Advanced Generative AI Development on AWS

نظرة عامة

ابنِ حلول ذكاء اصطناعي توليدي بمستوى الإنتاج على AWS. تختار النماذج الأساسية وتهيّئها، وتُعدّ البيانات، وتطبّق البحث المتّجهي والاسترجاع، وتضع ضوابط لحوكمة الأوامر، وتدمج الأدوات والوكلاء، ثم تؤمّن حلّك وتحسّنه وتراقبه.

ما ستتعلّمه

المحتوى التقني أدناه معروضٌ باللغة الإنجليزية كما ورد في منهاج الدورة، حفاظاً على دقّة المصطلحات.

• Develop production-ready generative AI solutions using AWS services that meet enterprise requirements for security, scalability, and reliability
• Evaluate and select appropriate foundation models for specific business use cases, including benchmarking performance and implementing dynamic model selection architectures
• Design and implement resilient foundation model systems with circuit breakers, cross-region deployment, and graceful degradation strategies
• Build comprehensive data processing pipelines for multi-modal inputs, including validation workflows and optimization techniques
• Implement sophisticated vector database solutions using Amazon Bedrock Knowledge
• Bases, OpenSearch, and hybrid approaches for effective retrieval augmentation
• Create and manage advanced prompt engineering frameworks, including chain-of-thought reasoning and enterprise-wide prompt governance systems
• Develop autonomous AI agents using Amazon Bedrock Agents, implementing complex reasoning patterns and tool integration capabilities
• Implement comprehensive AI safety and security controls, including content filtering, privacy preservation, and adversarial testing mechanisms
• Optimize performance and manage costs through token efficiency strategies, batching implementations, and intelligent caching systems
• Design and implement comprehensive monitoring and observability solutions for foundation model applications
• Create systematic testing and validation frameworks for continuous quality assurance of AI applications
• Integrate generative AI solutions within enterprise environments using secure, compliant, and scalable architectural pattern

المنهاج

لمن هذه الدورة

المطوّرون ومهندسو تعلّم الآلة الذين ينقلون الذكاء الاصطناعي التوليدي من النموذج الأولي إلى الإنتاج.

قبل أن تبدأ

• AWS Technical Essentials
• Generative AI Essentials on AWS
• 2 or more years of experience building production grade applications on AWS or with open-source technologies, general AI/ML or data engineering experience
• 1 year of hands-on experience implementing generative AI solutions