Audio is one of the toughest unstructured data to mine and process. How can machine learning help in processing audio signals.

This technical talk aims at solving audio problems using Machine Learning and Deep Learning to solve problems like audio file classification, audio file tagging/labeling.

As part of the topic below topics will be covered; All the codes shared for the approaches are part of competitions that have led to top 5-10% of ranking in kaggle/crowdai competitions.

1. Structured Feature Extraction for traditional Machine Learning Algorithms - Demo of Feature Extraction and Random Forest/GBM model

2. Multi Dimensional Feature Extraction for Convolution Neural Networks - Demo of Spectrum Analysis using Transfer Learning using ResNet

3. Temporal Dimension Feature Extraction for Recurrent Neural Networks - Demo of Recurrent Neural Networks

 
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Outline/Structure of the Talk

1. Structured Feature Extraction for traditional Machine Learning Algorithms - Demo of Feature Extraction and Random Forest/GBM model

2. Multi Dimensional Feature Extraction for Convolution Neural Networks - Demo of Spectrum Analysis using Transfer Learning using ResNet

3. Temporal Dimension Feature Extraction for Recurrent Neural Networks - Demo of Recurrent Neural Networks

Learning Outcome

Understanding of Machine Learning Applications to Audio.

Target Audience

Machine Learning Enthusiasts/Researchers/Newbies

Prerequisites for Attendees

Understanding of Machine Learning Concepts.

schedule Submitted 3 months ago

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  • Abdul Khader Jilani
    By Abdul Khader Jilani  ~  1 month ago
    reply Reply

    Hi All,

    I have uploaded the demo video for first 20 minutes of the talk.

    Regards,

    Abdul

  • Vishal Gokhale
    By Vishal Gokhale  ~  2 months ago
    reply Reply

    Hi Abdul,

    Thanks for submitting a proposal.

    1. Can you please share slides for this talk?
    2. Also please share a video of any of your previous talks as requested by Vikas.
      If none of your previous talks have been recorded, we request you to please create a short (5-10 mins) summary video of this talk. 
      This helps the program committee to get a feel for your presentation style. 

      The reviews are in their final stages currently. Request you to make the slides and video available to the PC by 21st May.
      Please write back if you have further questions/concerns around this.

    Thanks,
    Vishal

    • Abdul Khader Jilani
      By Abdul Khader Jilani  ~  1 month ago
      reply Reply

      Hi Vishal, will upload by tonight. thanks.

  • Dr. Vikas Agrawal
    By Dr. Vikas Agrawal  ~  2 months ago
    reply Reply

    Dear Abdul: Do you have a video of yourself presenting or introducing this topics please? It will be really useful to post here. 

    Warm Regards

    Vikas

    • Abdul Khader Jilani
      By Abdul Khader Jilani  ~  1 month ago
      reply Reply

      Hi Vikas, will upload by tonight. thanks in advance.