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svdmi

Common pre-processing in NLP such as PPMI computation, SVD-based dimensionality reduction, and PLSR-based distribution prediction.

svoice

We provide a PyTorch implementation of the paper Voice Separation with an Unknown Number of Multiple Speakers In which, we present a new method for separating a mixed audio sequence, in which multiple voices speak simultaneously. The new method employs gated neural networks that are trained to separate the voices at multiple processing steps, while maintaining the speaker in each output channel fixed. A different model is trained for every number of possible speakers, and the model with the largest number of speakers is employed to select the actual number of speakers in a given sample. Our method greatly outperforms the current state of the art, which, as we show, is not competitive for more than two speakers.

swav

PyTorch implementation of SwAV https//arxiv.org/abs/2006.09882

synthtext

Code for generating synthetic text images as described in "Synthetic Data for Text Localisation in Natural Images", Ankush Gupta, Andrea Vedaldi, Andrew Zisserman, CVPR 2016.

system-design

Preparing for system design interview questions

system-design-interview

System design interview for IT company

system-design-primer

Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards.

system_design

Preparation links and resources for system design questions

tabular

Python tabular data package.

tadw

code for IJCAI2015 paper "Network Representation Learning with Rich Text Information"

tcn

Sequence modeling benchmarks and temporal convolutional networks

tech-interview-handbook

💯 Materials to help you rock your next coding interview

tecton-examples

Tecton's repository of example code. Used with the documentation to execute common workflows.

tensor2tensor

A library for generalized sequence to sequence models

tensorflow

Computation using data flow graphs for scalable machine learning

tensorflow-examples

TensorFlow Tutorial and Examples for beginners

tensorflow-in-a-nutshell

The repo for the fast and easy guide to the most popular deep learning framework in the world.

tensorflow-mnist-tutorial

Sample code for "Tensorflow and deep learning, without a PhD" presentation and code lab.

tensorflow_cookbook

Code for Tensorflow Machine Learning Cookbook

texar

Toolkit for Machine Learning and Text Generation, in TensorFlow

texar-pytorch

Toolkit for Machine Learning and Text Generation, in PyTorch

text-bags

Perl scripts for massaging document collections in various ways to prepare them for topic modelling.

textbook

The textbook Computational and Inferentinal Thinking: The Foundations of Data Science

textclassificationcnns_mxnet

CNN, NLP and MXNet/Gluon demo

textkbqa

textsne

2-d visualization of high-dimensional input: Python code for rendering t-SNE code with text labels for each point

the-art-of-command-line

Master the command line, in one page

theano_exercises

Exercises for my tutorials on Theano

thefact

thinkpython

Code examples and exercise solutions from Think Python by Allen Downey, published by O'Reilly Media.