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LLM Safety Checklist: Avoiding Common Traps in Generative AI Applications

August 31, 2023 by Mariya Yao

LLM safety and security

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

August 22, 2023 by Mariya Yao

hybrid approach to LLP 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

Step-By-Step LLM Product Development For Business Leaders

August 7, 2023 by Mariya Yao

LLMOps technology stack

Generated with MidjourneyEnterprises in every industry and corner of the globe are rushing to integrate the power of large language models (LLMs) like OpenAI’s ChatGPT, Anthropic’s Claude, and AI12Lab’s Jurassic to boost performance in a wide range of business applications, such as market research, customer service, and content generation. However, building an LLM … [Read more...] about Step-By-Step LLM Product Development For Business Leaders

10 Essential Prompt Engineering Methods For Successful ChatGPT & LLM Applications

July 24, 2023 by Kate Koidan

ChatGTP prompt engineering

Harnessing the full potential of AI requires mastering prompt engineering. This article provides essential strategies for writing effective prompts relevant to your specific users.The strategies presented in this article, are primarily relevant for developers building large language model (LLM) applications. Still, the majority of these tips are equally applicable to end … [Read more...] about 10 Essential Prompt Engineering Methods For Successful ChatGPT & LLM Applications

Most Powerful 7 Language (LLM) and Vision Language Models (VLM) Transforming AI in 2023

July 6, 2023 by Mariya Yao

BLIP-2, vision language models

In the rapidly evolving field of artificial intelligence, natural language processing has become a focal point for researchers and developers alike. Building on the foundations of Transformer architecture and BERT’s bidirectional upgrade, several groundbreaking language models have emerged in recent years, pushing the boundaries of what machines can understand and … [Read more...] about Most Powerful 7 Language (LLM) and Vision Language Models (VLM) Transforming AI in 2023

Beyond ChatGPT: Open-Source Projects in Generative AI

May 24, 2023 by Kate Koidan

open-source research

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

Top 6 Research Papers On Diffusion Models For Image Generation

May 17, 2023 by Mariya Yao

Midjourney evolution

Midjourney Evolution. V1 – V5.1In 2015, a research paper from Stanford University and UC Berkeley introduced diffusion models, coming originally from statistical physics, into the field of machine learning. According to the paper summary, “the essential idea is to systematically and slowly destroy the structure in a data distribution through an iterative forward diffusion … [Read more...] about Top 6 Research Papers On Diffusion Models For Image Generation

10 Leading Language Models For NLP In 2022

June 17, 2022 by Mariya Yao

PaLM language model

UPDATE: We have published the updated version of this article, considering the latest research advances in large language models. Check out Most Powerful 7 Language (LLM) and Vision Language Models (VLM) Transforming AI in 2023.The introduction of transfer learning and pretrained language models in natural language processing (NLP) pushed forward the limits of language … [Read more...] about 10 Leading Language Models For NLP In 2022

NeurIPS 2021 – 10 Papers You Shouldn’t Miss

December 3, 2021 by Sergi Castella i Sapé

NeurIPS 2021 papers

The 2021 edition of the most beloved conference in Artificial Intelligence is here to end the year with a ‘grand finale’. The growth of the conference hasn’t ceased: last year’s conference — which we also reviewed — had 1899 main-track papers accepted, compared to this year’s 2334.Some of the published papers have been on arxiv.org for some time now and have … [Read more...] about NeurIPS 2021 – 10 Papers You Shouldn’t Miss

A Guide To Knowledge Graphs

October 5, 2021 by Mohit Mayank

knowledge graphs

Table of ContentsIntroduction- What is a Knowledge Graph (KG)?- Why KG?- How to use KG?KG in practice- Open source KGs- Creating custom KG- KG ontology- Hosting KG (database)- Query facts from KGIntroductionIn this section, we will introduce KG by asking some simple but intuitive questions about KG. In fact, we will cover the what, why, and how of the knowledge … [Read more...] about A Guide To Knowledge Graphs

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