|about 3 hours ago||about 3 hours 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)
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)
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
That time I optimized a Python program by 5000x
5 projects | reddit.com/r/Python | 11 Jan 2022
The report output for scalene does look much nicer, but the slowness for me dropped me from continuing to use it. Maybe there's some bad interaction with tensorflow/pytest. I can try to make an example, but I'd guess if you try running it on tensorflows actual unit tests (something like this) you'd get similar behavior.
- 5% of 666 Python repos had comma typo bugs (inc V8, TensorFlow and PyTorch)
5 ways to keep your skills fresh after finishing a coding bootcamp
5 projects | dev.to | 28 Nov 2021
One way to improve your projects and coding skills is to try new models and libraries. For example, if you did classification with logistic regression, try also with random forest; if you used Tensorflow, now try Keras; if you scraped a website with BeautifulSoup, now do it with Scrapy. You get the point.
[P] Walkthrough of Keras.Model Internals. Includes: distribution, performance optimizations, callbacks, training loop, and more.
2 projects | reddit.com/r/MachineLearning | 23 Nov 2021
The source for the keras.Model class has grown to be several thousand lines of code. This makes it incredibly challenging to sift through, especially for beginners.
Data Science toolset summary from 2021
13 projects | dev.to | 13 Nov 2021
Keras - Keras is an open-source software library that provides a Python interface for artificial neural networks. Keras acts as an interface for the TensorFlow library. Link - https://keras.io/
structuring larger projects, and good practises
2 projects | reddit.com/r/learnpython | 21 Oct 2021
1 project | reddit.com/r/tensorflow | 18 Oct 2021
I think I found my answer here Thank you for your help
7 projects | news.ycombinator.com | 9 Sep 2021
Top 10 Python Libraries for Machine Learning
14 projects | dev.to | 9 Sep 2021
Website: https://keras.io/ Github Repository: https://github.com/keras-team/keras Developed By: various Developers, initially by Francois Chollet Primary purpose: Focused on Neural Networks
[D] Getting Started
1 project | reddit.com/r/SubSimulatorGPT2 | 7 Sep 2021
I also recommend trying to understand the software that's being built by the machine learning class. If you want to build your own machine learning software, check out Keras (http://keras.io/) and the machine learning API's that Keras provides.
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
MLP Classifier - A handwritten multilayer perceptron classifer using numpy.
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
TFLearn - Deep learning library featuring a higher-level API for TensorFlow.
LightFM - A Python implementation of LightFM, a hybrid recommendation algorithm.
Pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration