APC 技術ブログ

株式会社エーピーコミュニケーションズの技術ブログです。

株式会社 エーピーコミュニケーションズの技術ブログです。

SIG の検索結果:

Data Warehousing Performance, Scale and Security with Databricks SQL

…becomes a significant challenge, yet maintaining speed and efficiency is crucial. Databricks SQL was presented as a strategy aimed at sustaining performance, enhancing monitoring, and securing safe environments. Preface Enhancements in Data…

Building Enterprise-Grade GenAI Apps with MLflow and Vector Search

…actical insights from seasoned experts, proving extremely beneficial for attendees. The session concluded with Dennis distributing raffle gifts, adding an enjoyable twist to the informative event. This introduction served not only as a gate…

Leveraging GenAI to Accelerate Innovation

…es led to significant gaps in data context, making it difficult to accurately assess whether solutions were functioning effectively. Moreover, the lack of semantic information and other critical data beyond what was initially inputted into …

Introducing the Databricks AI Security Framework (DASF) to Manage AI Security Risks

…work is designed to manage AI security risks effectively. This session outlined the importance of AI security and fundamental approaches to addressing it, providing an overview of the agenda and introducing guest speakers. Preface Introduct…

An In Depth Look at the New Features of Apache Spark 3.5

…nalysis Insights into Implementation Advantages for Development Enhancements in Streaming and Future Prospects in Apache Spark 3.5 Conclusion About the special site during DAIS In our discussion today, we'll revisit some crucial milestones …

Accelerating LLM Inference with vLLM

…rkeley, designed to enhance the inference speed and deployment of large language models. It has garnered significant attention from the technical community, achieving over 12,000 stars on GitHub and contributions from more than 150 people w…

Databricks’ Journey: Driving Business Transformation with Data & GenAI

…rietary design philosophy. Preface Databricks’ Transformative Journey The Big Impact of A Small Team Unifying Data Management and Quality with Databricks Databricks' Journey: Propelling Business Transformation Using Data and GenAI Proactive…

Databricks Vector Search: What, Why and How

…ic search significantly enhances the efficiency and relevance of search results. She shared personal challenges with traditional search engines and provided examples where semantic search excelled. Her insights unveiled the significant adva…

The C-Level Guide to Data Strategy Success with 3Ps - People Process and Platform - in a GenAI World

…sion with Significant Improvements Performance Optimization Pride in Team Accomplishments Conclusion About the special site during DAIS Importance of Machine Learning: Craig detailed how the evolving machine learning within the context of G…

Efficient MLOps: Developing and Deploying ML Models with Databricks

…on with insights and challenges faced while implementing an effective MLOps framework, joined by product owners Lavinia Guadaniolo and Alessandro from Plenitude. The necessity of MLOps is underscored by the significant barriers many organiz…

BicepでEntra IDの「アプリの登録」を実現する

…esource assignRolesToAcr 'Microsoft.Authorization/roleAssignments@2022-04-01' = [for role in acrRoles: { name: guid(appName, resourceGroup().id, role) scope: acr properties: { principalId: sp.id principalType: 'ServicePrincipal' roleDefinit…

Building Your First GenAI App using Databricks, MosiacML and MLRun

…ed with insights of building GenAI applications. Led by Aaron, the co-founder of Iguago which was acquired by McKinsey, and Bruce Philp, a tech fellow at McKinsey & Company, this session explores the concepts, applications, and scaling of G…

Scaling Marketing and Docs with a Privacy-Safe RAG Model

…trument designed to enable this mechanism, SkyFlow has successfully managed to control content creation effectively. The bot guarantees quick delivery of the latest information to users by swiftly adapting to new product information and fea…

Mitigating LLM Hallucination Risk Through Research Backed Metrics

…errors. A significant innovation in evaluation introduced during the session was the "ensemble" approach. Unlike traditional methods where model performance is evaluated based on a single output, the ensemble method generates multiple respo…

