Speech Recognition Systems. MPP

Este curso pertenece al Microsoft Professional Program for Artificial Intelligence

 

Índice

Course Introduction 

  • Welcome
  • About This Course
  • Meet The Instructors
  • Introduce Yourself
  • Pre-course Survey

Module 1:  Background and Fundamental Theory

  • Fundamental Theory
  • Phonetics
  • Performance Metrics
  • Other Considerations
  • Module 1 Review
  • Module 1 Lab

Module 2:  Speech Signal Processing

  • Introduction
  • Feature Extraction
  • Mel Filtering
  • Log Compression
  • Feature Normalization
  • Module 2 Review
  • Module 2 Lab

    Module 3:  Acoustic Modeling

    • Introduction
    • Markov Chains 
    • Problems with Markov Models
    • Hidden Markov Models
    • Deep Neural Network Acoustic Models
    • Training Feedforward Deep Neural Networks
    • Using a Sequence based Objective Function
    • Module 3 Review
    • Module 3 Lab

    Module 4:  Language Modeling

    • Introduction
    • N gram Models
    • Language Model Evaluation
    • Operations on Language Models
    • Advanced LM Topics
    • Module 4 Review
    • Module 4 Lab

    Module 5:  Speech Decoding

    • Overview
    • Weighted Finite State Transducers
    • WFSTs and Acceptors
    • Graph Composition
    • Module 5 Review
    • Module 5 Lab

      Module 6: Advanced Acoustic Modeling Techniques

      • Improved Objective Functions
      • Sequential Objective Function
      • Connectionist Temporal Classification
      • Sequence Discriminative Objective Functions
      • Module 6 Review

        Post-Course Survey

        • Post-Course Survey

        Get Microsoft Course Completion Certificate

        • Instructions

               

              Soporte

              Curso con soporte individualizado según se indica en https://nanfor.com/pages/soporte-2-0 

               

              * Todas las tarifas son bonificables menos el examen solo.

                €295.00