|1 day ago||5 months ago|
|Apache License 2.0||GNU General Public License v3.0 or later|
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.
Top Github repo trends in 2021
47 projects | dev.to | 12 Jan 2022
No surprises here: deep learning is the most popular subcategory, with hugging face transformers repo, YOLOv5, Tensorflow and Deepmind’s Alphafold all in the mix. Surprisingly, the only proper infrastructure-ey repos on the list are Meilisearch and Clickhouse, a tad bit surprising given all the hype data infrastructure receives in VC-world, but again, probably just a question of size of end-user populations + whether data scientists spend tons of time on Github vs. Web Developers…
5% of 666 Python repos had comma typo bugs (inc V8, TensorFlow and PyTorch)
20 projects | news.ycombinator.com | 7 Jan 2022
Also all but 1 of the issues they found relates to test code, it seems people are a little less careful compared to functional code.
Also in terms of mistakes codereviewdoctor twice linked to the same issue in their blog https://github.com/tensorflow/tensorflow/issues/53636 and raised the PR to the wrong project https://github.com/tensorflow/tensorflow/pull/53637 (I guess Tensorflow vendors Keras, easy mistake)20 projects | news.ycombinator.com | 7 Jan 2022
How we found and helped fix 24
bugs in 24 hours (in Tensorflow, Sentry, V8, PyTorch, Hue, and more)
6 projects | dev.to | 5 Jan 2022
Political systems can be designed to allow more to happen with less political capital being wasted
1 project | reddit.com/r/PoliticalPhilosophy | 3 Jan 2022
1 project | reddit.com/r/machinelearningmemes | 30 Dec 2021
Source in github
Someone had a lot to say in a TensorFlow GitHub issue
1 project | news.ycombinator.com | 29 Dec 2021
On the official tensorflow repo. They closed it without a fix.
2 projects | reddit.com/r/ProgrammerHumor | 28 Dec 2021
Edit (link): https://github.com/tensorflow/tensorflow/issues/535492 projects | reddit.com/r/ProgrammerHumor | 28 Dec 2021
An honest guy...
1 project | reddit.com/r/ProgrammerHumor | 27 Dec 2021
We haven't tracked posts mentioning CNTK yet.
Tracking mentions began in Dec 2020.
What are some alternatives?
PaddlePaddle - PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）
Prophet - Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
scikit-learn - scikit-learn: machine learning in Python
Keras - Deep Learning for humans
xgboost - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
LightFM - A Python implementation of LightFM, a hybrid recommendation algorithm.
Pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration
MLflow - Open source platform for the machine learning lifecycle
gensim - Topic Modelling for Humans
Deeplearning4j - Suite of tools for deploying and training deep learning models using the JVM. Highlights include model import for keras, tensorflow, and onnx/pytorch, a modular and tiny c++ library for running math code and a java based math library on top of the core c++ library. Also includes samediff: a pytorch/tensorflow like library for running deep learning using automatic differentiation.
LightGBM - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.