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Introduction
Course Introduction
Module 1: Introduction to AI and Sound
Module 1: Introduction to AI and Sound
Audio Book: Introduction to AI and Sound
Podcast: Introduction to AI and Sound
1.1 What is AI?
1.2 AI in Daily Life: Audio Examples
1.3 Basics of Sound Waves, Amplitude, Frequency
1.4 Digital Audio Fundamentals
1.5 Case Study: AI Tool for Audio
Activity: Flip card
Quiz
Module 2: Harnessing AI Across Audio Domains
Module 2: Harnessing AI Across Audio Domains
Audio Book: Harnessing AI Across Audio Domains
Podcast: Harnessing AI Across Audio Domains
2.1 AI For Audio Enhancement and Restoration
2.2 Audio Super-Resolution And Upscaling
2.3 Real-World Applications: Podcasts, Broadcasts, And Audio Archives
2.4 AI For Audio Accessibility And Personalization
2.5 AI in Speech and Voice Technologies
2.6 Synthetic Voice Generation And Voice Cloning
2.7 Emotion and Intent Detection in Speech
2.8 Popular Audio Libraries: Librosa and Pyaudio
2.9 Use Case and Case Study
Activity: Tab
Quiz
Hands - On
Module 3: Machine Learning & AI for Audio
Module 3: Machine Learning & AI for Audio
Audio Book: Machine Learning & AI for Audio
Podcast: Machine Learning & AI for Audio
3.1 Machine Learning Models for Audio Applications
3.2 Audio Classification and Music Generation
3.3 Deep Learning and Advanced AI Techniques for Audio
3.4 Audio-Specific Architectures: CNNs, RNNs, Transformers
3.5 Transfer Learning in Audio AI
3.6 Use Case: Speech-to-Text Transcription for Medical Records
3.7 Case Study: AI-powered Music Generation with Deep Learning
Activity: Problem statement
Quiz
Hands - On
Module 4: Speech Recognition & Text-to-Speech
Module 4: Speech Recognition & Text-to-Speech
Audio Book: Speech Recognition & Text-to-Speech
Podcast: Speech Recognition & Text-to-Speech
4.1 Fundamentals of Speech Recognition and Phonetics
4.2 API-based ASR Solutions
4.3 Building Custom ASR Models with Transformers
4.4 Introduction to Text-to-Speech (TTS) and Voice Cloning
4.5 Use Case: Automating Meeting Transcriptions with Google Speech-to-Text API
4.6 Case Study: Custom Transformer-based ASR Model for Multilingual Customer Support
Activity: True/False
Quiz
Module 5: Audio Enhancement & Noise Reduction
Module 5: Audio Enhancement & Noise Reduction
Audio Book: Audio Enhancement & Noise Reduction
Podcast: Audio Enhancement & Noise Reduction
5.1 Common Audio Issues
5.2 Noise Reduction Algorithms and Real-time Audio Enhancement Techniques
5.3 AI Tools for Audio Cleaning
5.4 Use Case: Enhancing Audio Quality for Remote Work Calls Using AI Noise Reduction
5.5 Case Study: Krisp’s AI-powered Noise Cancellation in Podcast Production
Activity: Scenario
Quiz
Hands - On
Module 6: Emotion & Sentiment Detection from Audio
Module 6: Emotion & Sentiment Detection from Audio
Audio Book: Emotion & Sentiment Detection from Audio
Podcast: Emotion & Sentiment Detection from Audio
6.1 Introduction to Emotion Detection
6.2 AI Models for Emotion Detection: RNNs, LSTMs, and CNNs
6.3 Challenges: Bias, Multilingual Contexts, Reliability
6.4 Use Case: Enhancing Customer Service with Emotion Detection from Speech
6.5 Case Study: IBM Watson Tone Analyzer for Real-Time Emotion Recognition
Activity: Fill-in-the-blank
Quiz
Hands - On
Module 7: Ethical and Privacy Considerations
Module 7: Ethical and Privacy Considerations
Audio Book: Ethical and Privacy Considerations
Podcast: Ethical and Privacy Considerations
7.1 Deepfake and Voice Cloning Risks
7.2 Privacy and Data Security
7.3 Bias and Fairness in Audio AI
7.4 Use Case: Implementing Ethical Voice Data Collection and Consent Management
7.5 Case Study: Addressing Bias and Privacy in Audio AI under GDPR Compliance
Activity: Fill-in-the-blank
Quiz
Hands - On
Module 8: Advanced Applications & Future Trends
Module 8: Advanced Applications & Future Trends
Audio Book: Advanced Applications & Future Trends
Podcast: Advanced Applications & Future Trends
8.1 Sound Event Detection and Classification
8.2 Audio Search and Indexing
8.3 Innovations: Multimodal AI, Edge Computing, and 3D Audio
8.4 Emerging Careers in Audio AI
Activity: Multiple response
Quiz
Resources
AI+ Audio Blueprint
AI+ Audio Detailed Curriculum
AI+ Audio Tools
AI+ Audio References and Resources
AI CERTs Exam Guidelines
AI CERTs Exam Guidelines
AI+ Audio Examination
AI+ Audio Examination
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