Awesome List Updates on Jun 21, 2017

8 awesome lists updated today.

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1. Awesome Aws

SDKs and Samples / Java SDK

• Repo 🔥🔥🔥🔥🔥 (⭐4k)

2. Awesome Network Analysis

Software / Python

• hiveplot - Python utility for drawing networks as hive plots on matplotlib, a more comprehensive network visualization.

3. Awesome Web Archiving

Tools & Software / Utilities

• webarchive-indexing (⭐41) - Tools for bulk indexing of WARC/ARC files on Hadoop, EMR or local file system.

4. Machine Learning with Ruby

Articles, Posts, Talks, and Presentations / Vector search

• 2012
  • Machine Learning with Ruby, Part One by Vasily Vasinov ^[tutorial]
  • Recurrent Neural Networks in Ruby by Joseph Wilk ^[post]
  • Recommendation Engines using Machine Learning, and JRuby by Matthew Kirk ^[video]
  • Practical Machine Learning and Rails by Andrew Cantino and Ryan Stout ^[video]

• 2010
  • bayes_motel – Bayesian classification for Ruby by Mike Perham ^[post]
  • Intelligent Ruby: Getting Started with Machine Learning by Ilya Grigorik ^[video]

5. Awesome Python Scientific Audio

Audio Related Packages / Feature extraction

• audiolazy (⭐658) 🐙 (⭐658) 📦 - Realtime Audio Processing lib, general purpose.

• aubio 🐙 (⭐3k) 📦 - Feature extractor, written in C, Python interface.

• python_speech_features (⭐2.3k) 🐙 (⭐2.3k) 📦 - Common speech features for ASR.

Audio Related Packages / Read-Write

• audioread (⭐442) 🐙 (⭐442) 📦 - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.

• pySox (⭐470) 🐙 (⭐470) 📦 - Wrapper for sox.

• tinytag (⭐606) 🐙 (⭐606) 📦 - reading music meta data of MP3, OGG, FLAC and Wave files.

Audio Related Packages / Transformations - General DSP

• AudioTK (⭐241) 🐙 (⭐241) - DSP filter toolbox (lots of filters).

• Gammatone (⭐198) 🐙 (⭐198) - Gammatone filterbank implementation.

• pyFFTW 🐙 (⭐333) 📦 - Wrapper for FFTW(3).

• MDCT (⭐44) 🐙 (⭐44) 📦 - MDCT transform.

• pydub 🐙 (⭐7.4k) 📦 - Manipulate audio with a simple and easy high level interface.

• pytftb 🐙 (⭐238) - Implementation of the MATLAB Time-Frequency Toolbox.

• PyRubberband (⭐133) 🐙 (⭐133) 📦 - Wrapper for rubberband to do pitch-shifting and time-stretching.

• Resampy 🐙 (⭐227) 📦 - Sample rate conversion.

• STFT 🐙 (⭐43) 📦 - Standalone package for Short-Time Fourier Transform.

Audio Related Packages / Speech Processing

• aeneas 🐙 (⭐2.2k) 📦 - Forced aligner, based on MFCC+DTW, 35+ languages.

• pyAudioAnalysis (⭐5.3k)² 🐙 (⭐5.3k) 📦 - Feature Extraction, Classification, Diarization.

• py-webrtcvad (⭐1.7k) 🐙 (⭐1.7k) 📦 - Interface to the WebRTC Voice Activity Detector.

• SpeechRecognition (⭐7.3k) 🐙 (⭐7.3k) 📦 - Wrapper for several ASR engines and APIs, online and offline.

Audio Related Packages / Music Information Retrieval

• Catchy (⭐21) 🐙 (⭐21) - Corpus Analysis Tools for Computational Hook Discovery.

• Madmom 🐙 (⭐1.1k) 📦 - MIR packages with strong focus on beat detection, onset detection and chord recognition.

• mir_eval 🐙 (⭐522) 📦 - Common scores for various MIR tasks. Also includes bss_eval implementation.

Audio Related Packages / Realtime applications

• PYO 🐙 (⭐1.2k) - Realtime audio dsp engine.

• python-sounddevice (⭐836) 🐙 📦 - PortAudio wrapper providing realtime audio I/O with NumPy.

Audio Related Packages / Audio Dataset and Dataloaders

• beets 🐙 (⭐12k) 📦 - Music library manager and MusicBrainz tagger.

• medleydb 🐙 (⭐157) - Parse medleydb audio + annotations.

• Soundcloud API (⭐91) 🐙 (⭐91) 📦 - Wrapper for Soundcloud API.

Audio Related Packages / Wrappers for Audio Plugins

• VamPy Host 📦 - Interface compiled vamp plugins.

Tutorials / Wrappers for Audio Plugins

• MIR Notebooks 🐙 (⭐1.1k) - collection of instructional iPython Notebooks for music information retrieval (MIR).

• Selected Topics in Audio Signal Processing (⭐56) - Exercises as iPython notebooks.

Books / Wrappers for Audio Plugins

• Python Data Science Handbook (⭐39k) - Jake Vanderplas, Excellent Book and accompanying tutorial notebooks.

• Fundamentals of Music Processing - Meinard Müller, comes with Python exercises.

Scientific Papers / Wrappers for Audio Plugins

• Python for audio signal processing - John C. Glover, Victor Lazzarini and Joseph Timoney, Linux Audio Conference 2011.

• librosa: Audio and Music Signal Analysis in Python, Video - Brian McFee, Colin Raffel, Dawen Liang, Daniel P.W. Ellis, Matt McVicar, Eric Battenberg, Oriol Nieto, Scipy 2015.

Other Resources / Wrappers for Audio Plugins

• Coursera Course - Audio Signal Processing, Python based course from UPF of Barcelona and Stanford University.

• Digital Signal Processing Course - Masters Course Material (University of Rostock) with many Python examples.

• Slack Channel - Music Information Retrieval Community.

6. Awesome Lockpicking

Vendors

• Learn Lockpicking - Retailer of speciality practice locks, lock stands, and more.

7. Awesome Vue

Resources / Podcasts

• Request For Commits #12 - Crowdfunding Open Source (Vue.js) (06-15-2017)

8. Awesome Tensorflow

Tutorials

• TensorFlow World (⭐4.5k) - Concise and ready-to-use TensorFlow tutorials with detailed documentation are provided.

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