Modeling Archives

Modeling

Anomaly Detection for CRM Data: A Step-By-Step Guide

Modeling West 2023posted by ODSC Community October 3, 2023

Editor’s note: Geeta Shankar and Tuli Nivas are speakers for ODSC West 2023 this October 30th to November 2nd. Be sure to check out their talk, “Anomaly Detection for CRM Production Data,” there! Anomaly detection for CRM (Customer Relationship Management) data is gaining increasing importance. It... Read more

LLMOps vs MLOps: Understanding the Differences

Modeling NLP/Text Analytics LLMOps LLMsposted by ODSC Team October 3, 2023

Large language models are all the rage right now, and with that comes the need for better management, organization, and planning. Just as machine learning leads to MLOps, so too have LLMs led to LLMOps. While LLMOps and MLOps have many similarities, such as ensuring data... Read more

What Exactly are Large Language Model Operations (LLMOps)?

Modeling NLP/Text Analytics LLMOpsposted by ODSC Team October 3, 2023

Large language models (LLMs) are a powerful new technology with the potential to revolutionize many industries. However, LLMs are also complex and challenging to manage. LLMOps, or Large Language Model Operations, is a new and emerging field that focuses on the operational management of LLMs. What... Read more

Intelligent Document Processing with AWS AI Services and Amazon Bedrock

Generative AI Modeling Amazonposted by ODSC Community October 2, 2023

Companies in sectors like healthcare, finance, legal, retail, and manufacturing frequently handle large numbers of documents as part of their day-to-day operations. These documents often contain vital information that drives timely decision-making, essential for ensuring top-tier customer satisfaction, and reduced customer churn. Traditionally, the extraction of... Read more

The Prompt Optimization Stack

Modeling NLP/Text Analytics West 2023posted by ODSC Community September 28, 2023

Editor’s note: Mike Taylor is a speaker for ODSC West this October 30th to November 2nd. Be sure to check out his talk, “Prompt Optimization with GPT-4 and Langchain,” there! The difference between the average person using AI and a Prompt Engineer is testing. Most people... Read more

Fine-tuning LLMs on Slack Messages

Modeling NLP/Text Analytics West 2023posted by ODSC Community September 28, 2023

Editor’s note: Eli Chen is a speaker for ODSC West this October 30th to November 2nd. Be sure to check out his talk, “Fine-tuning LLMs on Slack Messages,” there! Fine-tuning LLMs is super easy, thanks to HuggingFace’s libraries. This tutorial walks you through adapting a pre-trained... Read more

How to Practice Data-Centric AI and Have AI Improve its Own Dataset

Machine Learning Modeling West 2023posted by ODSC Community September 27, 2023

Editor’s note: Jonas Mueller is a speaker for ODSC West this October 30th to November 2nd. Be sure to check out his talk, “How to Practice Data-Centric AI and Have AI Improve its Own Dataset,” there! Machine learning models are only as good as the data... Read more

Harnessing LLM Alignment: Making AI More Accessible

Generative AI Modeling West 2023posted by ODSC Community September 27, 2023

Editor’s note: Sinan Ozdemir is a speaker for ODSC West this October 30th to November 2nd. Be sure to check out his talk, “Aligning Open-source LLMs Using Reinforcement Learning from Feedback,” there! Back in 2020, the world was introduced to OpenAI’s GPT-3, a marvel in the... Read more

The Crucial Role of Digital Experimentation and A/B Testing in the AI Landscape

Modeling West 2023posted by ODSC Community September 27, 2023

Editor’s note: Alessandro Romano is a speaker for ODSC West this October 30th to November 2nd. Be sure to check out his talk, “The Crucial Role of Digital Experimentation and A/B Testing in the AI Landscape,” there! Collecting a considerable amount of data has become a... Read more

Emerging Threats: Securing Applications in the Age of Language Models

Generative AI Modelingposted by ODSC Community September 27, 2023

The incredible capabilities of large language models (LLMs) like ChatGPT make them irresistible to developers seeking to create next-generation apps. But this frenzied adoption risks exposing users to new dangers. LLMs have unique vulnerabilities that most developers don’t grasp. Building secure applications requires understanding these novel... Read more