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Understanding Generative AI in Cloud Computing Services and Use

Name: Understanding Generative AI in Cloud Computing Services and Use
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0 students 2h 22m 51 lectures

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Last updated Recently updated English Certificate of completion

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Course Curriculum

9 sections. 51 lectures. 2h 22m total.

Section 1: Introduction

1 lectures

Section 2: Generative AI and Cloud Computing Basics

3 lectures

Introduction to cloud based generative AI2 min
The business value of generative AI on cloud platforms3 min
New evolutions of generative AI in the cloud3 min

Section 3: Cloud Based Services for Generative AI

7 lectures

Introduction to cloud based storage and data management4 min
Introduction to cloud based tools for model training and deployment3 min
Introduction to cloud based APIs for generative AI2 min
Introduction to cloud based generative models for image and video data3 min
Introduction to Generative Adversarial Networks GANs on the cloud3 min
Challenge Set up cloud services for generative AI1 min
Solution Set up cloud services for generative AI2 min

Section 4: Features of Cloud Based Generative AI

6 lectures

Introduction to cloud based generative AI models for text data3 min
Overview of natural language processing NLP techniques for text generation5 min
Cloud based tools for training language models3 min
Music modeling with recurrent neural networks RNNs on the cloud4 min
MLOps and cloud based generative AI on the cloud3 min
The future of generative AI in the cloud2 min

Section 5: Cloud Based Generative AI Use Cases

11 lectures

Art and music generation use case3 min
Game development use case3 min
Text generation use case3 min
Image and video generation use case3 min
Data augmentation use case3 min
Personalization use case3 min
Medical diagnosis use case3 min
Robotics use case3 min
Other emerging use cases2 min
Challenge Get creative with art2 min
Solution Get creative with art2 min

Section 6: Cloud Based Generative AI Tools and Solutions

7 lectures

Amazon Bedrock3 min
Google Cloud AI Platform3 min
AI and Microsoft Azure3 min
AI on IBM WatsonX2 min
OpenAI3 min
Demo OpenAI API7 min
Generative AI in the cloud DevOps2 min

Section 7: Advanced Considerations

9 lectures

Edge computing and cloud based generative AI4 min
Federated learning for distributed generative models on the cloud3 min
Security and privacy issues in cloud based generative AI3 min
Overview of generative AI ethics in the cloud3 min
Data science and generative AI in the cloud2 min
What can go wrong when using GenAI on the cloud3 min
Bias monitoring and transparency for generative AI in the cloud2 min
Challenge Generative AI on the edge of clouds1 min
Solution Generative AI on the edge of clouds3 min

Section 8: Agentic AI and Generative AI in the Cloud

6 lectures

Overview of agentic AI in the cloud3 min
Linked between generative AI and agentic AI2 min
Multi AI agent deployment on the cloud2 min
Agentic AI tools for generative AI development in the cloud2 min
Challenge Agentic AI use case1 min
Solution Agentic AI use case2 min

Section 9: Conclusion

1 lectures

Trying out cloud based generative AI2 min

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