DB2 commands are used to execute database administration functions and control the DB2 operational environment. The document discusses different types of DB2 commands, including DSN commands, DB2 commands, IMS commands, and CICS attachment facility commands. It also describes the structure of DB2 commands and the scopes of different commands, such as member, group, or both depending on options.
The document provides an overview of DB2 and discusses key concepts such as instances, databases, tablespaces, and recovery. It describes how to install and configure DB2, create instances and databases, load and move data between databases, and perform backups and recovery. Examples are given of commands used to create tablespaces and load data. The document also mentions tools for visualizing queries and monitoring performance.
DB2 UDB for z/OS Version 7 - An OverviewCraig Mullins
DB2 Version 7 includes many new features and enhancements across several areas:
1) e-Business features like XML support, improved Net.Data macros, and Unicode encoding.
2) Application features such as stored procedure enhancements, scrollable cursors, and row expressions.
3) Data management features including identity columns, declared temporary tables, and utility improvements.
4) Business intelligence features such as a new data warehouse manager.
5) Enhanced compatibility across the DB2 family of products on different platforms.
Windows Server 2008 (Active Directory Yenilikleri)ÇözümPARK
- Windows Server 2008 includes several new features for Active Directory including Read-Only Domain Controllers (RODC), fine-grained password policies, enhanced auditing capabilities, and restartable AD DS.
- RODCs allow read-only domain controllers in branch offices for authentication without replicating passwords or making changes to the domain.
- Fine-grained password policies allow different password settings to be applied to different groups of users.
- Auditing capabilities provide more detailed auditing of directory service changes.
This document provides an introduction to using Job Control Language (JCL) and the System Display and Search Facility (SDSF) on IBM mainframe systems. It explains the basic components of JCL, including the JOB, EXEC, and DD statements. It also describes how to create JCL procedures, override procedure statements, and use utilities and system libraries. The document concludes by explaining how SDSF allows users to monitor jobs, view outputs, and issue commands to the operating system.
Ibm db2 10.5 for linux, unix, and windows getting started with db2 installa...bupbechanhgmail
This document provides instructions for installing and configuring IBM DB2 10.5 on Linux and Windows systems. It covers prerequisites such as disk space and memory requirements. It also provides step-by-step instructions for installing DB2 using the Setup wizard on both Windows and Linux. Additional sections describe verifying the installation, configuring licensing, and includes appendices on tasks like uninstalling DB2, checking for updates and applying fix packs.
This document provides an overview of the DB2 10.1 Basic Database Administration Workshop for Linux, Unix and Windows. It introduces the instructor, Iqbal Goralwalla, who has extensive experience developing and working with DB2. The document discusses DB2 editions and key features, tools replaced in DB2 10 like Control Center, the new IBM Data Studio tool, and the DB2 instance and process models.
The document discusses DB2 security concepts including authentication, authorization, administrative authorities, and database object privileges. It describes how authentication can be configured on the server and client. The major DB2 administrative authorities like SYSADM, SYSCTRL, and DBADM are explained along with how privileges can be granted and revoked for database objects, schemas, tables, indexes, and packages. Examples are provided for granting privileges using SQL statements. The document also includes a case study about troubleshooting a user not having insert privileges on a table.
The document provides an overview of DB2 and discusses key concepts such as instances, databases, tablespaces, and recovery. It describes how to install and configure DB2, create instances and databases, load and move data between databases, and perform backups and recovery. Examples are given of commands used to create tablespaces and load data. The document also mentions tools for visualizing queries and monitoring performance.
DB2 UDB for z/OS Version 7 - An OverviewCraig Mullins
DB2 Version 7 includes many new features and enhancements across several areas:
1) e-Business features like XML support, improved Net.Data macros, and Unicode encoding.
2) Application features such as stored procedure enhancements, scrollable cursors, and row expressions.
3) Data management features including identity columns, declared temporary tables, and utility improvements.
4) Business intelligence features such as a new data warehouse manager.
5) Enhanced compatibility across the DB2 family of products on different platforms.
