

๐Ÿ‘จ๐Ÿปโ€๐Ÿ’ป One of the best choices for any data scientist to convert data into clear and beautiful charts, so that they can better understand what the data is saying and also be able to present the results correctly and clearly to others, is the Seaborn library.

โœ… A very user-friendly library for creating professional charts with minimal coding. It is built on top of Matplotlib but is simpler and easier to use than that.

โœ๏ธ With this summary, you will learn the syntax, see many examples and real applications of #Seaborn, and ultimately help you elevate your #datavisualization skills by several levels.

๐ŸŒ #Data_Science #DataScience

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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...

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If you want to truly understand how AI systems like #GPT, #Claude, #Llama or #Mistral work at their core, these 85 foundational concepts are essential. The visual below breaks down the most important ideas across the full #AI and #LLM landscape.

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๐Ÿš€ #Pandas Cheat Sheet for Everyday Data Work

This covers the essential functions we use in day to day work like inspecting data, selecting rows and columns, cleaning, manipulating and doing quick aggregations.

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Probability Distributions Cheat Sheet.pdf
2.6 MB
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From weather forecasts to financial markets, probability helps us make smarter choices.

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Understand Binomial, Poisson, Normal, and more in the simplest way possible.

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Learn why "50-50 odds" donโ€™t always mean a fair game.

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The best way to learn is through intuitive graphs and real-world examples!

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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

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