Generative AI is a rapidly evolving field with a plethora of fascinating applications, from creating realistic images and videos to generating human-like text and beyond. As the technology advances, the demand for skilled professionals who can harness the power of generative AI is growing exponentially. However, navigating the myriad of tutorials and courses available can be … [Read more...] about Accelerate Your AI Skills: Essential Generative AI Courses for Developers
NLP
Advancing AI’s Cognitive Horizons: 8 Significant Research Papers on LLM Reasoning
Simple next-token generation, the foundational technique of large language models (LLMs), is usually insufficient for tackling complex reasoning tasks. To address this limitation, various research teams have explored innovative methodologies aimed at enhancing the reasoning capabilities of LLMs. These enhancements are crucial for enabling these models to handle more intricate … [Read more...] about Advancing AI’s Cognitive Horizons: 8 Significant Research Papers on LLM Reasoning
How To Use AI To Automate Document Processing
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
The Impact of Custom GPTs: An Overview of Their Key Applications
ChatGPT has fundamentally changed the way we can tackle a broad array of tasks, introducing unprecedented levels of automation and intelligence into our workflows. However, leveraging this technology effectively often hinges on the user's ability to craft precise and insightful prompts – a skill not everyone possesses. Recognizing this barrier, OpenAI introduced custom GPTs … [Read more...] about The Impact of Custom GPTs: An Overview of Their Key Applications
10 Integral Steps in LLM Application Development
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
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?
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
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
Beyond Metrics: A Hybrid Approach to LLM Performance Evaluation
Large Language Models (LLMs) present a unique challenge when it comes to performance evaluation. Unlike traditional machine learning where outcomes are often binary, LLM outputs dwell in a spectrum of correctness. Also, while your base model may excel in broad metrics, general performance doesn’t guarantee optimal performance for your specific use cases. Therefore, a … [Read more...] about Beyond Metrics: A Hybrid Approach to LLM Performance Evaluation