In the rapidly evolving AI landscape, Large Language Models (LLMs) have emerged as powerful tools, driving innovation across various sectors. From enhancing customer service experiences to providing insightful data analysis, the applications of LLMs are vast and varied. However, building a successful LLM application involves much more than just leveraging advanced technology. … [Read more...] about 10 Integral Steps in LLM Application Development
Technology
NeurIPS 2023: Key Takeaways From Invited Talks
Generated with Midjourney The NeurIPS 2023 conference, held in the vibrant city of New Orleans from December 10th to 16th, had a particular emphasis on generative AI and large language models (LLMs). In light of the recent groundbreaking advancements in this domain, it was no surprise that these topics dominated the discussions. One of the core themes of this year's … [Read more...] about NeurIPS 2023: Key Takeaways From Invited Talks
Beyond Conventional Tactics: How AI is Redefining Marketing and Sales
Both marketing and sales are directly responsible for generating revenue. This unique position gives the two functions significantly more power to direct investment into new projects. The need to keep up with competitors in fighting for market share means that both units are, on average, much more willing to try new tools as well, including the latest technology advances based … [Read more...] about Beyond Conventional Tactics: How AI is Redefining Marketing and Sales
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
LLM Safety Checklist: Avoiding Common Traps in Generative AI Applications
With the rush to adopt generative AI to stay competitive, many businesses are overlooking key risks associated with LLM-driven applications. We cover four major risk areas with large language models such as OpenAI’s GPT-4 or Meta’s Llama 2, which should be vetted carefully before they are deployed to production for real end-users: In the following sections, we will … [Read more...] about LLM Safety Checklist: Avoiding Common Traps in Generative AI Applications
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
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
Beyond ChatGPT: Open-Source Projects in Generative AI
In the realm of generative AI, open-source projects have emerged as powerful tools that democratize access to cutting-edge models and foster collaborative development. They enable researchers, developers, and enthusiasts to experiment, improve upon existing models, and create novel applications that benefit society as a whole. In this article, I want to briefly review the … [Read more...] about Beyond ChatGPT: Open-Source Projects in Generative AI
Using GAMs To Project Progression Of Diabetes
This article is based on the chapter from the Interpretable AI book by Ajay Thampi. Take 35% off Interpretable AI or any other product from Manning by entering bltopbots23 into the discount code box at checkout at manning.com. Diagnostics+ AI – Diabetes Progression Imagine that you’re developing an AI-powered app that will help you diagnose illnesses: Diagnostics+. The … [Read more...] about Using GAMs To Project Progression Of Diabetes
10 Leading Language Models For NLP In 2022
UPDATE: We have published the updated version of this article with the top 10 transformative LLM research papers from 2023. The introduction of transfer learning and pretrained language models in natural language processing (NLP) pushed forward the limits of language understanding and generation. Transfer learning and applying transformers to different downstream NLP tasks … [Read more...] about 10 Leading Language Models For NLP In 2022