(Part 2):– 11 Trends You Can’t Afford to Miss in AI + Cloud
6. Enhancing AI Workload Security with Amazon GuardDuty
Overview: Amazon GuardDuty provides threat detection and continuous security monitoring for AWS accounts and workloads. LEARNING TUTORIAL HERE
Solution:
Documentation: Learn how GuardDuty helps protect AI workloads by detecting suspicious and malicious activity. LEARNING TUTORIAL HERE
Resources: Protecting AI workloads with GuardDuty. LEARNING TUTORIAL HERE
7. Automating Cloud Monitoring with Prometheus and Grafana Using Terraform.
Overview: Automating the setup of monitoring tools like Prometheus and Grafana ensures consistent and efficient infrastructure observability. LEARNING TUTORIAL HERE
Solution:
Guide: Learn how to install Prometheus and Grafana on your cluster using Terraform and Helm. LEARNING TUTORIAL
Tools: Terraform, Helm, Prometheus, Grafana. LEARNING TURORIAL
8. Fine-Tuning Large Language Models with Hugging Face Transformers
Overview: Fine-tuning pre-trained language models allows customization for specific tasks, improving performance and relevance.
Solution:
Guide: Follow the comprehensive guide on fine-tuning a 1B LLaMA model using Hugging Face Transformers. LEARNING TUTORIAL
Tools: Hugging Face Transformers, LLaMA. LEARNING TUTORIAL
9. Ensuring Responsible AI with Amazon SageMaker Clarify.
Overview: Amazon SageMaker Clarify helps detect bias and increases the transparency of machine learning models, promoting responsible AI practices.
Solution:
Documentation: Explore how SageMaker Clarify supports bias detection and model explainability. LEARNING TUTORIAL
Resources:
Bias Detection and Model Explainability – Amazon SageMaker Clarify. LEARNING TUTORIAL
10. Utilizing Azure Health Data Services for Healthcare Data Management.
Overview: Azure Health Data Services provides technologies for managing protected health information (PHI) in the cloud, supporting interoperability and analytics. LEARNING TUTORIAL
Solution:
Documentation: Learn how to unify healthcare data using Azure Health Data Services. LEARNING TUTORIAL
11. Preparing for Microsoft Azure AI Fundamentals Certification (AI-900).
Overview: The AI-900 certification validates foundational knowledge of AI concepts and Microsoft Azure services related to AI.
Learning Path: Microsoft Learn – AI-900 Prep. LEARNING TUTORIAL
