What are the prerequisites?

Basic video editing skills and a general understanding of AI concepts are essential.

What AI skills will I gain?

AI-assisted editing, object tracking, super-resolution, avatar synthesis, and content moderation.

What tools will I use?

Professional tools likeOpenCV, TensorFlow, and YOLOv8, plus commercial apps like Clipchamp, Synthesia, and AKOOL.

Does it cover Deepfakes?

Yes, you will learn how to generate, detect, and address the ethical risks of deepfakes and Generative AI.

Will I build something?

Yes, you will train aYOLOv8 model, annotate footage, and create an AI-enhanced video with narration or avatars.

Is it useful for business?

Yes. You'll see case studies fromYouTube, Amazon Go, and Synthesia on scaling production and enhancing security.

Does the course cover compliance?

Yes, it addresses GDPR, privacy, and algorithmic bias in video surveillance and content moderation systems.

What will I get if I purchase the Certificate?

When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.

Is financial aid available?

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.

AI for Video Production

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AI for Video Production

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8个模块

深入了解一个主题并学习基础知识。

中级等级

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1 周完成

在 10 小时一周

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自行安排学习进度

8个模块

深入了解一个主题并学习基础知识。

中级等级

推荐体验

1 周完成

在 10 小时一周

灵活的计划

自行安排学习进度

您将学到什么

Enhance Video Creation with AI: Use Runway, Pika, Descript, and Premiere Pro AI to automate edits, sync audio, and generate dynamic scenes.
Apply Video AI Techniques: Use GANs, avatars, motion tracking, and object detection to analyze and enhance video content intelligently.
Master AI Video Workflows: Learn frame extraction, captioning, upscaling, and AI storytelling for marketing and creative video projects.
Capstone: AI-Enhanced Video Project: Create an AI-powered video using Synthesia, Runway, or Clipchamp with automated edits, effects, and captions.

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该课程共有8个模块

Artificial intelligence is transforming video creation, editing, and distribution - making production faster, smarter, and more immersive. The AI for Video Production Certification is designed for content creators, marketers, media professionals, and digital storytellers who want to harness AI-powered video tools to accelerate workflows, enhance creativity, and unlock data-driven audience insights.

In this hands-on program, you will explore the fundamentals of AI in video, including automated editing, object detection, motion tracking, super-resolution, and content personalization. You’ll work with tools like OpenCV, YOLO, TensorFlow, Clipchamp, and avatar-based video platforms to master practical AI-driven techniques — from auto-generating captions and highlights to transforming scripts into AI-powered videos and restoring low-quality footage. Through guided labs and real-world case studies from YouTube, Dubai Smart City, Amazon Go, and Synthesia, you will learn how AI enhances storytelling, supports accessibility, strengthens surveillance systems, and enables real-time audience engagement. You will also build hands-on projects in video enhancement, annotation, and AI-powered narrative creation.

This module covers a quick summary of what the certification is going to cover from start to finish. Here is the brief about the structure of the overall certification: Each of our certifications follows a consistent, multimodal structure to provide a flexible learning experience. The content is available across four formats: eBooks: In-depth written material for focused learning. Audiobooks: Audio version of the eBook, perfect for learning on the go. Podcasts: Engaging audio content to reinforce key concepts. Videos: Modular video chunks, each covering a specific topic. The names of the eBooks, Audiobooks, and Podcasts are the same, ensuring you can seamlessly switch between formats without losing track of the content. Videos are divided into bite-sized modules for easier consumption, and all content across these mediums is consistent, so no matter which format you choose, the information remains the same. This gives you the freedom to learn in the way that works best for you.

