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Natural Language Processing

Building AI Products With A Holistic Mental Model

September 11, 2023 by Janna Lipenkova

building AI products

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

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

Mastering ChatGPT: Effective Summarization With LLMs

July 14, 2023 by Andrea Valenzuela

Text Summarization ChatGPT

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

July 7, 2023 by Andrea Valenzuela

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

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

Creating An Information Edge With Conversational Access To Data

June 29, 2023 by Janna Lipenkova

conversational AI for data analysis

Figure 1: Representation of the Text2SQL flowAs 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?

June 22, 2023 by Francisco Caio Lima Paiva

ChatGPT sentiment analysis

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?

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