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Yaroslav Pikaliov's Projects

silvius icon silvius

Kaldi-based speech recognition system + grammar

sincnet icon sincnet

SincNet is a neural architecture for efficiently processing raw audio samples.

spacy icon spacy

💫 Industrial-strength Natural Language Processing (NLP) with Python and Cython

spych icon spych

Scripts/Tools used for working with automatic speech recognition.

tensorflow icon tensorflow

Computation using data flow graphs for scalable machine learning

tensorflow-1 icon tensorflow-1

Hands-On Machine Learning with Scikit-Learn and TensorFlow

tensorflow_ctc_example icon tensorflow_ctc_example

A short example of training a bidirectional LSTM model with connectionist temporal classification

tensorflow_ner icon tensorflow_ner

tensorflow implementation of CNN+BLSTM+CRF model for entity recognition

textclassifier icon textclassifier

Text classifier for Hierarchical Attention Networks for Document Classification

tf-adaptive-softmax-lstm-lm icon tf-adaptive-softmax-lstm-lm

The experiment result of LSTM language models on PTB (Penn Treebank) and GBW (Google Billion Word) using AdaptiveSoftmax on TensorFlow.

tf-bilstm-to-coreml icon tf-bilstm-to-coreml

Python program to convert a Tensorflow bidirectional LSTM + CTC loss layer to a CoreML model.

tfdnn-kaldi icon tfdnn-kaldi

Practiced implementing a simple DNN (along with discriminative pretraining) for acoustic modelling for ASR and used kaldi for frontend and decode. Kaldi features, alignment, etc are used in python using Karel's (https://github.com/vesis84) library (https://github.com/vesis84/kaldi-io-for-python).

tfkaldi icon tfkaldi

Speech recognition software where the neural net is trained with TensorFlow and GMM training and decoding is done in Kaldi

tflearn icon tflearn

Deep learning library featuring a higher-level API for TensorFlow.

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