Windows Server 2008 (Active Directory Yenilikleri)ÇözümPARK
- Windows Server 2008 includes several new features for Active Directory including Read-Only Domain Controllers (RODC), fine-grained password policies, enhanced auditing capabilities, and restartable AD DS.
- RODCs allow read-only domain controllers in branch offices for authentication without replicating passwords or making changes to the domain.
- Fine-grained password policies allow different password settings to be applied to different groups of users.
- Auditing capabilities provide more detailed auditing of directory service changes.
This document provides an introduction to using Job Control Language (JCL) and the System Display and Search Facility (SDSF) on IBM mainframe systems. It explains the basic components of JCL, including the JOB, EXEC, and DD statements. It also describes how to create JCL procedures, override procedure statements, and use utilities and system libraries. The document concludes by explaining how SDSF allows users to monitor jobs, view outputs, and issue commands to the operating system.
Ibm db2 10.5 for linux, unix, and windows getting started with db2 installa...bupbechanhgmail
This document provides instructions for installing and configuring IBM DB2 10.5 on Linux and Windows systems. It covers prerequisites such as disk space and memory requirements. It also provides step-by-step instructions for installing DB2 using the Setup wizard on both Windows and Linux. Additional sections describe verifying the installation, configuring licensing, and includes appendices on tasks like uninstalling DB2, checking for updates and applying fix packs.
This document provides an overview of the DB2 10.1 Basic Database Administration Workshop for Linux, Unix and Windows. It introduces the instructor, Iqbal Goralwalla, who has extensive experience developing and working with DB2. The document discusses DB2 editions and key features, tools replaced in DB2 10 like Control Center, the new IBM Data Studio tool, and the DB2 instance and process models.
The document discusses DB2 security concepts including authentication, authorization, administrative authorities, and database object privileges. It describes how authentication can be configured on the server and client. The major DB2 administrative authorities like SYSADM, SYSCTRL, and DBADM are explained along with how privileges can be granted and revoked for database objects, schemas, tables, indexes, and packages. Examples are provided for granting privileges using SQL statements. The document also includes a case study about troubleshooting a user not having insert privileges on a table.
This document provides an overview of DB2 for OS/390 fundamentals, including a brief history of DB2, the internal workings and address spaces of DB2, SQL, DB2 objects, referential integrity, commands, utilities, and sample databases. It also covers topics like attachment facilities, data sharing, parallelism, SQL, authorities, indexes, and embedded SQL.
The document discusses identifying tablespace scans caused by RID list failures in DB2. It provides an example where a SQL statement with a high getpage count was found to have 210 RID list failures, resulting in 210 tablespace scans. Analyzing dynamic statement cache statistics and execution statistics at the statement level can help identify when an access path is converted to a tablespace scan due to RID pool failures. Adjusting related RID pool DSNPARM settings or reducing dependence on the RID pool may help address the issue.
This document provides a mini-user guide for DFSORT's ICETOOL utility. It discusses the major features of ICETOOL for z/OS DFSORT V1R5 and DFSORT Release 14, including its JCL, control statements, and 13 operators. Examples are provided to demonstrate how to use ICETOOL to perform complex sorting, copying, reporting and analytical tasks using multiple data sets in a single job step.
This document provides an overview of using DB2 on IBM mainframe systems. It discusses logging into TSO, allocating datasets for DB2 use, using the SPUFI tool to interactively execute SQL statements against DB2, and some key DB2 concepts like logical unit of work and the different views that programs and the system have of the DB2 environment.
This document provides a mini-user guide for DFSORT's ICETOOL utility. It discusses the major features of ICETOOL for z/OS DFSORT V1R5 and DFSORT Release 14, including its JCL, control statements, and thirteen operators. Examples are provided to demonstrate how each operator works and how ICETOOL can be used to perform complex sorting, copying, reporting and analytical tasks using multiple data sets in a single job step.
