AEC的未来从副产品数据到以数据为中心的业务

digital.aecom.comApril 2024Dr Tim WarkGlobal AI Lead, AECOM5th Ave NYC1900Where is the car?5th Ave NYC1913Where is the horse?Artificial Intelligence1956Artificial IntelligenceThe field of computer science that seeks to create intelligent machines that can replicate or exceed humanintelligenceMachine Learning1997Machine LearningSubset of AI that enables machines to learn from existingdata and improve upon that data to make decisions or predictionsDeep Learning2017Deep LearningA machine learning technique in which layers of neural networks are used to process data and make decisionsGenerative AITransformer / Foundation Models2021Generative AICreate new written, visual, and auditory content given prompts or existing dataBrief history of AIAI: The growth of Large Language Models (LLMs)Source: twosigmaventuresGPT-4 (1T)PaLM (540B)Megatron-Turing NLG (530B)Jurassic-1 (178B)GPT-3 (175B)Turing-NLG (17.2B)Megatron-LM (8.3B)T5 (11B)GPT-2 (1.5B)BERT-Large (340M)ELMo (94M)MODEL SIZE(IN BILLIONS OF