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followers: 39.0 following: 4.0 repos: 31.0 gists: 0.0

Name: Steven Hillis

Type: User

Company: Deepgram

Bio: Research Scientist. Speech, NLP, & ML.

Twitter: steven_hillis

Location: Milwaukee

Blog: stevenhillis.com

Steven Hillis's Projects

audio

Data manipulation and transformation for audio signal processing, powered by PyTorch

awesome-asr-contextualization

A curated list of awesome papers on contextualizing E2E ASR outputs

budget

Automated budgeting template using google sheets

cky_parser_with_coarse_to_fine

Array-based CKY Parser for English with Coarse-to-Fine Parsing

cmph

C Minimal Perfect Hashing Library

cnn_by_hand

Numpy implementation of a cnn module

decision_tree_binary_classifier

Decision Tree for Binary Classification

generative_lm

Generative LSTM Language Model

gru_by_hand

Numpy implementation of a GRU Cell

las

Implement the Listen-Attend-Spell with Improvements

maze_solver_with_q_learning

Learn to solve a simple maze with reinforcement learning

mnist_classification_with_mlp

MNIST task using simple MLP

multimodal-multilingual-g2p

Code for multimodal/multilingual G2P system

neural-mt-de-en

Character-level model with (pyramidal) encoder-decoder and attention for IWSLT 2014 DE -> EN dataset, reaching 28.38 BLEU.

nn_by_hand

Numpy implementation of an multilayer perceptron

parsing_reranker_with_svm

Use a Primal SVM (with Perceptron for Feature Extraction) to rerank a parser

phoneme_labeling_with_mlp

Label aligned speech data with phoneme state using a multilayer perceptron

phoneme_recognition

Recognize phonemes from unaligned speech data using LSTM and CTC Decoding

pos_tagging_with_hmm

Use Hidden Markov Model to tag parts of speech

pyannote-audio

Neural building blocks for speaker diarization: speech activity detection, speaker change detection, overlapped speech detection, speaker embedding

python_speech_features

This library provides common speech features for ASR including MFCCs and filterbank energies.

sentiment_analysis_with_logistic_regression

Use logistic regression to analyze the sentiment of movie reivews

shufflenetv2_facial_verification

Train a ShuffleNetV2 as a facial classifier, and then transfer the trained model for use on a facial verification task.

soundstorm-pytorch

Implementation of SoundStorm, Efficient Parallel Audio Generation from Google Deepmind, in Pytorch

sparse_dot_topn

Python package to accelerate the sparse matrix multiplication and top-n similarity selection

stevenhillis.github.io

Blog with Jekyll and github pages.

text-classification

Perform Sentiment Classification using a CNN model.

tranxconalabaseline

Reimplementing the Tranx system (Yin and Neubig 2018)

trigram_lm_with_kn_smoothing

Trigram language model with kneser-ney smoothing

voicebox-pytorch

Implementation of Voicebox, new SOTA Text-to-speech network from MetaAI, in Pytorch

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