The document discusses two DB2 utilities: db2top and db2pd. Db2top allows users to take periodic snapshots of the system and identify any problems during a period of time. Db2pd provides options to display information about transactions, table spaces, statistics, and configurations for monitoring and troubleshooting databases. It can be used to show operating system information, instance details, and details of a specific database.
System z Technology Summit Streamlining UtilitiesSurekha Parekh
Most DB2 applications are global non-stop, requiring almost
100% accessibility. Availability demands reduce the amount
of time available to perform necessary routine tasks, such as
utility maintenance on the underlying data and objects stored
in DB2 for z/OS that support critical business applications. In
addition, companies are looking for ways to streamline DB2 utility
processing to maximize system and personnel resources. How
valuable would it be to maximize your use of IBM DB2 Utilities
Suite for z/OS for both DB2 9 and DB2 10? What if you could
establish DB2 utility practices at a company level and know
that they would be monitored and adhered to? Do you want
to reduce your batch window during utility sort processing to
improve availability and performance? How important would it
be to run utilities only on objects when and if it’s necessary?
The answers to these questions and more will be revealed in
this session.
This document provides an overview and instructions for using BMC MainView software to monitor DB2 system and application performance. It outlines the MainView easy menu interface and describes how to view various DB2 performance metrics such as storage usage, logging, locking, threads, SQL activity and more. Drill-downs and filtering options are demonstrated to get more detailed information on specific topics like buffer pools, page sets, exceptions and traced threads.
This technical white paper discusses using SQL performance reports to understand stored procedure characteristics in DB2. The paper explains how to identify if a stored procedure is running externally or internally using the program type and stored procedure address space details. It also shows how to determine what program or plan is calling the stored procedure using the plan drilldown. The paper emphasizes the importance of understanding where stored procedures are executing from and the application environment, for effective performance tuning.
Stephan Hummel – IT-Tage 2015 – DB2 In-Memory - Eine Technologie nicht nur fü...Informatik Aktuell
This document discusses DB2 In-Memory Acceleration, a technology from IBM that improves performance for analytic workloads. DB2 In-Memory Acceleration uses columnar storage and encoding to compress and analyze data more efficiently. It allows data to be queried much faster using techniques like parallel processing, data skipping, and CPU acceleration. The document provides guidance on sizing DB2 In-Memory Acceleration and describes how it can be used to improve performance of both analytic queries and transactions by creating column-based shadow tables of row-based operational data.
Ibm db2 10.5 for linux, unix, and windows installing ibm data server clientsbupbechanhgmail
The document provides instructions for installing the IBM Data Server Driver Package on Windows and Linux/UNIX systems. It discusses the driver package's requirements, how to install it using commands or a graphical interface, and how to configure and test connections to databases. The driver package provides runtime support for applications using technologies like ODBC, CLI, .NET and allows connectivity to DB2 databases on IBM mainframe and midrange systems.
This document provides an overview of IBM DB2 9, including:
- The various editions of DB2 9 for different use cases and hardware configurations
- The common code shared across operating system platforms
- Additional products and features including add-ons, clients, extenders, and connectivity tools
- Descriptions of the main administration and development tools provided with DB2 9
This document provides an overview of z/OS and its major concepts. It discusses z/OS running on IBM mainframe hardware in logical partitions (LPARs). It describes the main z/OS components and software stack, including operating system, middleware, and applications. It also covers application development environments, application execution environments, and z/OS management environments. Additional topics include DASD, data sets, data set allocation, VTOC, catalogs, and more. The purpose is to acquaint readers with the major concepts of the z/OS operating system at a high level.
Track 2 session 4 db2 for z os optimizer- what’s new in db2 11 and exploiti...IBMSystemzEvents
The document provides an overview of new features and enhancements in DB2 10 and 11 for z/OS related to query optimization and performance. Key highlights include improvements to predicate application such as support for IN-list matching, predicate pushdown, and transitive closure. Other areas covered are safe optimization techniques, parallelism enhancements including dynamic partitioning, plan management capabilities, and additional features in DB2 11 related to predicate indexability and duplicate removal.
