AI+ Video Practitioner™

1.1 Basics of Video Processing 1.2 Introduction to AI in Video 1.3 Toolkits and Framework 1.4 Use Case: AI-enhanced Video Compression for Streaming Platforms 1.5 Case Study: YouTube’s AI-Driven Transcoding System

2.1 Data Preparation for AI Models 2.2 Preprocessing and Augmenting Frames 2.3 Storage and Workflow Management 2.4 Use Case: Building AI-ready Video Datasets for Autonomous Driving Applications 2.5 Case Study: Tesla’s In-house Pipeline for Labeling Driving Scenarios across Multiple Geographies using Video Footage 2.6 Hands-On: Video Annotation using CVAT Tool, and Organizing them for Model Training

3.1 Video Classification and Tagging 3.2 Object Detection and Movement Tracking 3.3 Action and Behavior Recognition 3.4 Use Case: Smart Surveillance Systems Detecting Abandoned Objects in Real Time 3.5 Case Study: Dubai Smart City’s AI Implementation for Object Recognition 3.6 Hands-On: Train YOLO on Sample Security Footage to Detect and Track Objects

4.1 Generating Synthetic Video with GANs 4.2 AI-Driven Animation and Avatars 4.3 Ethical Use of Generative Content 4.4 Use Case: Auto-Generation of Product Explainer Videos using Avatars and Synthesized Narration 4.5 Case Study: Synthesia’s Solution Enabling Businesses to Create AI-Driven Training and Marketing Videos 4.6 Hands-On: Generate a Deepfake or AI Avatar using AKOOL, and Explore Face Alignment and Identity Swapping

5.1 Super-Resolution and Restoration 5.2 Real-Time Video Enhancement 5.3 Making Video More Inclusive 5.4 Use Case: Streaming Platforms using AI to Enhance Resolution and Reduce Latency for Mobile Users. 5.5 Case Study: DeOldify’s Impact in Reviving Historical Video Archives by Upscaling and Colorizing Black-and-White Footage. 5.6 Hands-On: Use AI4Video to Enhance a Sample Low-Resolution Black-and-White Video and Visualize Improvement

6.1 AI in AR and Mixed Reality 6.2 Intelligent Video Editing 6.3 Viewer Engagement & Adaptation 6.4 Use Case: Live Sports Broadcasters using AR to Overlay Player Stats during Gameplay 6.5 Case Study: NFL and AWS Collaboration to Deliver Real-Time Performance Insights via Augmented Visuals. 6.6 Hands-On: Creating a Highlight Video from a Video Clip using Clipchamp

7.1 Security and Monitoring Systems 7.2 Automated Content Moderation 7.3 Addressing Privacy and Ethics 7.4 Use Case: Automated Real-Time Access Control in Corporate Offices Using Facial Authentication. 7.5 Case Study: Amazon Go’s Cashier-less Stores Using Computer Vision for Security and Consumer Behavior Tracking 7.6 Hands-On: Implement Facial Detection and Access Control Simulation using OpenCV and a Basic Recognition Model

8.1 Trends and Emerging Technologies 8.2 AI Applications by Industry 8.3 Careers and Professional Growth