Tutorials and Links for ML

Here I have organized Tutorials according Date and Topic for a few ML Topics I am working on

Monthwise

September 2016

• Synthetic sound Generation - Generates synthetic sound via RBM
• Recommender in PySpark - Matrix Factorization method in Pyspark

October 2016

• NLTK Basics
• Rap Lyrics Generator - HMM Based Rap Lyrics Generator

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Topicwise Tutorials

Audio Processing

• Synthetic sound Generation - Generates synthetic sound via RBM

NLP

• NLTK Basics
• Rap Lyrics Generator - HMM Based Rap Lyrics Generator

Recommender Systems

• Recommender in PySpark - Matrix Factorization method in Pyspark

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Topicwise Helpful Links

Deep Learning

• Ext. Understanding LSTM's
• Karapathy's blog on RNN
• Tutorial. LSTM For Sine Wave Reconstruction and Youtube video on how to use LSTM to reconstruct Sine wave.
• Paper. Wavenet For Speech Synthesis and its implementation in tensorflow.(Code)
• Paper. PixelCNN For Generating Conditional Images
• WildML - Blog on RNN

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Papers (With Sourcecode(optional) and pretrained-Models(optional))

Audio Processing

• Wavenet For Speech Synthesis and its implementation in tensorflow.(Code)
• Speech Recognition for RNN
• Tutorial on Speech Recognition using LSTMS, BiDirectional RNN's(Must Read)
• Audio Classification with Structured Deep Learning(Code)
• Kaldi LSTM (Code in C++)
• Kaldi ASR Code with its documentation Kaldi ASR Doc
• Github Speech Recognition Helpful Links (Amazing Links)
• Eesan ASR Pipeline(Code)
• (Short Article)Tech behind Google Voice Transcription
• LSTM RNN Networks for Large Scale Acoustic Modelling
• Alize Speaker Recognition
• Deep Speech - Speech Recognition Paper
• 6 Tools for Music Generation-Review

Image Processing

• PixelCNN For Generating Conditional Images
• MultiLingual POS Tagging with BiDirectional LSTM's Paper with (code)

Interdisciplinary

• Speaker Identification using Multimodal LSTM