Awesome List Updates on Aug 27, 2019
10 awesome lists updated today.
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1. Awesome Mac
Developer Tools / API Development and Analysis
- Paw - Advanced HTTP client.
2. Awesome Streaming
Table of Contents / Streaming Engine
- Gearpump (⭐764) [Scala] - lightweight real-time distributed streaming engine built on Akka.
3. Awesome Selfhosted
Software / Media Streaming - Video Streaming
- ShinobiCE - Open Source CCTV software written in Node with both IP and local camera support.
AGPL-3.0/GPL-3.0
Nodejs
4. Awesome Swift
UI / Barcode
- FlexibleHeader (⭐69) - A container view that responds to scrolling of UIScrollView.
- OverlayContainer (⭐1.1k) - OverlayContainer makes it easier to develop overlay based interfaces, such as the one presented in the Apple Maps or Stocks apps.
Alert / Barcode
- AwaitToast (⭐138) - 🍞 An async waiting toast with basic toast. Inspired by facebook posting toast.
5. Tools
Color
6. Awesome Python Data Science
Machine Learning / General Purpose Machine Learning
- Shogun - Machine learning toolbox.
- xLearn (⭐3k) - High Performance, Easy-to-use, and Scalable Machine Learning Package.
- mlpack (⭐4.2k) - A scalable C++ machine learning library (Python bindings).
- dlib (⭐12k) - Toolkit for making real-world machine learning and data analysis applications in C++ (Python bindings).
- pyGAM (⭐755) - Generalized Additive Models in Python.
Machine Learning / Automated Machine Learning
- MLBox (⭐1.4k) - A powerful Automated Machine Learning python library.
Machine Learning / Kernel Methods
- liquidSVM (⭐57) - An implementation of SVMs.
Data Manipulation / Data Frames
- pandas - Powerful Python data analysis toolkit.
- xpandas (⭐25) - Universal 1d/2d data containers with Transformers .functionality for data analysis by The Alan Turing Institute.
- Arctic (⭐2.9k) - High-performance datastore for time series and tick data.
Data Manipulation / Pipelines
- pdpipe (⭐700) - Sasy pipelines for pandas DataFrames.
- SSPipe - Python pipe (|) operator with support for DataFrames and Numpy, and Pytorch.
- Dataset (⭐184) - Helps you conveniently work with random or sequential batches of your data and define data processing.
- Prodmodel (⭐54) - Build system for data science pipelines.
Feature Engineering / General
- Featuretools (⭐6.5k) - Automated feature engineering.
Visualization / General Purposes
- Matplotlib (⭐17k) - Plotting with Python.
- seaborn (⭐10k) - Statistical data visualization using matplotlib.
- prettyplotlib (⭐1.6k) - Painlessly create beautiful matplotlib plots.
- python-ternary (⭐617) - Ternary plotting library for Python with matplotlib.
- missingno (⭐3.5k) - Missing data visualization module for Python.
Model Explanation / NLP
- Alibi (⭐1.9k) - Algorithms for monitoring and explaining machine learning models.
- anchor (⭐744) - Code for "High-Precision Model-Agnostic Explanations" paper.
- aequitas (⭐526) - Bias and Fairness Audit Toolkit.
- ELI5 (⭐2.6k) - A library for debugging/inspecting machine learning classifiers and explaining their predictions.
- L2X (⭐115) - Code for replicating the experiments in the paper Learning to Explain: An Information-Theoretic Perspective on Model Interpretation.
- PDPbox (⭐727) - Partial dependence plot toolbox.
- PyCEbox (⭐143) - Python Individual Conditional Expectation Plot Toolbox.
- Skater (⭐1.1k) - Python Library for Model Interpretation.
- AI Explainability 360 (⭐1.3k) - Interpretability and explainability of data and machine learning models.
Reinforcement Learning / NLP
- OpenAI Gym (⭐30k) - A toolkit for developing and comparing reinforcement learning algorithms.
Probabilistic Methods / NLP
- PyMC (⭐7.3k) - Bayesian Stochastic Modelling in Python.
- PyStan (⭐243) - Bayesian inference using the No-U-Turn sampler (Python interface).
- pgmpy (⭐2.3k) - A python library for working with Probabilistic Graphical Models.
- emcee (⭐1.3k) - The Python ensemble sampling toolkit for affine-invariant MCMC.
- hsmmlearn (⭐71) - A library for hidden semi-Markov models with explicit durations.
- pyhsmm (⭐528) - Bayesian inference in HSMMs and HMMs.
Genetic Programming / NLP
- DEAP (⭐5k) - Distributed Evolutionary Algorithms in Python.