This document discusses IBM's DB2 tools and solutions including the DB2 Performance Solution Pack, DB2 Utilities Solution Pack, IBM DB2 Analytics Accelerator (IDAA), and QMF for z/OS. It provides an overview of each solution's components and capabilities for optimizing DB2 performance, managing utilities, identifying accelerated queries, and workload analysis. The document also demonstrates how IBM tools like Query Monitor can identify eligible queries for acceleration with IDAA and quantify the potential CPU savings.
This chapter discusses Job Control Language (JCL) and the Display and Search Facility (SDSF) in 3 sentences: It introduces JCL, which uses statements like JOB, EXEC, and DD to describe programs, inputs, and outputs for execution on the mainframe. It also explains how to check job outputs using SDSF, which allows viewing and searching system logs, monitoring jobs, and controlling job execution order and output printing. Key topics covered include basic JCL coding, procedures, concatenation, continuation, and using SDSF to view job status and outputs.
Ims13 ims tools ims v13 migration workshop - IMS UG May 2014 Sydney & Melbo...Robert Hain
Together, the IBM IMS Tools Solution Packs and IMS 13 deliver simplification, automation and intelligence, with all the tools needed to support IMS databases now in one package. It doesn’t make sense to run reorganization utilities if your databases do not need to be reorganized. Now you can quickly and easily improve IMS application performance, IMS resource utilization and deliver higher system availability with the end-to-end analysis of IMS transactions. Comprehensive performance reporting and easier interactive analysis determine what happened, what needs fixing and how to fix it – all part of the intelligence and automation of the IMS Tools Performance Solution Pack.
Learn SQL from basic queries to Advance queriesmanishkhaire30
Dive into the world of data analysis with our comprehensive guide on mastering SQL! This presentation offers a practical approach to learning SQL, focusing on real-world applications and hands-on practice. Whether you're a beginner or looking to sharpen your skills, this guide provides the tools you need to extract, analyze, and interpret data effectively.
Key Highlights:
Foundations of SQL: Understand the basics of SQL, including data retrieval, filtering, and aggregation.
Advanced Queries: Learn to craft complex queries to uncover deep insights from your data.
Data Trends and Patterns: Discover how to identify and interpret trends and patterns in your datasets.
Practical Examples: Follow step-by-step examples to apply SQL techniques in real-world scenarios.
Actionable Insights: Gain the skills to derive actionable insights that drive informed decision-making.
Join us on this journey to enhance your data analysis capabilities and unlock the full potential of SQL. Perfect for data enthusiasts, analysts, and anyone eager to harness the power of data!
#DataAnalysis #SQL #LearningSQL #DataInsights #DataScience #Analytics
This document provides an overview of DB2 for OS/390 fundamentals, including a brief history of DB2, the internal workings and address spaces of DB2, SQL, DB2 objects, referential integrity, commands, utilities, and sample databases. It also covers topics like attachment facilities, data sharing, parallelism, SQL, authorities, indexes, and embedded SQL.
The document discusses identifying tablespace scans caused by RID list failures in DB2. It provides an example where a SQL statement with a high getpage count was found to have 210 RID list failures, resulting in 210 tablespace scans. Analyzing dynamic statement cache statistics and execution statistics at the statement level can help identify when an access path is converted to a tablespace scan due to RID pool failures. Adjusting related RID pool DSNPARM settings or reducing dependence on the RID pool may help address the issue.
This document provides a mini-user guide for DFSORT's ICETOOL utility. It discusses the major features of ICETOOL for z/OS DFSORT V1R5 and DFSORT Release 14, including its JCL, control statements, and 13 operators. Examples are provided to demonstrate how to use ICETOOL to perform complex sorting, copying, reporting and analytical tasks using multiple data sets in a single job step.
This document provides an overview of using DB2 on IBM mainframe systems. It discusses logging into TSO, allocating datasets for DB2 use, using the SPUFI tool to interactively execute SQL statements against DB2, and some key DB2 concepts like logical unit of work and the different views that programs and the system have of the DB2 environment.
