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awesome-data-science-viz

:boom: :chart_with_upwards_trend: A curated list of data science, analysis and visualization tools
https://github.com/quantmind/awesome-data-science-viz

Last synced: 6 days ago
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Machine Learning
- Resources
  - Data science ipython notebooks
  - TopDeepLearning
  - Probabilistic Programming and Bayesian Methods for Hackers - first, mathematics-second point of view. All in pure Python
  - Python data-science handbook
  - Awesome Machine Learning
  - Deep Learning Papers Reading Roadmap
  - Dive into machine learning
- Frameworks
  - Caffe
  - Torch
  - Scikit Learn
  - XGboost
  - PyTorch
  - Keras
  - Vowpal Wabbit
- Neural networks
- Reinforcement Learning
  - Keras-rl
  - Gym
  - TFLearn - level API for [TensorFlow][].
  - Tensorforce
- Examples
  - AIMA python - Intelligence-Approach-Stuart-Russell/dp/1292153962)
  - TensorFlow Examples
NLP
- Analysis
  - huggingface/transformers - of-the-art Natural Language Processing for Pytorch and TensorFlow 2.0
  - Natural Language Toolkit
  - fastText
  - TextBlob - of-speech tagging, noun phrase extraction, sentiment analysis, classification, translation, and more.
  - simhash - duplicate web documents
  - langdetect - detection library to Python.
  - SpaCy
  - simhash - duplicate web documents
- Tools
  - dataprofiler - level CNN.
  - inflect.py
- Resources
  - Oxford Deep NLP 2017 course
- Examples
  - Recurrent Neural Network
Images
- Frameworks
  - SimpleCV
  - match
  - Noteshrink
  - srez - resolution through deep learning
  - CovNetJS
  - match
- Resources
  - Convolutional neural network - forward artificial neural network that have successfully been applied to analyzing visual imagery.
Data
- Storage
  - pytables
- Sources
  - Public APIs
  - 7 and a quarter hours of largely highway driving
- Aggregators
  - pyspider
  - Newspaper - text, and article metadata extraction in Python 3.
- Explore
  - Crossfilter
Visualization
- Resources
- Python Libraries
  - Altair - Lite
- D3 based libraries
  - d3-waffle
- Digital Art
  - Generating Abstract Patterns with TensorFlow
Languages
- Python
  - Awesome Python

Programming Languages

Python 24 C++ 4 Jupyter Notebook 4 JavaScript 2 HTML 1 C 1

Categories

Machine Learning 23 NLP 12 Images 7 Visualization 6 Data 6 License 2 Languages 1

Sub Categories

Frameworks 13 Resources 12 Analysis 8 Reinforcement Learning 4 Neural networks 3 Examples 3 Tools 2 Sources 2 Aggregators 2 JavaScript 2 Explore 1 Python 1 Storage 1 Digital Art 1 Python Libraries 1 D3 based libraries 1

Keywords

machine-learning 14 python 13 deep-learning 10 data-science 6 nlp 6 tensorflow 5 natural-language-processing 5 pandas 3 data-analysis 2 vision 2 statistics 2 jupyter-notebook 2 pytorch 2 crawler 2 scikit-learn 2 numpy 2 matplotlib 2 nlp-library 2 neural-network 2 nltk 2 tutorial 1 examples 1 bert 1 tflearn 1 flax 1 recurrent-neural-networks 1 jax 1 language-model 1 language-models 1 model-hub 1 pretrained-models 1 pytorch-transformers 1 seq2seq 1 speech-recognition 1 transformer 1 aws 1 big-data 1 caffe 1 hadoop 1 kaggle 1 keras 1 mapreduce 1 scipy 1 spark 1 theano 1 bayesian-methods 1 mathematical-analysis 1 pymc 1 distributed-systems 1 gbdt 1