- monkeys (⭐117) - A strongly-typed genetic programming framework for Python.
Optimization / NLP
- Spearmint (⭐1.5k) - Bayesian optimization.
- SMAC3 (⭐796) - Sequential Model-based Algorithm Configuration.
- Optunity (⭐402) - Is a library containing various optimizers for hyperparameter tuning.
- hyperopt (⭐6.6k) - Distributed Asynchronous Hyperparameter Optimization in Python.
- SafeOpt (⭐113) - Safe Bayesian Optimization.
- scikit-optimize (⭐2.5k) - Sequential model-based optimization with a
scipy.optimize
interface.
- Solid (⭐564) - A comprehensive gradient-free optimization framework written in Python.
- PySwarms (⭐1k) - A research toolkit for particle swarm optimization in Python.
- Platypus (⭐442) - A Free and Open Source Python Library for Multiobjective Optimization.
- POT (⭐1.8k) - Python Optimal Transport library.
- Talos (⭐1.6k) - Hyperparameter Optimization for Keras Models.
- nlopt (⭐1.4k) - Library for nonlinear optimization (global and local, constrained or unconstrained).
Natural Language Processing / NLP
- NLTK (⭐12k) - Modules, data sets, and tutorials supporting research and development in Natural Language Processing.
- CLTK (⭐763) - The Classical Language Toolkik.
- gensim - Topic Modelling for Humans.
- Phonemizer (⭐798) - Simple text-to-phonemes converter for multiple languages.
Computer Audition / NLP
- librosa (⭐5.7k) - Python library for audio and music analysis.
- Yaafe (⭐232) - Audio features extraction.
- aubio (⭐2.9k) - A library for audio and music analysis.
- Essentia (⭐2.3k) - Library for audio and music analysis, description, and synthesis.
- LibXtract (⭐216) - A simple, portable, lightweight library of audio feature extraction functions.
- Marsyas (⭐371) - Music Analysis, Retrieval, and Synthesis for Audio Signals.
- muda (⭐214) - A library for augmenting annotated audio data.
- madmom (⭐1k) - Python audio and music signal processing library.
Computer Vision / NLP
- OpenCV (⭐67k) - Open Source Computer Vision Library.
- scikit-image (⭐5.2k) - Image Processing SciKit (Toolbox for SciPy).
- imgaug (⭐13k) - Image augmentation for machine learning experiments.
- imgaug_extension - Additional augmentations for imgaug.
- Augmentor (⭐4.9k) - Image augmentation library in Python for machine learning.
- albumentations (⭐12k) - Fast image augmentation library and easy-to-use wrapper around other libraries.
Statistics / NLP
- scikit-posthocs (⭐270) - Pairwise Multiple Comparisons Post-hoc Tests.
Evaluation / NLP
- recmetrics (⭐476) - Library of useful metrics and plots for evaluating recommender systems.
- Metrics (⭐1.6k) - Machine learning evaluation metric.
- AI Fairness 360 (⭐2k) - Fairness metrics for datasets and ML models, explanations, and algorithms to mitigate bias in datasets and models.
Computations / NLP
- numpy - The fundamental package needed for scientific computing with Python.
- bottleneck (⭐865) - Fast NumPy array functions written in C.
- CuPy (⭐6.7k) - NumPy-like API accelerated with CUDA.
- scikit-tensor (⭐396) - Python library for multilinear algebra and tensor factorizations.
- numdifftools (⭐201) - Solve automatic numerical differentiation problems in one or more variables.
- quaternion (⭐540) - Add built-in support for quaternions to numpy.
- adaptive (⭐752) - Tools for adaptive and parallel samping of mathematical functions.
Spatial Analysis / NLP
- PySal (⭐1.1k) - Python Spatial Analysis Library.
Quantum Computing / NLP
- QML (⭐176) - A Python Toolkit for Quantum Machine Learning.
Conversion / NLP
- sklearn-porter (⭐1.2k) - Transpile trained scikit-learn estimators to C, Java, JavaScript, and others.
- ONNX (⭐14k) - Open Neural Network Exchange.
- MMdnn (⭐5.7k) - A set of tools to help users inter-operate among different deep learning frameworks.
7. Awesome Emails
Design / Misc
- Email Template Guide - Using a modular email template system.
8. Awesome Actions
GitHub Tools and Management / Docker Container Actions
Utility / Docker Container Actions
- Debug with SSH over tmate (⭐1.6k) - Debug the Action directly by providing a SSH connection.
9. Awesome Ocaml
Language-related
10. Awesome Perl
Commercial WebServices / DSP
- PagerDuty::Agent - A perl PagerDuty client
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