涵盖的内容

8个视频1篇阅读材料1个作业2个插件

8个视频总计36分钟

Course Introduction4分钟
1.1 Structure and Types of Video Files, Compression Techniques, and Codec Standards4分钟
1.2 Frame Rates, Resolutions, and Common Video Formats, followed by Color Spaces, HDR, and Chroma Subsampling for AI Applications4分钟
1.3 Key AI Techniques in Visual Data Analysis and Comparing Machine Learning and Deep Learning in Video Processing5分钟
1.4 Common Applications in Media, Surveillance, and Enterprise2分钟
1.5 Common AI Libraries (OpenCV, TensorFlow, PyTorch, MediaPipe)4分钟
1.6 Video Data Handling and Environment Setup for AI Development5分钟
1.7 Use Case and Case Study: AI-Enhanced Video Compression and YouTube’s Intelligent Transcoding System5分钟

1篇阅读材料总计10分钟

Hands - On10分钟

1个作业总计30分钟

Quiz 130分钟

2个插件总计30分钟

Module 1: Foundations of AI in Video Integration15分钟
ACTIVITY: Tab15分钟

涵盖的内容

7个视频1篇阅读材料1个作业2个插件

7个视频总计32分钟

2.1 Extracting and Annotating Video Frames5分钟
2.2 Organizing and Structuring Video Datasets for Efficient Supervised Learning6分钟
2.3 Normalizing Data and Scaling Input Sizes5分钟
2.4 Cropping, Sampling, and Sequencing Frames2分钟
2.5 Augmentation for Motion Blur, Lighting, and Angle Variance2分钟
2.6 Storage and Workflow Management for AI Video Data4分钟
2.7 Use Case and Real World Case Study on Building AI-Ready Video Datasets for Autonomous Driving5分钟

1篇阅读材料总计10分钟

Hands - On10分钟

1个作业总计30分钟

Quiz 230分钟

2个插件总计30分钟

Module 2: Preparing Video Data for AI15分钟
ACTIVITY: Hotspot15分钟

涵盖的内容

10个视频1篇阅读材料1个作业2个插件

10个视频总计46分钟

3.1 Scene Recognition and Classification Models5分钟
3.2 Syncing Audio and Visual Components and Tagging with Multiple Labels in Diverse Video Content.7分钟
3.3 Working with YOLO, SSD, and Faster R-CNN5分钟
3.4 Tracking motion using Deep SORT and SORT algorithms4分钟
3.5 Managing occlusions and rapid movements4分钟
3.6 Using RNNs and LSTMs for temporal activity detection2分钟
3.7 Identifying Human and Group Behaviors3分钟
3.8 Crowd Monitoring and Anomaly Recognition5分钟
3.9 Use Case: Smart surveillance systems detecting abandoned objects in real time3分钟
3.10 Case Study: Dubai Smart City’s AI implementation for object recognition and suspicious behavior detection in public transport hubs4分钟

1篇阅读材料总计10分钟

Hands - On10分钟

1个作业总计30分钟

Quiz 330分钟

2个插件总计30分钟

Module 3: Machine Learning for Video Analysis15分钟
ACTIVITY: Accordion15分钟

涵盖的内容

11个视频1篇阅读材料1个作业2个插件

11个视频总计45分钟

4.1 Using GANs to Synthesize New Video Content5分钟
4.2 Applying Style Transfer in Moving Frames3分钟
4.3 Frame Interpolation using Deep Learning3分钟
4.4 Lip-Sync and Voice-to-Motion Generation3分钟
4.5 Creating Realistic Avatars and Character Movement3分钟
4.6 Generating Video from Textual Input4分钟
4.7 Understanding Deepfakes and Manipulation risks3分钟
4.8 Detection Methods and Digital Watermarking5分钟
4.9 Responsible AI Usage Guidelines4分钟
4.10 Use Case: Auto-generation of product explainer videos using avatars and synthesized narration3分钟
4.11 Case Study: Synthesia’s solution enables businesses to create AI-driven training and marketing videos in multiple languages3分钟

