fastbook
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| fastbook | tardyai | |
|---|---|---|
| 23 | 3 | |
| 20,711 | 1 | |
| 1.8% | - | |
| 2.6 | 7.4 | |
| 14 days ago | 5 months ago | |
| Jupyter Notebook | Rust | |
| GNU General Public License v3.0 or later | - |
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fastbook
- The fastai book, published as Jupyter Notebooks
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fast.ai Book in Rust - Chapter 2 - Part 1
This chapter focuses on defining the DataLoader classes and a Bing Image Search downloader that is provided with the fastai library. We're not going to implement a Bing downloader. That is too much work for something that could be a crate on its own. Please feel free to write such a crate, though, the world could use one.
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Fastai Chapter 4 - The important parts, Part 2: Building a regression model
The book is available online here The course is accessible here
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Need help trying to run Fastai notebooks on kaggle.
Fastai Lesson 2 notebook
- Fast.ai's Practical Deep Learning for Coders Has Been Updated
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How can i as 15 years old start learning machine learning, i watched some python courses on youtube but it covered the basics and I want to go more in depth. Are there any books, online courses, etc.. I cant really pay for anything so no paid courses. Thank you
I recently read the FastAI book from O'Reilly, which is also published as a series of notebooks on GitHub here. I personally liked it because it shows how to obtain a working model trained with modern techniques without delving too much in the low-level details.
- [D] Recommendation of books to achieve a deeper knowledge of the field
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I recently got a bit of money from my grandparents to get myself a present and I wanted to get a good Python book. Which book would you recommend?
I recommend fastai-fastbook. I just started myself though it’s a coupled with tools and a way of working that may help you including being and to create and publish python packages from a jupyter notebook using nbdev
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“Perceptron” paved the way for AI 60 years too soon (2019)
The fastai book actually makes a nice comparison between the systems described in PDP and modern deep learning.
> In fact, the approach laid out in PDP is very similar to the approach used in today's neural networks.
From: https://github.com/fastai/fastbook/blob/master/01_intro.ipyn...
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Starting a career as a Python developer
I’m a fan of fast book by fastai.
tardyai
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fast.ai Book in Rust - Chapter 2 - Part 1
As per the usual, the code is on Github, or you can checkout the tag chapter-2-1
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Working through the fast.ai book in Rust - Part 6
As always, the code is available on Github or you can fetch the article-6 tag from the repo directly.
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Working through the fast.ai book in Rust - Part 3
Check out the code at github.
What are some alternatives?
fastai - The fastai deep learning library
CLIP - CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image
Franklin.jl - (yet another) static site generator. Simple, customisable, fast, maths with KaTeX, code evaluation, optional pre-rendering, in Julia.
car-damage-detection - Detectron2 for car damage detection using custom dataset
Hands-On-Deep-Learning-Algorithms-with-Python - Hands-On Deep Learning Algorithms with Python, By Packt
articulated-animation - Code for Motion Representations for Articulated Animation paper
models - Models and examples built with TensorFlow
zero-to-mastery-ml - All course materials for the Zero to Mastery Machine Learning and Data Science course.
30-Days-Of-Python - 30 days of Python programming challenge is a step-by-step guide to learn the Python programming language in 30 days. This challenge may take more than100 days, follow your own pace. These videos may help too: https://www.youtube.com/channel/UC7PNRuno1rzYPb1xLa4yktw
project-atlas-sao-paulo - A project for the development of rich geospatial data from the city of São Paulo for use in Machine Learning models.
natural-language-image-search - Search photos on Unsplash using natural language
fastpages - An easy to use blogging platform, with enhanced support for Jupyter Notebooks.