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01/17/2021 010:36 PM

Automatic Speech Recognition with DeepSpeech, Python and ROS Integration

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(223 ratings)
  • access_time 5 hours
  • trending_up Intermediate
  • label Artificial Intelligence
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About This Course

Join "Automatic Speech Recognition with DeepSpeech, Python and ROS Integration" on Robociti to advance your Speech Processing skills and explore how to build an Automatic Speech Recognition (ASR) module that can process a live or pre-recorded audio stream in order to recognize words and sentences of the English language according to a pre-trained vocabulary and produce the transcript of the given speech snippet. To achieve this, the popular ASR model DeepSpeech is used, along with Python programming and ROS (Robot Operating System) for further integration in larger projects in AI and Robotics that require this End-To-End module. Firstly, students are taught the basics about the structure of the DeepSpeech ASR model using RNNs. Then, the core parameters needed to use DeepSpeech are presented in order to create accurate Speech Recognition predictions. Finally, the module is integrated into the ROS framework for easier use with other modules in robotic and AI applications.

Course Features

  • check_circle Programming Environment
  • check_circle Jupyter Notebook
  • check_circle Forum & Support

Course Chapters

DeepSpeech Structure

  • Robot Management
  • WorkSpace Setup
  • DeepSpeech introduction
  • Inferences with DeepSpeech
  • Voice activity detection
  • Ros integration
  • Course Completion
Requirements
Students are required to have basic knowledge of Python programming and Machine Learning concepts, as well as basic understanding of Speech Processing. Robociti courses such as "Introduction to Speech Recognition with Neural Networks", "Introduction to Machine Learning" and "Python Basics for AI & Robotics I & II" are considered as prerequisites for this course. Additionally, since this module can be part of a bigger Speech Recognition pipeline, students could also study the "Hot Word Detection with Python, Neural Networks-TensorFlow and ROS Integration" Robociti course before taking on the entire ASR Engine module.

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Robiciti Team

Course Reviews

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Robociti is the go-to platform to learn robotics from scratch. Its teaching methodology equips you with knowledge that is relevant, with lesson progressions that build foundation upon foundation.

Jeffrey - Engineering Student

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Finally a platform for the community of RoboGeeks, where one does not only have the opportunity to acquire the know-how of robotics, but can also meet and connect with others who share the same interest!

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The courses on Robociti are a great way to have a soft start in robotics. I didnt have any experience before and found that the coding and building were taught very instructively.

Adrian - Robotics Student

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Very easy to understand. The slides and quizzes make this course easy and interesting.

Dylan - Student

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I love this course. It is great. I am a beginner and so far I understand it.

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