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?
Natural Language Processing
Award-Winning Breakthroughs at NeurIPS 2023: A Focus on Language Model Innovations
Generated with Midjourney The NeurIPS 2023 conference showcased a range of significant advancements in AI, with a particular focus on large language models (LLMs), reflecting current trends in AI research. This year, the award committees recognized excellence in the field by granting two Outstanding Papers Awards and two Runner-up Awards. These awards highlight the latest … [Read more...] about Award-Winning Breakthroughs at NeurIPS 2023: A Focus on Language Model Innovations
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
Top 10 Influential AI Research Papers in 2023 from Google, Meta, Microsoft, and More
From Generative Agents research paper In this article, we delve into ten transformative research papers from diverse domains, spanning language models, image processing, image generation, and video editing. As discussions around Artificial General Intelligence (AGI) reveal that AGI seems more approachable than ever, it's no wonder that some of the featured papers explore … [Read more...] about Top 10 Influential AI Research Papers in 2023 from Google, Meta, Microsoft, and More
The GenAI Frontier: 10 Transformative LLM Research Papers of 2023 from LLaMA to GPT-4
Generated with DALL-E 3 In the rapidly evolving landscape of Natural Language Processing, 2023 emerged as a pivotal year, witnessing groundbreaking research in the realm of Large Language Models (LLMs). These LLMs, characterized by their vast parameter sizes and impressive capabilities, played a central role in shaping the future of AI applications. This introduction … [Read more...] about The GenAI Frontier: 10 Transformative LLM Research Papers of 2023 from LLaMA to GPT-4
AI In HR: A Guide For Business And HR Leaders
76% of HR leaders believe their organizations will fall behind if they don't adopt AI solutions in the next year or two. With the rapid pace of AI innovation, we can expect AI to have a major impact on the HR role across the entire employee lifecycle. First, AI will lead to new employee expectations about how they interact with HR and HR technologies, from recruiting and … [Read more...] about AI In HR: A Guide For Business And HR Leaders
The Future of Customer Support: How AI is Boosting Capacity, Performance, and Satisfaction
Customer support has become increasingly important, with 88% of buyers saying the experience a company provides matters as much as its products or services. About 72% of customers demand immediate service and nearly 70% expect anyone they interact with to have full context. However, this level of customer care is expensive, leading business leaders to look into AI for higher … [Read more...] about The Future of Customer Support: How AI is Boosting Capacity, Performance, and Satisfaction
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
Generative vs Predictive AI: Key Differences & Real-World Applications
Generated with Bing and edited with Photoshop Predictive AI and generative AI are two powerful applications of artificial intelligence with a wide range of use cases in business and industry. Both types of AI use machine learning to learn from data, but they do so in different ways and have different capabilities. Business leaders must understand the strengths and … [Read more...] about Generative vs Predictive AI: Key Differences & Real-World Applications
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