Document processing is an essential yet time-consuming activity in many businesses. Every day, countless hours are spent on sorting, filing, and searching for documents. Artificial intelligence (AI) is a game-changer in the automation of these mundane tasks. By leveraging AI, organizations can automate the extraction and interpretation of information from documents to focus … [Read more...] about How To Use AI To Automate Document Processing
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RAG vs Finetuning — Which Is the Best Tool to Boost Your LLM Application?
As the wave of interest in Large Language Models (LLMs) surges, many developers and organisations are busy building applications harnessing their power. However, when the pre-trained LLMs out of the box don’t perform as expected or hoped, the question on how to improve the performance of the LLM application. And eventually we get to the point of where we ask ourselves: Should … [Read more...] about RAG vs Finetuning — Which Is the Best Tool to Boost Your LLM Application?
Redefining Conversational AI with Large Language Models
Source: rawpixel.com Conversational AI is an application of LLMs that has triggered a lot of buzz and attention due to its scalability across many industries and use cases. While conversational systems have existed for decades, LLMs have brought the quality push that was needed for their large-scale adoption. In this article, we will use the mental model shown in Figure 1 to … [Read more...] about Redefining Conversational AI with Large Language Models
Building AI Products With A Holistic Mental Model
Note: This article is the first in a series called “Dissecting AI applications”, which introduces a mental model for AI systems. The model serves as a tool for the discussion, planning, and definition of AI products by cross-disciplinary AI and product teams, as well as for alignment with the business department. It aims to bring together the perspectives of product managers, … [Read more...] about Building AI Products With A Holistic Mental Model
Mastering ChatGPT: Effective Summarization With LLMs
Summarization agents imagined by the AI image generation tool Dall-E. Are you part of the population that leaves reviews on Google maps every time you visit to a new restaurant? Or perhaps you are the type to share your opinion on Amazon purchases, especially when you get triggered by a low-quality product? Don’t worry, I won’t blame you — we all have our … [Read more...] about Mastering ChatGPT: Effective Summarization With LLMs
What ChatGPT Knows about You: OpenAI’s Journey Towards Data Privacy
After all the concerns raised by ChatGPT’s data outage on the past 20th of March, we quickly observed some reactions from the outside world. The most forceful one? Italy banning ChatGPT for data privacy concerns. Nearly one month after the incident, OpenAI has already taken some actions regarding user data privacy: The possibility to turn off the chat history … [Read more...] about What ChatGPT Knows about You: OpenAI’s Journey Towards Data Privacy
Creating An Information Edge With Conversational Access To Data
Figure 1: Representation of the Text2SQL flow As our world is getting more global and dynamic, businesses are more and more dependent on data for making informed, objective and timely decisions. However, as of now, unleashing the full potential of organisational data is often a privilege of a handful of data scientists and analysts. Most employees don’t master the … [Read more...] about Creating An Information Edge With Conversational Access To Data
Can ChatGPT Compete With Domain-Specific Sentiment Analysis Machine Learning Models?
ChatGPT is a GPT (Generative Pre-trained Transformer) machine learning (ML) tool that has surprised the world. Its breathtaking capabilities impress casual users, professionals, researchers, and even its own creators. Moreover, its capacity to be an ML model trained for general tasks and perform very well in domain-specific situations is impressive. I am a researcher, and its … [Read more...] about Can ChatGPT Compete With Domain-Specific Sentiment Analysis Machine Learning Models?
All Languages Are NOT Created (Tokenized) Equal
This article was originally published on the author’s blog and re-published to TOPBOTS with permission from the author. Large language models such as ChatGPT process and generate text sequences by first splitting the text into smaller units called tokens. In the image below, each colored block represents a unique token. Short or common words such as “you”, “say”, “loud”, and … [Read more...] about All Languages Are NOT Created (Tokenized) Equal
Four LLM Trends Since ChatGPT And Their Implications For AI Builders
In October 2022, I published an article on LLM selection for specific NLP use cases , such as conversation, translation and summarisation. Since then, AI has made a huge step forward, and in this article, we will review some of the trends of the past months as well as their implications for AI builders. Specifically, we will cover the topics of task selection for … [Read more...] about Four LLM Trends Since ChatGPT And Their Implications For AI Builders