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deeplearning.ai-notes

These are my personal notes which I prepared during deep learning specialization taught by AI guru Andrew NG. I have used diagrams and code snippets from the code whenever needed but following The Honor Code.

deeplearning_ai_books

deeplearning.ai（吴恩达老师的深度学习课程笔记及资源）

deeplearningbook-chinese

Deep Learning Book Chinese Translation

deeplearningsourceseparation

Deep Recurrent Neural Networks for Source Separation

deeplearntoolbox

Matlab/Octave toolbox for deep learning. Includes Deep Belief Nets, Stacked Autoencoders, Convolutional Neural Nets, Convolutional Autoencoders and vanilla Neural Nets. Each method has examples to get you started.

deepmmse

DeepMMSE: A Deep Learning Approach to MMSE-based Noise Power Spectral Density Estimation

deepxi

DeepXi: Residual Network-based A Priori SNR Estimator for Speech Enhancement

demucs

Code for the paper Music Source Separation in the Waveform Domain

dilatedrnn

Tensorflow implementation for DilatedRNN

dnn-for-speech-enhancement

DNN-for-speech-enhancement

doa-tools

A set of MATLAB functions for direction-of-arrival (DOA) estimation in array signal processing.

docs

TensorFlow documentation

dragen1860-deep-learning-with-tensorflow-book

dsp-digital-signal-processing-

A general implementation of a FFT, FIR and IIR filters and some otherGeneral Functions in a TMS320C5535 ezdsp including FFT and FIR, IIR filters

fairseq

Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

fft

fft and cross-correlation

fir

gcc-nmf

Real-time GCC-NMF Blind Speech Separation and Enhancement

generalised-side-lobe-canceller

In this project, we implemented a Subband Generalised Sidelobe Canceller(GSC) Beamforming algorithm for suppression of noise interfering with speech signal on ADSP-21262 in real-time environment.

gpurir

Python library for Room Impulse Response (RIR) simulation with GPU acceleration

hierarchical-rnn

Tensorflow implementation of a Hierarchical and Multiscale RNN, described in https://arxiv.org/abs/1609.01704

image2reverb

[ICCV 2021] Image2Reverb: Cross-Modal Reverb Impulse Response Synthesis.

indrnn

TensorFlow implementation of Independently Recurrent Neural Networks

iphonefft

A simple FFT library for the iPhone, based on Ooura's FFT code. You should now use Apple's built-in Accelerate library. This was made before Accelerate was released, so it's now irrelevant.

jiwer

Evaluate your speech-to-text system with similarity measures such as word error rate (WER)

keras-gan

Keras implementations of Generative Adversarial Networks.

keras-tcn

Keras Temporal Convolutional Network.

lpcnet

Efficient neural speech synthesis

lpctron

Tacotron2 + LPCNET for complete End-to-End TTS System

mcse

Multi-channel speech enhancement system (MVDR beamformer + several postfilters)