生物信息学-第3章，人工智能导论
生物信息学- 第3章，人工智能导论
人工智能技术人工智能涉及计算机算法的开发，以执行通常与人类智能相关的任务。人工智能包括但不限于机器学习、表征学习、深度学习和自然语言处理。无论具体技术如何，这些技术在医学上的总体目标是使用计算机算法从数据中发现相关信息并协助临床决策AlapproachStudydesignSetupInputDutasets hatAigorithms thatStudies thatResearch that isare simplisticroquire alot offocusonsetupfor Alunimodalanddevelopmentexpertversus-humanConventionaiannotationshomogeneousandrerospectvecomparisonworkflowvalidationStudies thatResearchthatDatasetsthaAigorithmsthatfoous on clinicalwre real-worid,workwitnis.set upforlimited labeledAi-humandeploymentmultimodalandNewheterogeneousdiutausingnovelcollaborationopportunitiessee-supervisecAAandsemi-supervisedapproacheRajpurkar, P., Chen,E., Banerjee, O. & Topol, E. J. (2022). AI in health and medicine.Nature medicine,28(1), 31-38
人工智能技术 人工智能涉及计算机算法的开发，以执行通常与人类智能相关的任务。 人工智能包括但不限于机器学习、表征学习、深度学习和自然语言处 理。无论具体技术如何，这些技术在医学上的总体目标是使用计算机 算法从数据中发现相关信息并协助临床决策。 Rajpurkar, P., Chen, E., Banerjee, O., & Topol, E. J. (2022). AI in health and medicine. Nature medicine, 28(1), 31-38
AI简介
AI 简介
ArtificialIntelligenceARTIFICIALINTELLIGENCEEarlyartificial intelligenceMACHINEstirsexcitement.LEARNINGMachine learning beginsDEEPto flourish.LEARNINGDeep.learningbreakthroughsdriveAlboom.1960's1970's1980's1990's2000s2010's1950'sSince an early flush ofoptimism in the1950s,5maller subsets ofartificial intelligence-firstmachine learning.thendeeplearning,asubsetofmachinelearning-havecreatedeverlargerdisruptions
Artificial Intelligence
Intelligence智能What is intelligence?脑机接口第四关沙康Wikipedia : Intelligence has been defined in many ways to include thecapacityfor logic,understanding,self-awareness,learning,emotionalknowledge,reasoning.planning,creativity,andproblem.solving.Itcanbemoregenerallydescribedastheabilitytoperceiveorinferinformation,andtoretain it asknowledgetobeapplied towardsadaptivebehaviors withinan品还有二主球environmentorcontext（包括：逻辑，理解，自我意识，学习，情感，溯源，计划，创造，问题解决）自动驾驶机器人什么是人工智能ArtificialIntelligence？，对照智能的定义，在某种程度上接近或者超过人AI生成的能力常见情景：预测，判断，语言，下棋，推理，交流，数学推导如何把智能活动数学化语言与智能的关系
Intelligence 智能 What is intelligence? Wikipedia : Intelligence has been defined in many ways to includethe capacity for logic, understanding, self-awareness, learning, emotional knowledge, reasoning, planning, creativity, and problem solving. It can be more generally described as the ability to perceive or infer information, and to retain it as knowledge to be applied towards adaptive behaviors within an environment or context. 什么是人工智能 Artificial Intelligence? ▪ 对照智能的定义，在某种程度上接近或者超过人 的能力 ▪ 常见情景：预测，判断，语言，下棋，推理，交 流，数学推导，. . ▪ 如何把智能活动数学化 语言与智能的关系 脑机接口 机器人 AI生成 （包括：逻辑，理解，自我意识，学习，情感，溯源，计划，创造，问题解决） 自动驾驶