This document provides a mini-user guide for DFSORT's ICETOOL utility. It discusses the major features of ICETOOL for z/OS DFSORT V1R5 and DFSORT Release 14, including its JCL, control statements, and thirteen operators. Examples are provided to demonstrate how each operator works and how ICETOOL can be used to perform complex sorting, copying, reporting and analytical tasks using multiple data sets in a single job step.
The document discusses two DB2 utilities: db2top and db2pd. Db2top allows users to take periodic snapshots of the system and identify any problems during a period of time. Db2pd provides options to display information about transactions, table spaces, statistics, and configurations for monitoring and troubleshooting databases. It can be used to show operating system information, instance details, and details of a specific database.
System z Technology Summit Streamlining UtilitiesSurekha Parekh
Most DB2 applications are global non-stop, requiring almost
100% accessibility. Availability demands reduce the amount
of time available to perform necessary routine tasks, such as
utility maintenance on the underlying data and objects stored
in DB2 for z/OS that support critical business applications. In
addition, companies are looking for ways to streamline DB2 utility
processing to maximize system and personnel resources. How
valuable would it be to maximize your use of IBM DB2 Utilities
Suite for z/OS for both DB2 9 and DB2 10? What if you could
establish DB2 utility practices at a company level and know
that they would be monitored and adhered to? Do you want
to reduce your batch window during utility sort processing to
improve availability and performance? How important would it
be to run utilities only on objects when and if it’s necessary?
The answers to these questions and more will be revealed in
this session.
This document provides an overview and instructions for using BMC MainView software to monitor DB2 system and application performance. It outlines the MainView easy menu interface and describes how to view various DB2 performance metrics such as storage usage, logging, locking, threads, SQL activity and more. Drill-downs and filtering options are demonstrated to get more detailed information on specific topics like buffer pools, page sets, exceptions and traced threads.
This technical white paper discusses using SQL performance reports to understand stored procedure characteristics in DB2. The paper explains how to identify if a stored procedure is running externally or internally using the program type and stored procedure address space details. It also shows how to determine what program or plan is calling the stored procedure using the plan drilldown. The paper emphasizes the importance of understanding where stored procedures are executing from and the application environment, for effective performance tuning.
Stephan Hummel – IT-Tage 2015 – DB2 In-Memory - Eine Technologie nicht nur fü...Informatik Aktuell
This document discusses DB2 In-Memory Acceleration, a technology from IBM that improves performance for analytic workloads. DB2 In-Memory Acceleration uses columnar storage and encoding to compress and analyze data more efficiently. It allows data to be queried much faster using techniques like parallel processing, data skipping, and CPU acceleration. The document provides guidance on sizing DB2 In-Memory Acceleration and describes how it can be used to improve performance of both analytic queries and transactions by creating column-based shadow tables of row-based operational data.
Ibm db2 10.5 for linux, unix, and windows installing ibm data server clientsbupbechanhgmail
The document provides instructions for installing the IBM Data Server Driver Package on Windows and Linux/UNIX systems. It discusses the driver package's requirements, how to install it using commands or a graphical interface, and how to configure and test connections to databases. The driver package provides runtime support for applications using technologies like ODBC, CLI, .NET and allows connectivity to DB2 databases on IBM mainframe and midrange systems.
This document provides an overview of IBM DB2 9, including:
- The various editions of DB2 9 for different use cases and hardware configurations
- The common code shared across operating system platforms
- Additional products and features including add-ons, clients, extenders, and connectivity tools
- Descriptions of the main administration and development tools provided with DB2 9
This document provides an overview of z/OS and its major concepts. It discusses z/OS running on IBM mainframe hardware in logical partitions (LPARs). It describes the main z/OS components and software stack, including operating system, middleware, and applications. It also covers application development environments, application execution environments, and z/OS management environments. Additional topics include DASD, data sets, data set allocation, VTOC, catalogs, and more. The purpose is to acquaint readers with the major concepts of the z/OS operating system at a high level.
