Data Science Machine Learning Data Analysis
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This channel is for Programmers, Coders, Software Engineers.

1- Data Science
2- Machine Learning
3- Data Visualization
4- Artificial Intelligence
5- Data Analysis
6- Statistics
7- Deep Learning

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Statistics Notes πŸ“ .pdf
4.7 MB
Best Statistics Notes βœ…

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Numpy from basics to advanced.pdf
2.4 MB
πŸ“• Mastering NumPy – From Basics to Advanced

NumPy is an essential library in the world of data science, widely recognized for its efficiency in numerical computations and data manipulation. This powerful tool simplifies complex operations with arrays, offering a faster and cleaner alternative to traditional Python lists and loops.

The "Mastering NumPy" booklet provides a comprehensive walkthroughβ€”from array creation and indexing to mathematical/statistical operations and advanced topics like reshaping and stacking. All concepts are illustrated with clear, beginner-friendly examples, making it ideal for anyone aiming to boost their data handling skills.

#NumPy #Python #DataScience #MachineLearning #AI #BigData #DeepLearning #DataAnalysis


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Using NotebookLM as Your Machine Learning Study Guide

Introducing NotebookLM
Learning machine learning can be challenging. There’s a lot of theory, math, and code to understand, while keeping track of concepts from different sources can get overwhelming. That’s where NotebookLM comes in handy.

If you haven’t heard, NotebookLM is a digital notebook powered by AI. It helps you study smarter by turning your materials into a personalized tutor. You can upload research papers, notes, and textbooks, and then ask questions directly based on those documents. It gives answers based on the uploaded sources.

With NotebookLM, you don’t need to search the entire internet, as it narrows the focus to your own study content. This makes it easier to grasp topics like supervised learning, neural networks, and model evaluation.

In this article, you’ll learn how to use NotebookLM to support your machine learning journey.

Enjoy: https://machinelearningmastery.com/using-notebooklm-as-your-machine-learning-study-guide/
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Encoders and Decoders in Transformer Models

Transformer models have revolutionized natural language processing (NLP) with their powerful architecture. While the original transformer paper introduced a full encoder-decoder model, variations of this architecture have emerged to serve different purposes. In this article, we will explore the different types of transformer models and their applications.

Let’s get started.
This article is divided into three parts; they are:

Full Transformer Models: Encoder-Decoder Architecture
Encoder-Only Models
Decoder-Only Models

Enjoy:
https://machinelearningmastery.com/encoders-and-decoders-in-transformer-models/
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deep learning book.pdf
14.5 MB
⚑ A beautiful booklet for learning deep learning in a smooth and concise way without diving into the world of complexity.

βœ… I highly recommend reading this enjoyable booklet.

#DeepLearning #AI #MachineLearning #LearnAI #DeepLearningForBeginners

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python_basics.pdf
212.3 KB
πŸš€ Master Python with Ease!

I've just compiled a set of clean and powerful Python Cheat Sheets to help beginners and intermediates speed up their coding workflow.

Whether you're brushing up on the basics or diving into data science, these sheets will save you time and boost your productivity.

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Python Basics
Jupyter Notebook Tips
Importing Libraries
NumPy Essentials
Pandas Overview

Perfect for students, developers, and anyone looking to keep essential Python knowledge at their fingertips.

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πŸ˜€ Introduction to Machine Learning – Laurent Younes

Looking for a clear and concise introduction to machine learning? This book by Laurent Younes provides a solid foundation in ML concepts, from theory to practical applications.

Perfect for students, researchers, and enthusiasts aiming to build a strong understanding of the core principles behind modern machine learning.

πŸ“„ Read the Book (PDF)
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Polars.pdf
391.5 KB
πŸ“– A comprehensive cheat sheet for working with Polars


🌟 Have you ever worked with pandas and thought that was the fastest way? I thought the same thing until I worked with Polars.

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