开发人工智能解决方案：每位开发者都应该了解的知识.pdf

1、T N C 2 0 7Developing AI solutions:what every developer should knowSatabdi Das(She/her)Senior Solutions ArchitectAgendaState of AI Talent ReadinessEssential Competencies for GenAI DevelopersHow AWS Training and Certifications can helpNext stepsWhy This Matters Now92%of organizations plan to use AI-p

2、owered solutions by 2028.Yet 75%cant find the talent they need.More than one billion jobs will be radically transformed in the next decadeNearly half of workers core skills will be disrupted within the next 4 years.Using contextinstructions,examples and output indicatorsText generation based on spec

3、ified corpus of data,to generate accurate responses with no hallucinationUsing LLMs to understand tasks,gather information,decide best path and execute actionsPrompt EngineeringRetrieval Augmented Generation(RAG)Agentic SystemEssential Competencies for GenAI DevelopersGive a modelcompany or domain s

4、pecific data,or instructions examplesGive a model a different dataset,or building a model from scratchFine-tuningRe-trainingEssential Competencies for GenAI DevelopersFairnessConsidering the impact ofGenAI outputs on variousgroups of stakeholdersPrivacy and securityPrivacy and securityAppropriately

5、obtaining,using and protectingdata and modelsExplainabilityExplainabilityUnderstanding andEvaluating system outputsSafetySafetyPreventing harmful system output and misuseResponsible AI Pillars at AWSResponsible AI Pillars at AWSControllabilityControllabilityHaving mechanisms to monitor and steer AI

6、system behaviorGovernanceGovernanceIncorporating best practices into the AI supply chain,including providersand deployersVeracity&RobustnessAchieving correct system outputs,even with unexpected or adversarial inputsTransparencyTransparencyEnabling stakeholders to make informed ch