Track 2 session 4 db2 for z os optimizer- what’s new in db2 11 and exploiti...IBMSystemzEvents
The document provides an overview of new features and enhancements in DB2 10 and 11 for z/OS related to query optimization and performance. Key highlights include improvements to predicate application such as support for IN-list matching, predicate pushdown, and transitive closure. Other areas covered are safe optimization techniques, parallelism enhancements including dynamic partitioning, plan management capabilities, and additional features in DB2 11 related to predicate indexability and duplicate removal.
This document discusses IBM's DB2 tools and solutions including the DB2 Performance Solution Pack, DB2 Utilities Solution Pack, IBM DB2 Analytics Accelerator (IDAA), and QMF for z/OS. It provides an overview of each solution's components and capabilities for optimizing DB2 performance, managing utilities, identifying accelerated queries, and workload analysis. The document also demonstrates how IBM tools like Query Monitor can identify eligible queries for acceleration with IDAA and quantify the potential CPU savings.
This chapter discusses Job Control Language (JCL) and the Display and Search Facility (SDSF) in 3 sentences: It introduces JCL, which uses statements like JOB, EXEC, and DD to describe programs, inputs, and outputs for execution on the mainframe. It also explains how to check job outputs using SDSF, which allows viewing and searching system logs, monitoring jobs, and controlling job execution order and output printing. Key topics covered include basic JCL coding, procedures, concatenation, continuation, and using SDSF to view job status and outputs.
Ims13 ims tools ims v13 migration workshop - IMS UG May 2014 Sydney & Melbo...Robert Hain
Together, the IBM IMS Tools Solution Packs and IMS 13 deliver simplification, automation and intelligence, with all the tools needed to support IMS databases now in one package. It doesn’t make sense to run reorganization utilities if your databases do not need to be reorganized. Now you can quickly and easily improve IMS application performance, IMS resource utilization and deliver higher system availability with the end-to-end analysis of IMS transactions. Comprehensive performance reporting and easier interactive analysis determine what happened, what needs fixing and how to fix it – all part of the intelligence and automation of the IMS Tools Performance Solution Pack.
Learn SQL from basic queries to Advance queriesmanishkhaire30
Dive into the world of data analysis with our comprehensive guide on mastering SQL! This presentation offers a practical approach to learning SQL, focusing on real-world applications and hands-on practice. Whether you're a beginner or looking to sharpen your skills, this guide provides the tools you need to extract, analyze, and interpret data effectively.
Key Highlights:
Foundations of SQL: Understand the basics of SQL, including data retrieval, filtering, and aggregation.
Advanced Queries: Learn to craft complex queries to uncover deep insights from your data.
Data Trends and Patterns: Discover how to identify and interpret trends and patterns in your datasets.
Practical Examples: Follow step-by-step examples to apply SQL techniques in real-world scenarios.
Actionable Insights: Gain the skills to derive actionable insights that drive informed decision-making.
Join us on this journey to enhance your data analysis capabilities and unlock the full potential of SQL. Perfect for data enthusiasts, analysts, and anyone eager to harness the power of data!
#DataAnalysis #SQL #LearningSQL #DataInsights #DataScience #Analytics
Predictably Improve Your B2B Tech Company's Performance by Leveraging DataKiwi Creative
Harness the power of AI-backed reports, benchmarking and data analysis to predict trends and detect anomalies in your marketing efforts.
Peter Caputa, CEO at Databox, reveals how you can discover the strategies and tools to increase your growth rate (and margins!).
From metrics to track to data habits to pick up, enhance your reporting for powerful insights to improve your B2B tech company's marketing.
- - -
This is the webinar recording from the June 2024 HubSpot User Group (HUG) for B2B Technology USA.
Watch the video recording at https://youtu.be/5vjwGfPN9lw
Sign up for future HUG events at https://events.hubspot.com/b2b-technology-usa/
End-to-end pipeline agility - Berlin Buzzwords 2024Lars Albertsson
We describe how we achieve high change agility in data engineering by eliminating the fear of breaking downstream data pipelines through end-to-end pipeline testing, and by using schema metaprogramming to safely eliminate boilerplate involved in changes that affect whole pipelines.
