Awesome List Updates on Aug 27, 2019

9 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 (⭐763) [Scala] - lightweight real-time distributed streaming engine built on Akka.

3. Awesome Swift

UI / Barcode

• FlexibleHeader (⭐72) - A container view that responds to scrolling of UIScrollView.

• OverlayContainer (⭐1.2k) - OverlayContainer makes it easier to develop overlay based interfaces, such as the one presented in the Apple Maps or Stocks apps.

Alert / Barcode

• AwaitToast (⭐144) - 🍞 An async waiting toast with basic toast. Inspired by facebook posting toast.

4. Tools

Color

• Image Color Picker

5. Awesome Python Data Science

Machine Learning / General Purpose Machine Learning

• xLearn (⭐3.1k) - High Performance, Easy-to-use, and Scalable Machine Learning Package.

• mlpack (⭐5.3k) - A scalable C++ machine learning library (Python bindings).

• dlib (⭐14k) - Toolkit for making real-world machine learning and data analysis applications in C++ (Python bindings).

• pyGAM (⭐887) - Generalized Additive Models in Python.

Machine Learning / Kernel Methods

• liquidSVM (⭐67) - An implementation of SVMs.

Automated Machine Learning / Others

• MLBox (⭐1.5k) - A powerful Automated Machine Learning python library.

Natural Language Processing / Others

• NLTK (⭐14k) - Modules, data sets, and tutorials supporting research and development in Natural Language Processing.

• CLTK (⭐846) - The Classical Language Toolkik.

• gensim - Topic Modelling for Humans.

• Phonemizer (⭐1.3k) - Simple text-to-phonemes converter for multiple languages.

Computer Audition / Others

• librosa (⭐7.4k) - Python library for audio and music analysis.

• Yaafe (⭐244) - Audio features extraction.

• aubio (⭐3.4k) - A library for audio and music analysis.

• Essentia (⭐3k) - Library for audio and music analysis, description, and synthesis.

• LibXtract (⭐227) - A simple, portable, lightweight library of audio feature extraction functions.

• Marsyas (⭐411) - Music Analysis, Retrieval, and Synthesis for Audio Signals.

• muda (⭐233) - A library for augmenting annotated audio data.

• madmom (⭐1.4k) - Python audio and music signal processing library.

Computer Vision / Others

• OpenCV (⭐81k) - Open Source Computer Vision Library.

• scikit-image (⭐6.2k) - Image Processing SciKit (Toolbox for SciPy).

• imgaug (⭐15k) - Image augmentation for machine learning experiments.

• imgaug_extension - Additional augmentations for imgaug.

• Augmentor (⭐5.1k) - Image augmentation library in Python for machine learning.

• albumentations (⭐15k) - Fast image augmentation library and easy-to-use wrapper around other libraries.

Probabilistic Graphical Models / Others

• pgmpy (⭐2.8k) - A python library for working with Probabilistic Graphical Models.

Probabilistic Methods / Others

• PyMC (⭐8.9k) - Bayesian Stochastic Modelling in Python.

• PyStan (⭐348) - Bayesian inference using the No-U-Turn sampler (Python interface).

• emcee (⭐1.5k) - The Python ensemble sampling toolkit for affine-invariant MCMC.

• hsmmlearn (⭐83) - A library for hidden semi-Markov models with explicit durations.

• pyhsmm (⭐555) - Bayesian inference in HSMMs and HMMs.

Model Explanation / Others

• Alibi (⭐2.5k) - Algorithms for monitoring and explaining machine learning models.

• anchor (⭐798) - Code for "High-Precision Model-Agnostic Explanations" paper.

• aequitas (⭐706) - Bias and Fairness Audit Toolkit.

• ELI5 (⭐2.8k) - A library for debugging/inspecting machine learning classifiers and explaining their predictions.

• L2X (⭐124) - Code for replicating the experiments in the paper Learning to Explain: An Information-Theoretic Perspective on Model Interpretation.

• PDPbox (⭐850) - Partial dependence plot toolbox.

• PyCEbox (⭐165) - Python Individual Conditional Expectation Plot Toolbox.

• Skater - Python Library for Model Interpretation.

• AI Explainability 360 (⭐1.7k) - Interpretability and explainability of data and machine learning models.

Genetic Programming / Others

• DEAP (⭐6k) - Distributed Evolutionary Algorithms in Python.

• monkeys (⭐122) - A strongly-typed genetic programming framework for Python.

