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:

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…

Automating Unity Catalog Migration with UCX: Building Robust Python Applications on Databricks

…pecific insights such as, "DDFS is workspace-specific and is not suitable for cooperation with Unity Catalog due to lack of ACL. It is recommended to stop its use." Moreover, it verifies whether already migrated tables to Unity Catalog are …

Dive into Building Production Quality Gen AI Applications

… expert insights into the complexities and necessary steps involved in this transition. Preface Why is it difficult to build high-quality engineering applications? The Journey to High-Quality Engineering Applications Transitioning from Proo…

Data Platform Modernization with a Data Mesh Architecture

…required, significantly increasing the complexity of developing data pipelines. As a solution to these existing challenges, many organizations are shifting their focus towards the Data Mesh Architecture. Data Mesh, an emerging data architec…

Data + AI Summit Keynote, Wednesday

… speakers signify the crystallization of a yearlong effort to answer these critical questions. The demand for such a platform to explore and demonstrate the potential of data and AI can never be overstated. It's a grand summit where all par…

A Practitioner's Perspective on LLMOps

…resents a significant challenge for businesses attempting to integrate them into operational workflows. This section will explain the complexities involved and emphasize the importance of efficient operations to harness the full potential o…

The AI Regulatory Landscape What’s Here What’s Coming How to Prepare

…udience insights into the environment of AI regulation and ways to adapt, we hosted an information-packed session. Scott Starbird, the Chief Public Relations Officer at Databricks, introduced the session. Adding further depth was Aaron Coop…

Prompt Engineering is Dead; Build LLM Applications with DSPy Framework

…dscape, a significant shift in the perception of prompt engineering was highlighted. Although the session title might appear controversial, it effectively emphasized the urgency and relevance of the discussed change. Over the past year, the…

DATA+AI Summit2024(DAIS2024)に関する投稿まとめ(現地時間2024年6月12日分)

…cks Key Design Goals and Strategies(レイクハウスの可観測性の簡素化: Databricks の主要な設計目標と戦略) Efficient MLOps: Developing and Deploying ML Models with Databricks(効率的なMLOps:DatabricksによるMLモデルの開発と展開) Accelerating Operational Excellence with Generative AI(生成 A…

Simplifying Lakehouse Observability: Databricks Key Design Goals and Strategies(レイクハウスの可観測性の簡素化: Databricks の主要な設計目標と戦略)

はじめに Databricksは、データ、分析、AIに基づくあらゆる事業の成功に不可欠な湖畔監視ツールの広範な配列を提供しています。このセッションでは、Databricksが提供する多様なツールと洞察を示し、運用を強化し、ユーザーの成功を高めることができました。 このセッションで取り上げられた啓発的な例には、Eugeneが含まれていました—Databricksチームのメンバーで、プロのレースカードライバーであり、「モザイク」というショーの参加者です。現在フランスのル・マン24…

What’s Next for the Upcoming Apache Spark 4.0?

…etailed insight into improving Sparks' extensibility, custom functions, and evaluating the level of Spark's autonomy. In this introduction and agenda, we embark on a journey to understand the unique elements and significant improvements of …

Simplifying Lakehouse Observability: Databricks Key Design Goals and Strategies

…ols and insights provided by Databricks that enhance operations and increase user success. Preface Integration and Utilization of Databricks System Tables 1. The Role of System Tables 2. Integration with Other Tools 3. Convenience and Acces…

Latest Advancements in MLflow

…light the significant contributions of the team behind MLflow, particularly David Briggs and his colleague Ben. These experts have extensively utilized the "Drain-A-Anim" feature in their development efforts. The session focused on how MLfl…

Summary of posts on DATA+AI Summit 2024 (DAIS2024, June 12, 2024)

…cks Key Design Goals and Strategies Efficient MLOps: Developing and Deploying ML Models with Databricks Accelerating Operational Excellence with Generative AI Databricks Streaming: Project Lightspeed Goes Hyperspeed MLOps and AI Governance …

Scaling AI in Australia and New Zealand with ML Foundations and Databricks

…ions face significant challenges when integrating AI as an essential part of their operations, with ensuring scalability across various teams and departments being a primary concern. Here, we focus on practical approaches to handle these ch…

Implementing the Lakehouse, from BI to AI

…fers an insightful perspective on the practicalities of data architecture in large corporations, revealing a nuanced approach necessary for effective data governance and utilization. Standardization and Governance: ABN Amro's Data Architect…

Scaling RAG and Embedding Computations with Ray and Pinecone

…hnologies significantly enhances data processing capabilities. By attending this session, participants expanded their knowledge base on RAG and explored methods of processing large volumes of data with optimal efficiency using advanced tech…

The MLOps Platform at WGU: Solutions to Production ML with Databricks

…ing the design phase. Preface Design Phase and Initial Challenges Stringent Security Management Automated Project Initiation About the special site during DAIS Design Phase and Initial Challenges The session highlighted that the design stag…

Unlock Data and AI Potential with a Fully Orchestrated Health Lakehouse

…hensive Insights and Forecasts Theme of Section: Advanced Data Management and Predictive Analytics Rigorous Data Management and Onboarding Processes Effective Integration of Payment Systems Comprehensive Support Framework and Scalable Solut…

In the Trenches with DBRX: Building a State-of-the-Art Open-Source Model

… shared insights into the strategic decisions that shaped the project, the selected technologies, and the rationale behind these choices. This session thoroughly enlightened attendees about the spirit of DBRX’s development through a detaile…

DSPy: Compiling Language Model Calls into Self-Improving Pipelines

…uestion Design: Design and publish questions on platforms to address these issues. Leveraging AI: Utilize AI to gather and analyze the necessary data for problem-solving. Human Intervention: When AI alone is insufficient, humans interpret d…