LLMs in Production: Fine-Tuning, Scaling, and Evaluation

…aluable insights for those involved in the commercial deployment of these AI models. The capability to fine-tune LLMs can dramatically transform how businesses interact with information and automate processes. This section presents a clear …

Rapid LLM Prototyping with OpenAI, Databricks, and Streamlit

… gained insights into how Gjensidige, Norway's largest insurance company, operates and builds strategic collaborations. Preface Evolution of Product Development Vision for the Market Rapid LLM Prototyping and Implementation Methods Conclusi…

Building High-Quality and Trusted Data Products with Databricks

… offers insights into the process of building high-quality and reliable data products using Databricks. The conversation begins with their initiation of a discussion on what Databricks is and its main highlights. Building High-quality, Reli…

Simplify GenAI App Development with Secure, Custom AI Agents

…gents can significantly optimize the GenAI app development process. Furthermore, they learned about the technical components constituting AI agents, explored cutting-edge tools to aid their deployment, and ensured a smoother development exp…

What's New with Data Sharing and Collaboration

… types. A significant aspect of Databricks Data Intelligence Platform is data sharing and collaboration, vastly simplified by leveraging Delta Sharing. This tool waives the constraints of specific vendors and enables easy sharing of data an…

Building a Production Scale, Totally Private, OSS RAG Pipeline with DBRX, Spark, and LanceDB

…Using CDC significantly improves data handling. Let's take a closer look at how this process works. In conclusion, creating scalable data storage and distributed systems offers solutions to data security issues and removes barriers faced by…

How to Train or Fine-Tune a Custom LLM on Your Data with Databricks

…hich is designed to efficiently and easily handle large-scale data and complex computational tasks, significantly simplifies this endeavor. Preface Generative AI Methods and Their Applications Custom LLM Training and Deployment: From Data P…

Data Modeling Made Simple: A Non-Technical Beginner’s Guide

…. In an insightful session led by Jason Ziprow, Senior Product Manager at HubSpot, the basic concepts of data modeling and how its effective implementation can transform businesses were presented. This article will highlight some of the key…

What’s New in Unity Catalog—with Live Demos

…atalog, designed specifically for businesses that have adopted the Databricks Data Intelligence Platform, is the only solution offering unified governance for both data and AI. Preface 1. Unity Catalog: Tracing its History and Major Feature…

How McDonalds Uses ML to Optimize Restaurant Site Selection

…fically designed to assess potential financial contributions to McDonald's extensive network. Feature Engineering Process The feature engineering stage plays a crucial role in constructing these optimization models. This process involves ca…

Path to Production: Databricks Project CICD for Seamless Inner to Outer Dev Loops

…actical insights into real challenges in development on the Databricks platform. It also demonstrated the crucial role of community involvement in resolving these problems and offered valuable lessons on the power of collaborative problem-s…

Data + AI Summit Keynote, Thursday

…re deep insights into cutting-edge technology and its specific examples, and their impacts on our lives and work. We hope the discussions and lessons here will serve as guidelines towards the results you strive to achieve. Small-Language Mo…

A Practical Introduction to Machine Learning with Databricks Mosaic AI

…o share insights into this burgeoning field. This session offers a perfect opportunity to revisit key machine learning themes that have been prevalent before November 2022, and promises to be equally exhilarating for both speakers and the a…

Accelerating Operational Excellence with Generative AI

…red data, significantly enhancing customer interactions. While the adoption of RAG has achieved considerable technical and operational success, it has also brought about several challenges. Preface Optimization of Customer Service Efficienc…

MLOps and AI Governance in Healthcare: Providence's Use Case

…ncies and significant cost issues. It is believed that AI can play a crucial role in improving and transforming these problems. As a result, not only will operations become more functional and productive, but patient outcomes and experience…

Rise of the Medallion Mesh

… the most significant concerns. A robust data security strategy is essential for building trust and is crucial in protecting information in cloud environments from unauthorized access and threats. 2. Governance Solid governance forms the co…