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Hands-On Machine Learning with Scikit-Learn and PyTorch
Aurélien Géron
Synopsis
The potential of machine learning today is extraordinary, yet many aspiring developers and tech professionals find themselves daunted by its complexity. Whether you're looking to enhance your skill set and apply machine learning to real-world projects or are simply curious about how AI systems function, this book is your jumping-off place.
With an approachable yet deeply informative style, author Aurélien Géron delivers the ultimate introductory guide to machine learning and deep learning. Drawing on the Hugging Face ecosystem, with a focus on clear explanations and real-world examples, the book takes you through cutting-edge tools like Scikit-Learn and PyTorch—from basic regression techniques to advanced neural networks. Whether you're a student, professional, or hobbyist, you'll gain the skills to build intelligent systems. Understand ML basics, including concepts like overfitting and hyperparameter tuning
Complete an end-to-end ML project using scikit-Learn, covering everything from data exploration to model evaluation
Learn techniques for unsupervised learning, such as clustering and anomaly detection
Build advanced architectures like transformers and diffusion models with PyTorch
Harness the power of pretrained models—including LLMs—and learn to fine-tune them
Train autonomous agents using reinforcement learning
Yes? Your code - your laws (until it's not on public)
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And a quick question is can I make my own changes to see how it works?
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About your weather app
https://openweathermap.org/api/one-call-4?collection=one_call_api
https://github.com/aiogram/aiogram/blob/dev-3.x/examples/echo_bot.py
Keep in mind you can do everything with any turing-complete language
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you can make telegram bot with like only vba script idk
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I don't think that's ML theme, but that's trivial, yeah. You can add here, like, telegram bot and tada you have telegram bot with weather command and cool ui because telegram
Documentation is always allowed remember that
Thanks for advice im gonna buy some of them by tomorrow
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"Learning Python"
"Fluent Python" (2022)
"Grokking Algorithms"
"Gang of Four"
Maybe "Clean Code/Architecture", but STRICTLY AFTER LEARNING LANGUAGE
And um... just do something cool what you want without AI
Just wanted to ask do you guys have any good source to learn?
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1626、当美景都重叠, please verify you are human by clicking the button below. You have 90 seconds.
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I don't really understand what are you talking about, what you do already?
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I got the api key i just have to replace the token at that special part right?
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At first I tried to learn html/css then at the js part I left it cuz it was suffering
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Im Just wondering to build a weather checker without YouTube tutorials all by my self
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You can find some books free in github and that legal I presume
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xD I already learned from YouTube no idea what books should I read
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I'm learning machine learning and some libraries like num py
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Nah, you need to understand what you do and how to read documentation.
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Yh i need an answer from someone who's tried before
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It's described in the official docs: https://docs.python.org/3/library/subprocess.html#popen-constructor Or do you have a more specific question?
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