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Unlock the power of Amazon Bedrock with this hands-on tutorial on evaluating foundation models! In this step-by-step lab exercise, you'll gain practical experience in assessing model performance using Amazon Bedrock's two primary evaluation approaches: Automatic Evaluation and Human Evaluation. What You'll Learn: • Why evaluating foundation models is crucial for selecting the right one for your business needs. • How to use the Amazon Bedrock Model Evaluation Console. • Setting up Automatic Evaluation with pre-defined metrics like Toxicity, Accuracy, and Robustness, using built-in datasets or custom data from Amazon S3. • Configuring S3 storage and IAM roles for evaluation tasks. • Conducting Human Evaluation for qualitative assessment with custom criteria, rating methods, and internal/AWS-managed work teams. • Reviewing and interpreting evaluation results to refine model selection and improve performance. Key Steps Covered in the Tutorial: • Accessing the Model Evaluation Console: Navigate through the Amazon Bedrock console to find evaluation options. • Automatic Evaluation: Create evaluation tasks, select task types (Text Generation, Summarization, Q&A, Classification), and configure metrics/datasets. • Human Evaluation: Set up custom evaluation tasks, define criteria, and assign evaluation teams. • Reviewing Results: Analyze evaluation outputs stored in Amazon S3, identify performance issues, and compare models. Whether you're exploring Amazon Titan Text G1 – Lite or other foundation models, this tutorial will equip you with the skills to effectively evaluate and select models for your generative AI applications. Important Note: Evaluations may involve costs due to AI model output generation. Start your evaluation journey today and make data-driven decisions with Amazon Bedrock! KnoDAX books related to AWS Certified AI Practitioner exam: AWS Certified AI Practitioner Exam Prep and Study Guide: Comprehensive Coverage of all Exam Domains | 3 Full-length Practice Tests with Answer Analysis | Exam Key Points | Lab Exercises: https://www.amazon.com/dp/B0DZTXPK2P AWS Certified AI Practitioner Exam Notes & Practice Tests: 8 Full-Length Practice Exams with Answer Analysis | 500+ Practice Questions | Key Exam Notes: https://www.amazon.com/dp/B0DZW89V2B #AmazonBedrock #FoundationModels #ModelEvaluation #AIModelAssessment #MachineLearning #AutomaticEvaluation #HumanEvaluation #AWS #GenerativeAI #AITraining #AmazonTitan
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