Forwarded from Machine Learning with Python
Numpy from basics to advanced.pdf
2.4 MB
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 walkthrough—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.
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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.
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Enjoy: https://machinelearningmastery.com/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.
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Full Transformer Models: Encoder-Decoder Architecture
Encoder-Only Models
Decoder-Only Models
Enjoy:
https://machinelearningmastery.com/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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Forwarded from Machine Learning with Python
deep learning book.pdf
14.5 MB
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Forwarded from Machine Learning with Python
python_basics.pdf
212.3 KB
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.
Python Basics
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Forwarded from Machine Learning with Python
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Forwarded from Machine Learning with Python
Polars.pdf
391.5 KB
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Forwarded from Machine Learning with Python
Supervised Learning: Classification and Regression
Download: https://faculty.ucmerced.edu/mcarreira-perpinan/teaching/CSE176/lecturenotes.pdf
Download: https://faculty.ucmerced.edu/mcarreira-perpinan/teaching/CSE176/lecturenotes.pdf
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Forwarded from Machine Learning with Python
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Forwarded from Machine Learning with Python
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Forwarded from Data Science Jupyter Notebooks
This well-structured GitHub repository is a goldmine for beginners who want to learn PyTorch with hands-on examples and clear explanations
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