1篇阅读材料总计10分钟

Hands - On10分钟

1个作业总计30分钟

Quiz 430分钟

2个插件总计30分钟

Module 4: Generative AI in Video15分钟
ACTIVITY: Case Study15分钟

涵盖的内容

9个视频1篇阅读材料1个作业2个插件

9个视频总计40分钟

5.1 Upscaling Resolution, Denoising, and Sharpening6分钟
5.2 Repairing Damaged or Historical Footage4分钟
5.3 Applying AI colorization to Grayscale Media4分钟
5.4 Improving Live-Stream Quality with AI3分钟
5.5 Deblurring, Stabilization, and Low-Light Enhancement in Real-Time Video4分钟
5.6 Auto-generated Captions and Subtitles2分钟
5.7 Real-Time Sign Language Interpretation4分钟
5.8 Voiceover and Audio Description for Accessibility5分钟
5.9 AI in Video Enhancement: Use Case on Mobile Streaming and Case Study on Historical Archive Restoration4分钟

1篇阅读材料总计10分钟

Hands - On10分钟

1个作业总计30分钟

Quiz 530分钟

2个插件总计30分钟

Module 5: Enhancing Video with AI15分钟
ACTIVITY: Sequence Arrangement15分钟

涵盖的内容

9个视频1篇阅读材料1个作业2个插件

9个视频总计40分钟

6.1 Using AI to Overlay AR Graphics Based on Camera Feed3分钟
6.2 Estimating Depth for Anchoring 3D Objects4分钟
6.3 Real-Time Special Effects with Visual Recognition3分钟
6.4 Scene Segmentation and Cut Detection3分钟
6.5 AI-Driven Highlights and Storyboarding: Automating Creative Video Summaries3分钟
6.6 Interactive Video Branching4分钟
6.7 Personalized Edits5分钟
6.8 Emotion Recognition for Engagement4分钟
6.9 AR-Powered Sports Broadcasting: Real-Time Player Insights and Fan Engagement through AI and Cloud Innovation6分钟

1篇阅读材料总计10分钟

Hands - On10分钟

1个作业总计30分钟

Quiz 630分钟

2个插件总计30分钟

Module 6: Interactive and Immersive AI Video15分钟
ACTIVITY: Tab15分钟

涵盖的内容

10个视频1篇阅读材料1个作业2个插件

10个视频总计42分钟

7.1 Crowd Facial Recognition Systems5分钟
7.2 Motion Detection and License Plate Recognition in Smart Surveillance Systems4分钟
7.3 Flagging and Filtering Sensitive Content4分钟
7.4 Managing Uploads on Large-scale Platforms2分钟
7.5 Visual Content Review Workflows4分钟
7.6 Compliance with GDPR and Surveillance Laws5分钟
7.7 Privacy-respecting AI Solutions4分钟
7.8 Reducing Algorithmic Bias in Surveillance4分钟
7.9 Use Case: Automated real-time access control in corporate offices using facial authentication3分钟
7.10 Case Study: Amazon Go’s cashier-less stores using computer vision for security and consumer behavior tracking3分钟

1篇阅读材料总计10分钟

Hands - On10分钟

1个作业总计30分钟

Quiz 730分钟

2个插件总计30分钟

Module 7: AI in Video Surveillance and Compliance15分钟
ACTIVITY: Multiple Choice15分钟

涵盖的内容

9个视频1篇阅读材料1个作业2个插件

9个视频总计36分钟

8.1 Running AI Video Analysis at the Edge2分钟
8.2 Reducing Latency in Video Inference5分钟
8.3 AI-Powered Summarization and Captions3分钟
8.4 Retail Analytics through Footfall and Heatmaps4分钟
8.5 AI in Medical Imaging and Diagnostics3分钟
8.6 City-Scale Public Safety Systems3分钟
8.7 Job Profiles, Responsibilities, and Required Skills3分钟
8.8 Building Careers and Opportunities in AI + Video Technology 4分钟
Course Summary3分钟

1篇阅读材料总计10分钟

Hands - On10分钟

1个作业总计30分钟

Quiz 830分钟

2个插件总计30分钟

Module 8: Future of AI+ Video15分钟
ACTIVITY: Problem Statement15分钟

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AI CERTs

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常见问题

It's a certification in using AI to automate video production, editing, and content analysis for creators and marketers.

It's a 1-day intensive program, focused on hands-on labs and project work.

Content creators, marketers, media professionals, and brand teams focused on video strategy.

To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.