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。

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AWS CLI で再入門:Amazon ECS + Fargate

AWS

…テナの数を指定 assignPublicIp で Public IP 付与を指定 # サービス作成 aws ecs create-service \ --cluster "$prefix-cluster" \ --service-name "$prefix-service" \ --task-definition "$prefix-task-def" \ --desired-count 1 \ --launch-type FARGATE \ --network-configu…

【AWS認定資格】最難関!? AWS Certified Advanced Networking - Specialty(ANS-C01) に挑戦

AWS

…atchLogsInsighs の流れで分析できる。 インターフェースエンドポイント 対象サービスにはプライベートIPでアクセスされる。有料。DirectConnect経由でオンプレからもアクセスOK。ピアリングでほかのVPCからもアクセスOK。 ゲートウェイエンドポイント 対象サービスにはパブリックIPでアクセスする。無料。VPC内からのみアクセス可。 VPCフローログ VPC のネットワークインターフェイスとの間で行き来する IP トラフィックに関する情報をキャプチャ。た…

AIと共創:Windows XP風の風景にアルパカを描く

…CopilotのDesignerを使って、「Windows XPの壁紙のような緑の丘の上に、たくさんのアルパカがいる風景」の画像生成にチャレンジした経験を共有します。 2. 初回の画像生成 最初に提示したプロンプトは以下の通りです。 Windows XPの壁紙のような緑の丘の上に、たくさんのアルパカがいる風景。 このプロンプトに対するAIの回答は以下の画像です。 Windows XPの壁紙のような緑の丘の上に、たくさんのアルパカがいる風景。 生成された画像は、あまり気に入りま…

Introducing the Databricks AI Security Framework (DASF) to Manage AI Security Risks(Databricks AIセキュリティフレームワーク(DASF)の紹介とAIセキュリティリスクの管理)

…して「Single Sign-On (SSO) with Malacca」と「Multi-factor Authentication」の実装が強調されました。これらのメカニズムは、正しい認証情報を持つ適切なユーザーのみがシステムにアクセスできるようにします。特に、AIシステムへのアクセス管理には、IPアドレス制限を活用し、承認されたネットワークからのみアクセスを許可することが含まれる場合があります。これにより、不正アクセスのリスクが大幅に減少します。 これらのステップに従うこ…

Databricks Streaming: Project Lightspeed Goes Hyperspeed

…ssing has significantly improved. Following that, we discussed the primary objectives of Databricks's Project Lightspeed. This project particularly focuses on the ability to simplify the acquisition and processing of real-time data. This ha…

How to Create a Holistic Customer View to Drive Performance and Revenue

…roduct, designed to drive performance and revenue. Our session begins with a brief introduction to our speaker. We will cover his career path, personal experiences in this field, and the driving goals that motivate him. This will be followe…

How to Migrate from Snowflake to an Open Data Lakehouse Using Delta Lake UniForm

…ating the significant benefits of Delta Lake UniForm in overcoming common data storage and accessibility challenges. Let’s embark on this insightful journey together. Challenges and Architectural Evolution Wayne Enterprises: Actions and Fac…

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…