Top 11 Jupyter Notebook GPU Projects
The fastai deep learning libraryProject mention: [D] What Repetitive Tasks Related to Machine Learning do You Hate Doing? | reddit.com/r/MachineLearning | 2022-02-21
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.
H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.Project mention: 20+ Free Tools & Resources for Machine Learning | dev.to | 2022-03-31
H2O.ai H2O is a deep learning tool built in Java. It supports most widely used machine learning algorithms and is a fast, scalable machine learning application interface used for deep learning, elastic net, logistic regression, and gradient boosting.
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An open-source, low-code machine learning library in PythonProject mention: Pycaret | news.ycombinator.com | 2021-12-28
Fast and flexible AutoML with learning guarantees.Project mention: Show HN: AutoAI | news.ycombinator.com | 2021-11-12
Looks like a nice project. I just bookmarked it to try sometime.
At a previous job, my boss wanted me to spend time on AutoML. I based my work on Google’s AdaNet  that did architecture search inside a single TensorFlow session. Unfortunately that project seems to have been abandoned.
🛠 All-in-one web-based IDE specialized for machine learning and data science.Project mention: All-in-One Docker Based IDE for Data Science and ML | news.ycombinator.com | 2021-09-24
Train a state-of-the-art yolov3 object detector from scratch!
An easy to use Natural Language Processing library and framework for predicting, training, fine-tuning, and serving up state-of-the-art NLP models.Project mention: Tools to use for Semantic-searching Question Answering System | reddit.com/r/learnprogramming | 2022-04-23
Check out adaptnlp
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TensorFlow Metal Backend on Apple Silicon Experiments (just for fun)Project mention: TensorFlow Metal Back End on Apple Silicon Experiments (Just for Fun) | news.ycombinator.com | 2021-11-15
AWS virtual gpu device plugin provides capability to use smaller virtual gpus for your machine learning inference workloadsProject mention: Share a GPU between pods on AWS EKS | dev.to | 2021-11-04
This project (available here) uses the k8s device plugin described by this AWS blog post to make GPU-based nodes publish the amount of GPU resource they have available. Instead of the amount of VRAM available or some abstract metric, this plugin advertises the amount of pods/processes that can be connected to the GPU. This is controlled by what is called by NVIDIA as Multi-Process Service (MPS).
✨ 1-Click Free GPU on VS Code with Google ColabProject mention: Ask HN: What ML platform are you using? | news.ycombinator.com | 2022-03-13
I created something that lets you get free GPU on VS Code with Google Colab with just 1-click. Have a look at https://github.com/DerekChia/colab-vscode
This is my default go-to as a poor man ML setup, with environment and dependencies set up automatically via bash script on start up.
Terraform Provider Iterative + Jupyter + TensorBoard + AWS/Azure/GCP/K8sProject mention: How to Run Jupyter In Any Cloud With One Command | dev.to | 2022-04-28
git clone https://github.com/iterative/blog-tpi-jupyter cd blog-tpi-jupyter export NGROK_TOKEN="..." # Signup for free at https://ngrok.com terraform init # Setup local dependencies terraform apply # Create cloud resources & upload workdir terraform refresh # Get URLs (rerun if blank)
Jupyter Notebook GPU related posts
Use Free GPU on VS Code with Google Colab
1 project | news.ycombinator.com | 21 Feb 2022
Good practices for neural network training: identify, save, and document best models
1 project | dev.to | 4 Jan 2022
Run VS Code on Google Colab with 1-click
1 project | reddit.com/r/GoogleColab | 16 Dec 2021
TensorFlow Metal Back End on Apple Silicon Experiments (Just for Fun)
1 project | news.ycombinator.com | 15 Nov 2021
[D] Serverless solutions for GPU inference (if there's such a thing)
2 projects | reddit.com/r/MachineLearning | 22 Feb 2021
D I Refuse To Use Pytorch Because Its A Facebook
1 project | reddit.com/r/MachineLearning | 29 Dec 2020
What are some of the best open-source GPU projects in Jupyter Notebook? This list will help you:
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