Optimization / Others

• Spearmint (⭐1.6k) - Bayesian optimization.

• SMAC3 (⭐1.1k) - Sequential Model-based Algorithm Configuration.

• Optunity (⭐418) - Is a library containing various optimizers for hyperparameter tuning.

• hyperopt (⭐7.3k) - Distributed Asynchronous Hyperparameter Optimization in Python.

• SafeOpt (⭐143) - Safe Bayesian Optimization.

• scikit-optimize (⭐2.8k) - Sequential model-based optimization with a scipy.optimize interface.

• Solid (⭐575) - A comprehensive gradient-free optimization framework written in Python.

• PySwarms (⭐1.3k) - A research toolkit for particle swarm optimization in Python.

• Platypus (⭐589) - A Free and Open Source Python Library for Multiobjective Optimization.

• POT (⭐2.5k) - Python Optimal Transport library.

• Talos (⭐1.6k) - Hyperparameter Optimization for Keras Models.

• nlopt (⭐2k) - Library for nonlinear optimization (global and local, constrained or unconstrained).

Feature Engineering / General

• Featuretools (⭐7.4k) - Automated feature engineering.

Visualization / General Purposes

• Matplotlib (⭐21k) - Plotting with Python.

• seaborn (⭐13k) - Statistical data visualization using matplotlib.

• prettyplotlib (⭐1.7k) - Painlessly create beautiful matplotlib plots.

• python-ternary (⭐749) - Ternary plotting library for Python with matplotlib.

• missingno (⭐4k) - Missing data visualization module for Python.

Statistics / NLP

• scikit-posthocs (⭐357) - Pairwise Multiple Comparisons Post-hoc Tests.

Data Manipulation / Data Frames

• pandas - Powerful Python data analysis toolkit.

• Arctic (⭐3.1k) - High-performance datastore for time series and tick data.

• xpandas (⭐26) - Universal 1d/2d data containers with Transformers .functionality for data analysis by The Alan Turing Institute.

Data Manipulation / Pipelines

• pdpipe (⭐718) - Sasy pipelines for pandas DataFrames.

• SSPipe - Python pipe (|) operator with support for DataFrames and Numpy, and Pytorch.

• Dataset (⭐202) - Helps you conveniently work with random or sequential batches of your data and define data processing.

• Prodmodel (⭐59) - Build system for data science pipelines.

Evaluation / Synthetic Data

• recmetrics (⭐576) - Library of useful metrics and plots for evaluating recommender systems.

• Metrics (⭐1.6k) - Machine learning evaluation metric.

• AI Fairness 360 (⭐2.5k) - Fairness metrics for datasets and ML models, explanations, and algorithms to mitigate bias in datasets and models.

Computations / Synthetic Data

• numpy - The fundamental package needed for scientific computing with Python.

• bottleneck (⭐1.1k) - Fast NumPy array functions written in C.

• CuPy (⭐9.9k) - NumPy-like API accelerated with CUDA.

• scikit-tensor (⭐403) - Python library for multilinear algebra and tensor factorizations.

• numdifftools (⭐262) - Solve automatic numerical differentiation problems in one or more variables.

• quaternion (⭐622) - Add built-in support for quaternions to numpy.

• adaptive (⭐1.2k) - Tools for adaptive and parallel samping of mathematical functions.

Spatial Analysis / Synthetic Data

• PySal (⭐1.4k) - Python Spatial Analysis Library.

Quantum Computing / Synthetic Data

• QML (⭐202) - A Python Toolkit for Quantum Machine Learning.

Conversion / Synthetic Data

• sklearn-porter (⭐1.3k) - Transpile trained scikit-learn estimators to C, Java, JavaScript, and others.

• ONNX (⭐18k) - Open Neural Network Exchange.

• MMdnn (⭐5.8k) - A set of tools to help users inter-operate among different deep learning frameworks.

6. Awesome Emails

Design / Misc

• Email Template Guide - Using a modular email template system.

7. Awesome Actions

GitHub Tools and Management / Docker Container Actions

• Publish GitHub Releases with Assets (⭐4k)

Utility / Docker Container Actions

• Debug with SSH over tmate (⭐2.9k) - Debug the Action directly by providing a SSH connection.

8. Awesome Ocaml

Language-related

• Inlined records in constructors

9. Awesome Perl

Commercial WebServices / DSP

• PagerDuty::Agent - A perl PagerDuty client

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