A quick poll on agility in changing pipelines from end to end indicated a huge span in capabilities. For the question "How long time does it take for all downstream pipelines to be adapted to an upstream change," the median response was 6 months, but some respondents could do it in less than a day. When quantitative data engineering differences between the best and worst are measured, the span is often 100x-1000x, sometimes even more.
A long time ago, we suffered at Spotify from fear of changing pipelines due to not knowing what the impact might be downstream. We made plans for a technical solution to test pipelines end-to-end to mitigate that fear, but the effort failed for cultural reasons. We eventually solved this challenge, but in a different context. In this presentation we will describe how we test full pipelines effectively by manipulating workflow orchestration, which enables us to make changes in pipelines without fear of breaking downstream.
Making schema changes that affect many jobs also involves a lot of toil and boilerplate. Using schema-on-read mitigates some of it, but has drawbacks since it makes it more difficult to detect errors early. We will describe how we have rejected this tradeoff by applying schema metaprogramming, eliminating boilerplate but keeping the protection of static typing, thereby further improving agility to quickly modify data pipelines without fear.
The Ipsos - AI - Monitor 2024 Report.pdfSocial Samosa
According to Ipsos AI Monitor's 2024 report, 65% Indians said that products and services using AI have profoundly changed their daily life in the past 3-5 years.
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...Social Samosa
The Modern Marketing Reckoner (MMR) is a comprehensive resource packed with POVs from 60+ industry leaders on how AI is transforming the 4 key pillars of marketing – product, place, price and promotions.
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Discussion on Vector Databases, Unstructured Data and AI
https://www.meetup.com/unstructured-data-meetup-new-york/
This meetup is for people working in unstructured data. Speakers will come present about related topics such as vector databases, LLMs, and managing data at scale. The intended audience of this group includes roles like machine learning engineers, data scientists, data engineers, software engineers, and PMs.This meetup was formerly Milvus Meetup, and is sponsored by Zilliz maintainers of Milvus.
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data LakeWalaa Eldin Moustafa
Dynamic policy enforcement is becoming an increasingly important topic in today’s world where data privacy and compliance is a top priority for companies, individuals, and regulators alike. In these slides, we discuss how LinkedIn implements a powerful dynamic policy enforcement engine, called ViewShift, and integrates it within its data lake. We show the query engine architecture and how catalog implementations can automatically route table resolutions to compliance-enforcing SQL views. Such views have a set of very interesting properties: (1) They are auto-generated from declarative data annotations. (2) They respect user-level consent and preferences (3) They are context-aware, encoding a different set of transformations for different use cases (4) They are portable; while the SQL logic is only implemented in one SQL dialect, it is accessible in all engines.
#SQL #Views #Privacy #Compliance #DataLake
Enhanced Enterprise Intelligence with your personal AI Data Copilot.pdfGetInData
Recently we have observed the rise of open-source Large Language Models (LLMs) that are community-driven or developed by the AI market leaders, such as Meta (Llama3), Databricks (DBRX) and Snowflake (Arctic). On the other hand, there is a growth in interest in specialized, carefully fine-tuned yet relatively small models that can efficiently assist programmers in day-to-day tasks. Finally, Retrieval-Augmented Generation (RAG) architectures have gained a lot of traction as the preferred approach for LLMs context and prompt augmentation for building conversational SQL data copilots, code copilots and chatbots.
In this presentation, we will show how we built upon these three concepts a robust Data Copilot that can help to democratize access to company data assets and boost performance of everyone working with data platforms.
Why do we need yet another (open-source ) Copilot?
How can we build one?
Architecture and evaluation
Analysis insight about a Flyball dog competition team's performanceroli9797
Insight of my analysis about a Flyball dog competition team's last year performance. Find more: https://github.com/rolandnagy-ds/flyball_race_analysis/tree/main