sagemaker-training-toolkit VS data-science-ipython-notebooks

Compare sagemaker-training-toolkit vs data-science-ipython-notebooks and see what are their differences.

sagemaker-training-toolkit

Train machine learning models within a 🐳 Docker container using 🧠 Amazon SageMaker. (by aws)

data-science-ipython-notebooks

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines. (by donnemartin)
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sagemaker-training-toolkit data-science-ipython-notebooks
1 1
468 26,490
2.4% -
6.3 0.0
about 1 month ago about 1 month ago
Python Python
Apache License 2.0 GNU General Public License v3.0 or later
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
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sagemaker-training-toolkit

Posts with mentions or reviews of sagemaker-training-toolkit. We have used some of these posts to build our list of alternatives and similar projects.
  • Distributed training with Horovod/MPI
    1 project | /r/MLQuestions | 2 Apr 2021
    I'm using sagemaker-training-toolkit to attempt hyperparameter optimization and trying to take advantage of all the cores on each machine using their MPI options (which uses Horovod with MPI to my understanding). I'm pretty new to this space and can't find anything that describes in somewhat lay-terms how training works in this distributed model. With AllReduce, how often does the reduce happen? I'm trying to figure out if all training threads are training a shared model such that every thread is training on the "latest" version of the model.

data-science-ipython-notebooks

Posts with mentions or reviews of data-science-ipython-notebooks. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2020-12-27.

What are some alternatives?

When comparing sagemaker-training-toolkit and data-science-ipython-notebooks you can also consider the following projects:

image-super-resolution - 🔎 Super-scale your images and run experiments with Residual Dense and Adversarial Networks.

manjaro-linux - Shell scripts for setting up Manjaro Linux for Python programming and deep learning

jina - ☁️ Build multimodal AI applications with cloud-native stack

BirdNET - Soundscape analysis with BirdNET.

Activeloop Hub - Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow. https://activeloop.ai [Moved to: https://github.com/activeloopai/deeplake]

fugue - A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.

torchlambda - Lightweight tool to deploy PyTorch models to AWS Lambda

kmodes - Python implementations of the k-modes and k-prototypes clustering algorithms, for clustering categorical data

spotty - Training deep learning models on AWS and GCP instances

sports-betting - Collection of sports betting AI tools.

sagemaker-tensorflow-training-toolkit - Toolkit for running TensorFlow training scripts on SageMaker. Dockerfiles used for building SageMaker TensorFlow Containers are at https://github.com/aws/deep-learning-containers.

PMapper - A tool for quickly evaluating IAM permissions in AWS.