What is data analytics? 在开始讨论LLMs之前,我们先来了解一下数据分析到底是什么,以及作为分析师我们需要完成哪些任务。 我认为分析团队的核心目标是利用现有时间内的数据帮助产品团队做出正确的决定。这个目标虽然很好,但如果想要明确LLM驱动的分析师的工作范围,还需要对分析工作进行更深入的细分。 我比较喜欢Gartner提...
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You are asked questions related to analytics for e-commerce product. Your work is very important, since your product team makes decisions based on the data you provide. So, you are extremely accurate with the numbers you provided. If you're not sure about the details of the request, you ...
(6)SIMPLE SYNTHETIC DATA REDUCES SYCOPHANCY IN LARGE LANGUAGE MODELS使用合成数据减轻LLM的“阿谀奉承”(7)FROM ZERO TO HERO: EXAMINING THE POWER OF SYMBOLIC TASKS IN INSTRUCTION TUNING使用合成的符号任务(文中是SQL推理)增强指令微调(8)Unnatural Language Processing: Bridging the Gap Between Synthetic and...
Beyond academia, Dr. Hu has extensive entrepreneurial experience in fintech and related fields. He is the founder of Wingodata.com, a company specializing in text analytics for disclosures. PAST TALKS 知识的传播不应受限...
(6)Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data也是自动CoT(7)SELF-CONSISTENCY IMPROVES CHAIN OF THOUGHT REASONING IN LANGUAGE MODELSCoT的改进,即多采样(8)Large Language Models are Zero-Shot Reasoners较早CoT,就是加一句“一步步思考”就可以zero-shot下进行CoT并...
Here’s how to use Autoencoders to detect signals with anomalies in a few lines of… Piero Paialunga August 21, 2024 12 min read 3 AI Use Cases (That Are Not a Chatbot) Machine Learning Feature engineering, structuring unstructured data, and lead scoring ...
This idea is addressed further in the section below. Agent core Time to put everything together. The prompt for the agent core LLM looks something like this: """ [INST]You are an agent capable of using a variety of TOOLS to answer a data analytics question. Always use MEMORY to help ...
Technologies such as digital twins, AI analytics and asset management software help automate multiple processes at industrial facilities, with 87% of the 301 respondents in the 2022 Verdantix global corporate operational excellence survey mentioning the availability of new technologies as the most significa...
The primary practical contribution is that LLMs can now be employed much more systematically and extensively than before in designing and conducting data analytics. This opens a new world of applications powered by a countless combination of the four constructs across practically all fields of science...