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Lisai's Projects

book-notes icon book-notes

Notes from books and other interesting things that I've read.

caffe icon caffe

Caffe: a Fast framework for neural networks. For the most recent version, check out branch dev. For a more stable version, check out branch master.

dataweek-workshop icon dataweek-workshop

Machine learning workshop using Python, pandas, and scikit-learn. The first half of the day covered supervised classification using Logistic Regression and how to use cross validation to evaluate your models . The second half of the day covered unsupervised clustering with Kmeans as well as an overview of the data science process.

deepnet icon deepnet

Implementation of some deep learning algorithms.

dl-meetup-intro icon dl-meetup-intro

Code for participants of "NLP and Deep Learning: introduction - Session I" at Sthlm NLP Meetup of 22 Jan 2015

dotfiles icon dotfiles

Development configuration files for Startup Engineering MOOC. Intended to be forked and customized by students.

easyocr icon easyocr

Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.

extending-deep-er icon extending-deep-er

This project focuses on DeepER, a deep learning framework for entity resolution (record deduplication). It examines how DeepER performs on benchmark datasets under a variety of conditions and also tests a number of extensions designed to improve DeepER's accuracy.

fasttext icon fasttext

Library for fast text representation and classification.

hypergrad icon hypergrad

Exploring differentiation w.r.t hyperparameters

install-opencv icon install-opencv

shell scripts to install different version of OpenCV in different distributions of Linux

ipython icon ipython

Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.

is13 icon is13

RNN and Spoken Language Understanding

jedaitoolkit icon jedaitoolkit

An open source, high scalability toolkit in Java for Entity Resolution.

kaldi-lstm icon kaldi-lstm

C++ implementation of LSTM (Long Short Term Memory), in Kaldi's nnet1 framework. Used for automatic speech recognition, possibly language modeling etc, the training can be switched between CPU and GPU(CUDA). This repo is now merged into official Kaldi codebase(Karel's setup), so this repo is no longer maintained, please check out the Kaldi project instead.

libsvm-3.0.extended.wdi icon libsvm-3.0.extended.wdi

The original LibSVM Python version does not have the interface to computethe value of |w|^2, which can be used for computing the distance of a given sampletowards the hyperplane. We modified the C++ files and corresponding python functions, also re-built the dll file. The modified svm-model object contains the following additional attributes: w_2(|w|^2)+),rho, nSV(no of support vectors for each class), probA, probB. Please refer to readme.wdi file for detailed information.‎

lstm-g icon lstm-g

An implementation of a generalized version of the Long Short-Term Memory neural network architecture and algorithm, one of the most powerful supervised machine learning methodologies.

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