Masterclass Certificate in Acoustic Modeling: Data-Driven
-- ViewingNowThe Masterclass Certificate in Acoustic Modeling: Data-Driven is a comprehensive course that equips learners with essential skills in acoustic modeling. This field is crucial in developing speech recognition systems, a technology in high demand with the growing use of voice-activated assistants and automated customer service.
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โข Unit 1: Introduction to Acoustic Modeling – This unit will cover the fundamentals of acoustic modeling and its significance in speech recognition.
โข Unit 2: Data Preparation for Acoustic Modeling – This unit will focus on preparing data for acoustic modeling, including data cleaning, normalization, and feature extraction.
โข Unit 3: Deep Learning for Acoustic Modeling – This unit will delve into the use of deep learning techniques in acoustic modeling, including deep neural networks (DNNs), convolutional neural networks (CNNs), and recurrent neural networks (RNNs).
โข Unit 4: Gaussian Mixture Models (GMMs) in Acoustic Modeling – This unit will cover the use of GMMs in acoustic modeling, including their benefits and limitations.
โข Unit 5: Hidden Markov Models (HMMs) in Acoustic Modeling – This unit will cover the use of HMMs in acoustic modeling, including their applications in speech recognition.
โข Unit 6: Sequence Training for Acoustic Modeling – This unit will focus on sequence training techniques for acoustic modeling, including maximum likelihood estimation (MLE) and cross-entropy training.
โข Unit 7: Evaluation Metrics for Acoustic Modeling – This unit will cover the common evaluation metrics used in acoustic modeling, such as word error rate (WER) and phone error rate (PER).
โข Unit 8: Practical Implementations of Acoustic Modeling – This unit will provide practical examples of implementing acoustic modeling techniques in real-world applications.
โข Unit 9: Advanced Topics in Acoustic Modeling – This unit will cover advanced topics in acoustic modeling, such as multi-style training and speaker adaptation.
โข Unit 10: Conclusion & Next Steps in Acoustic Modeling – This unit will summarize the key takeaways from the course and provide guidance for further learning in the field.
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