iterative-grabcut
fastai
| iterative-grabcut | fastai | |
|---|---|---|
| 1 | 9 | |
| 43 | 25,610 | |
| - | 0.4% | |
| 0.0 | 8.0 | |
| over 2 years ago | 7 days ago | |
| Jupyter Notebook | Jupyter Notebook | |
| MIT License | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
iterative-grabcut
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ModNet, a state-of-the-art model for image matting in 2021. I explain what image matting is and how AI attacks this complex challenge showcasing this incredible paper. All the references are in the description of the video
GrabCut algorithm used in the video: https://github.com/louisfb01/iterative-grabcut
fastai
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Cleared AWS Machine Learning - Specialty exam.. Happy to help!!!
Jeremy Howard's YouTube Channel - Jeremy maintains the fastai library, which is an excellent package that will help anyone build complicated ML architectures in minimum time. His YouTube Channel has a number of free courses which do an amazing job of covering a variety of ML topics, and he also maintains a very active forum for people studying ML.
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Coding your own AI in 2023 with fastai
To create the AI we will use fastai. This is a python library, which is build on top of pytorch. No worries, you don't need to know how to code python. We will learn how this stuff works along the way :)
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Fast.ai starts a corporate partnership program
You may know fast.ai as a popular deep learning course. There is also a deep learning library with the same name (https://github.com/fastai/fastai) as well as software development tools like nbdev (https://nbdev.fast.ai/).
fast.ai has been offering education and tools for free for over 7 years, and has been approached by many companies asking for help. This program offers an avenue for business to get relevant professional services and support.
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People tricking ChatGPT “like watching an Asimov novel come to life”
The "fastai" course is free, and does a really nice job walking you through building simple neural nets from the ground up:
https://github.com/fastai/fastai
What's going on here is the exact same thing, just much, much larger.
- Programação letrada com Jupyter Notebook e Nbdev
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Why noone uses nbdev for library development?
Development NB: https://github.com/fastai/fastai/blob/master/nbs/09_vision.augment.ipynb
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[D] What Repetitive Tasks Related to Machine Learning do You Hate Doing?
There is already a ton of momentum around automating ML workflows. I would suggest you contribute to a preexisting project like, for instance, PyTorch Lightning or fast.ai.
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Good practices for neural network training: identify, save, and document best models
If you are unaware of what fastai is, its official description is:
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D I Refuse To Use Pytorch Because Its A Facebook
Also, not a single docstring to document any code in the library - https://github.com/fastai/fastai/blob/master/fastai/vision/learner.py
What are some alternatives?
SmoothStream - Webcam, PiCamera streaming over the network with Python made easy.
pytorch-lightning - Build high-performance AI models with PyTorch Lightning (organized PyTorch). Deploy models with Lightning Apps (organized Python to build end-to-end ML systems). [Moved to: https://github.com/Lightning-AI/lightning]
PRML - PRML algorithms implemented in Python
fastbook - The fastai book, published as Jupyter Notebooks
CheekyKeys - Use Python, OpenCV, and MediaPipe to control a keyboard with facial gestures
Watermark-Removal-Pytorch - 🔥 CNN for Watermark Removal using Deep Image Prior with Pytorch 🔥.
BlockchainEngineering - Learn to think like a blockchain designer by solving practical challenges
PySyft - Perform data science on data that remains in someone else's server
Steganography - Hiding Text and Image inside an Image
lego-mindstorms - My LEGO MINDSTORMS projects (using set 51515 electronics)
machine_learning_basics - Plain python implementations of basic machine learning algorithms
ru-dalle - Generate images from texts. In Russian