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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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.

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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.

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Importing Libraries
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Pandas Overview

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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.

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Polars.pdf
391.5 KB
πŸ“– A comprehensive cheat sheet for working with Polars


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This channels is for Programmers, Coders, Software Engineers.

0️⃣ Python
1️⃣ Data Science
2️⃣ Machine Learning
3️⃣ Data Visualization
4️⃣ Artificial Intelligence
5️⃣ Data Analysis
6️⃣ Statistics
7️⃣ Deep Learning
8️⃣ programming Languages

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