Repository Index

Official Repository for Code associated with 'Practical Natural Language Processing' book by O'Reilly Media

• natural-language-processing
• natural-language-understanding
• oreilly-books

Open-source python package for the extraction of Radiomics features from 2D and 3D images and binary masks. Support: https://discourse.slicer.org/c/community/radiomics

• radiomics
• cancer-imaging-research
• medical-imaging
• computational-imaging

A collection of reference Jupyter notebooks and demo AI/ML applications for enterprise use cases: marketing, pricing, supply chain, smart manufacturing, and more.

• data-science
• ai
• models
• marketing

​TextWorld is a sandbox learning environment for the training and evaluation of reinforcement learning (RL) agents on text-based games.

• text-based-game
• reinforcement-learning
• text-based-adventure

This tutorial playlist covers data structures and algorithms in python. Every tutorial has theory behind data structure or an algorithm, BIG O Complexity analysis and exercises that you can practice on.

Koç University deep learning framework.

• knet
• deep-learning
• julia
• machine-learning

A machine learning toolkit for log-based anomaly detection [ISSRE'16]

• log-analysis
• anomaly-detection
• failure-diagnosis
• machine-learning

Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.

• nlp
• machine-learning
• natural-language-processing
• explainable-ai

This repository contains small projects related to Neural Networks and Deep Learning in general. Subjects are closely linekd with articles I publish on Medium. I encourage you both to read as well as to check how the code works in the action.

• neural-network
• deep-learning
• visualizations
• numpy

Code for the Lovász-Softmax loss (CVPR 2018)

• image-segmentation
• pytorch
• neural-networks
• loss-functions

The neural network model is capable of detecting five different male/female emotions from audio speeches. (Deep Learning, NLP, Python)

• emotion
• python3
• deep-learning
• neural-network

Advbox is a toolbox to generate adversarial examples that fool neural networks in PaddlePaddle、PyTorch、Caffe2、MxNet、Keras、TensorFlow and Advbox can benchmark the robustness of machine learning models. Advbox give a command line tool to generate adversarial examples with Zero-Coding.

• adversarial-examples
• paddlepaddle
• machine-learning
• security

Aircraft design optimization made fast through computational graph transformations (e.g., automatic differentiation). Composable analysis tools for aerodynamics, propulsion, structures, trajectory design, and much more.

• aerodynamics
• airplane
• cfd
• mdo

Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains

:musical_note: Algorithms written in different programming languages - https://zoranpandovski.github.io/al-go-rithms/

• algorithms
• python
• javascript
• algorithms-and-data-structures

A data visualization curriculum of interactive notebooks.

• visualization-curriculum
• altair
• interactive-notebooks

A list of NLP(Natural Language Processing) tutorials

• nlp
• natural-language-processing
• nlp-tutorial
• neural-machine-translation

Measures the latency between CPU cores

Supporting code for short YouTube series Neural Networks Demystified.

[ICASSP 2024] 🍵 Matcha-TTS: A fast TTS architecture with conditional flow matching

• deep-learning
• flow-matching
• machine-learning
• non-autoregressive

Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering

• convolutional-neural-networks
• deep-learning
• graphs
• graph-signal-processing

Detecting Text in Natural Image with Connectionist Text Proposal Network (ECCV'16)

• ocr
• text-detection

Notebooks for financial economics. Keywords: Jupyter notebook pandas Federal Reserve FRED Ferbus GDP CPI PCE inflation unemployment wage income debt Case-Shiller housing asset portfolio equities SPX bonds TIPS rates currency FX euro EUR USD JPY yen XAU gold Brent WTI oil Holt-Winters time-series forecasting statistics econometrics

• jupyter-notebook
• pandas
• federal-reserve
• gdp

A Deep Learning Toolkit for DTI, Drug Property, PPI, DDI, Protein Function Prediction (Bioinformatics)

• drug-repurposing
• deep-learning
• drug-target-interactions
• toolkit