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Introduction

Course Introduction

Module 1: Foundations of AI in Video Integration

Module 1: Foundations of AI in Video Integration

Podcast: Foundations of AI in Video Integration

Audiobook: Foundations of AI in Video Integration

1.1 Structure and Types of Video Files, Compression Techniques, and Codec Standards

1.2 Frame Rates, Resolutions, and Common Video Formats, followed by Color Spaces, HDR, and Chroma Subsampling for AI Applications

1.3 Key AI Techniques in Visual Data Analysis and Comparing Machine Learning and Deep Learning in Video Processing

1.4 Common Applications in Media, Surveillance, and Enterprise

1.5 Common AI Libraries (OpenCV, TensorFlow, PyTorch, MediaPipe)

1.6 Video Data Handling and Environment Setup for AI Development

1.7 Use Case and Case Study: AI-Enhanced Video Compression and YouTube’s Intelligent Transcoding System

ACTIVITY: Tab

Quiz

Hands - On

Module 2: Preparing Video Data for AI

Module 2: Preparing Video Data for AI

Audio Book: Preparing Video Data for AI

Podcast: Preparing Video Data for AI

2.1 Extracting and Annotating Video Frames

2.2 Organizing and Structuring Video Datasets for Efficient Supervised Learning

2.3 Normalizing Data and Scaling Input Sizes

2.4 Cropping, Sampling, and Sequencing Frames

2.5 Augmentation for Motion Blur, Lighting, and Angle Variance

2.6 Storage and Workflow Management for AI Video Data

2.7 Use Case and Real World Case Study on Building AI-Ready Video Datasets for Autonomous Driving

ACTIVITY: Hotspot

Quiz

Hands - On

Module 3: Machine Learning for Video Analysis

Module 3: Machine Learning for Video Analysis

Audio Book: Machine Learning for Video Analysis

Podcast: Machine Learning for Video Analysis

3.1 Scene Recognition and Classification Models

3.2 Syncing Audio and Visual Components and Tagging with Multiple Labels in Diverse Video Content.

3.3 Working with YOLO, SSD, and Faster R-CNN

3.4 Tracking motion using Deep SORT and SORT algorithms

3.5 Managing occlusions and rapid movements

3.6 Using RNNs and LSTMs for temporal activity detection

3.7 Identifying Human and Group Behaviors

3.8 Crowd Monitoring and Anomaly Recognition

3.9 Use Case: Smart surveillance systems detecting abandoned objects in real time

3.10 Case Study: Dubai Smart City’s AI implementation for object recognition and suspicious behavior detection in public transport hubs

ACTIVITY: Accordion

Quiz

Hands - On

Module 4: Generative AI in Video

Module 4: Generative AI in Video

Audio Book: Generative AI in Video

Podcast: Generative AI in Video

4.1 Using GANs to Synthesize New Video Content

4.2 Applying Style Transfer in Moving Frames

4.3 Frame Interpolation using Deep Learning

4.4 Lip-Sync and Voice-to-Motion Generation

4.5 Creating Realistic Avatars and Character Movement

4.6 Generating Video from Textual Input

4.7 Understanding Deepfakes and Manipulation risks

4.8 Detection Methods and Digital Watermarking

4.9 Responsible AI Usage Guidelines

4.10 Use Case: Auto-generation of product explainer videos using avatars and synthesized narration

4.11 Case Study: Synthesia’s solution enables businesses to create AI-driven training and marketing videos in multiple languages

ACTIVITY: Case Study

Quiz

Hands - On

Module 5: Enhancing Video with AI

Module 5: Enhancing Video with AI

Audio Book: Enhancing Video with AI

Podcast: Enhancing Video with AI

5.1 Upscaling Resolution, Denoising, and Sharpening

5.2 Repairing Damaged or Historical Footage

5.3 Applying AI colorization to Grayscale Media

5.4 Improving Live-Stream Quality with AI

5.5 Deblurring, Stabilization, and Low-Light Enhancement in Real-Time Video

5.6 Auto-generated Captions and Subtitles

5.7 Real-Time Sign Language Interpretation

5.8 Voiceover and Audio Description for Accessibility

5.9 AI in Video Enhancement: Use Case on Mobile Streaming and Case Study on Historical Archive Restoration

ACTIVITY: Sequence Arrangement

Quiz

Hands - On

Module 6: Interactive and Immersive AI Video

Module 6: Interactive and Immersive AI Video

Audio Book: Interactive and Immersive AI Video

Podcast: Interactive and Immersive AI Video

6.1 Using AI to Overlay AR Graphics Based on Camera Feed

6.2 Estimating Depth for Anchoring 3D Objects

6.3 Real-Time Special Effects with Visual Recognition

6.4 Scene Segmentation and Cut Detection

6.5 AI-Driven Highlights and Storyboarding: Automating Creative Video Summaries

6.6 Interactive Video Branching

6.7 Personalized Edits

6.8 Emotion Recognition for Engagement

6.9 AR-Powered Sports Broadcasting: Real-Time Player Insights and Fan Engagement through AI and Cloud Innovation

ACTIVITY: Tab

Quiz

Hands - On

Module 7: AI in Video Surveillance and Compliance

Module 7: AI in Video Surveillance and Compliance

Audio Book: AI in Video Surveillance and Compliance

Podcast: AI in Video Surveillance and Compliance

7.1 Crowd Facial Recognition Systems

7.2 Motion Detection and License Plate Recognition in Smart Surveillance Systems

7.3 Flagging and Filtering Sensitive Content

7.4 Managing Uploads on Large-scale Platforms

7.5 Visual Content Review Workflows

7.6 Compliance with GDPR and Surveillance Laws

7.7 Privacy-respecting AI Solutions

7.8 Reducing Algorithmic Bias in Surveillance

7.9 Use Case: Automated real-time access control in corporate offices using facial authentication

7.10 Case Study: Amazon Go’s cashier-less stores using computer vision for security and consumer behavior tracking

ACTIVITY: Multiple Choice

Quiz

Hands - On

Module 8: Future of AI+ Video

Module 8: Future of AI+ Video

Audio Book: Future of AI+ Video

Podcast: Future of AI+ Video

8.1 Running AI Video Analysis at the Edge

8.2 Reducing Latency in Video Inference

8.3 AI-Powered Summarization and Captions

8.4 Retail Analytics through Footfall and Heatmaps

8.5 AI in Medical Imaging and Diagnostics

8.6 City-Scale Public Safety Systems

8.7 Job Profiles, Responsibilities, and Required Skills

8.8 Building Careers and Opportunities in AI + Video Technology

ACTIVITY: Problem Statement

Quiz

Hands - On

Resources

AI+ Video Blueprint

AI+ Video Detailed Curriculum

AI+ Video Tools

AI+ Video References and Resources

AI CERTs Exam Guidelines

AI CERTs Exam Guidelines

AI+ Video Examination

AI+ Video Examination

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