The document discusses best practices for handling network glitches in group replication. It recommends checking replication status using Performance Schema and MySQL Shell to diagnose issues. It also suggests adapting group replication settings to faulty networks by increasing timeouts to avoid expels. These adaptations include increasing write concurrency and transaction size limits to handle higher latencies. The document also recommends configuring rejoin attempts and quorum timeout to deal with failures and prevent unstable members from interfering.
MySQL InnoDB Cluster - Advanced Configuration & OperationsFrederic Descamps
MySQL InnoDB Cluster is a very easy HA solution to deploy. However it's also a very customizable solution able to respond to most needs. During this session I will give an overview of settings that you may tune like those related to quorum lost, level of consistency, but also some you may not know like how to change recovery system, effect of increasing the event horizon. We will also discus about maintenance operations like how to stream large transactions, how to deal with DDL in multi-primary environments...
MySQL Database Architectures - MySQL InnoDB ClusterSet 2021-11Kenny Gryp
Oracle's MySQL solutions make it easy to setup various database architectures and achieve high availability with the introduction MySQL InnoDB Cluster and MySQL InnoDB ReplicaSet meeting various high availability requirements. MySQL InnoDB ClusterSet provides a popular disaster recovery solution.
Completely built in-house and supported by Oracle, many enterprises large and small have adopted these solutions into business critical applications.
In this presentation the various database architecture solutions for high availability and disaster recovery will be covered and help you choose the right solutions based on your business requirements.
In this tutorial, we cover the different deployment possibilities of the MySQL architecture depending on the business requirements for the data. We also deploy some architecture and see how to evolve to the next one.
The tutorial covers the new MySQL Solutions like InnoDB ReplicaSet, InnoDB Cluster, and InnoDB ClusterSet.
MySQL InnoDB Cluster - Advanced Configuration & OperationsFrederic Descamps
MySQL InnoDB Cluster is a very easy HA solution to deploy. However it's also a very customizable solution able to respond to most needs. During this session I will give an overview of settings that you may tune like those related to quorum lost, level of consistency, but also some you may not know like how to change recovery system, effect of increasing the event horizon. We will also discus about maintenance operations like how to stream large transactions, how to deal with DDL in multi-primary environments...
MySQL Database Architectures - MySQL InnoDB ClusterSet 2021-11Kenny Gryp
Oracle's MySQL solutions make it easy to setup various database architectures and achieve high availability with the introduction MySQL InnoDB Cluster and MySQL InnoDB ReplicaSet meeting various high availability requirements. MySQL InnoDB ClusterSet provides a popular disaster recovery solution.
Completely built in-house and supported by Oracle, many enterprises large and small have adopted these solutions into business critical applications.
In this presentation the various database architecture solutions for high availability and disaster recovery will be covered and help you choose the right solutions based on your business requirements.
In this tutorial, we cover the different deployment possibilities of the MySQL architecture depending on the business requirements for the data. We also deploy some architecture and see how to evolve to the next one.
The tutorial covers the new MySQL Solutions like InnoDB ReplicaSet, InnoDB Cluster, and InnoDB ClusterSet.
Advance Sharding Solution with ProxySQL
ProxySQL is a very powerful platform that allows us to manipulate and manage our connections and queries in a simple but effective way.
Historically MySQL lacks in sharding capability. This significant missing part had often cause developer do implement sharding at application level, or DBA/SA to move on to another solution.
ProxySQL comes with an elegant and simple solution that allow us to implement sharding capability with MySQL without the need to perform significant, or at all, changes in the code.
This brief presentation will illustrate how to successfully configure and use ProxySQL to perform sharding, from very simple approach based on connection user/ip/port, to complicate ones that see the need to read values inside queries.
MySQL InnoDB Cluster - New Features in 8.0 Releases - Best PracticesKenny Gryp
MySQL InnoDB Cluster provides a complete high availability solution for MySQL. MySQL Shell includes AdminAPI which enables you to easily configure and administer a group of at least three MySQL server instances to function as an InnoDB cluster.
This talk includes best practices.
Disaster Recovery with MySQL InnoDB ClusterSet - What is it and how do I use it?Miguel Araújo
MySQL InnoDB ClusterSet brings multi-datacenter capabilities to our solutions and make it very easy to setup a disaster recovery architecture. Think multiple MySQL InnoDB Clusters into one single database architecture, fully managed from MySQL Shell and with full MySQL Router integration to make it easy to access the entire architecture.
This presentation covers:
- The various features of InnoDB Clusterset
- How to setup MySQL InnoDB ClusterSet
- Ways to migrate from an existing MySQL InnoDB Cluster into MySQL InnoDB ClusterSet
- How to deal with various failures
- The various features of router integration which makes connection to the database architecture easy.
FOSDEM 2022 MySQL Devroom: MySQL 8.0 - Logical Backups, Snapshots and Point-...Frederic Descamps
Logical dumps are becoming popular again. MySQL Shell parallel dump & load utility changed to way to deal with logical dumps, certainly when using instances in the cloud. MySQL 8.0 released also an awesome physical snapshot feature with CLONE.
In this session, I will show how to use these two ways of saving your data and how to use the generated backup to perform point-in-time recovery like a rockstar with MySQL 8.0 in 2022 !
MySQL Group Replication is a new 'synchronous', multi-master, auto-everything replication plugin for MySQL introduced with MySQL 5.7. It is the perfect tool for small 3-20 machine MySQL clusters to gain high availability and high performance. It stands for high availability because the fault of replica don't stop the cluster. Failed nodes can rejoin the cluster and new nodes can be added in a fully automatic way - no DBA intervention required. Its high performance because multiple masters process writes, not just one like with MySQL Replication. Running applications on it is simple: no read-write splitting, no fiddling with eventual consistency and stale data. The cluster offers strong consistency (generalized snapshot isolation).
It is based on Group Communication principles, hence the name.
MySQL Database Architectures - High Availability and Disaster Recovery SolutionMiguel Araújo
MySQL InnoDB ClusterSet brings multi-datacenter capabilities to our solutions and makes it very easy to set up a disaster recovery architecture. Think multiple MySQL InnoDB Clusters into one single database architecture, fully managed from MySQL Shell and with full MySQL Router integration to make it easy to access the entire architecture.
This presentation covers the various solutions of MySQL for High Availability, Replication, and Disaster Recovery, with a special focus on InnoDB ClusterSet:
- The various features of InnoDB Clusterset
- How to setup MySQL InnoDB ClusterSet
- Ways to migrate from an existing MySQL InnoDB Cluster into MySQL InnoDB ClusterSet
- How to deal with various failures
- The various features of router integration make the connection to the database architecture easy.
MySQL InnoDB Cluster HA Overview & DemoKeith Hollman
Take a look at the High Availability option that you can use with your out-of-the-box MySQL: MySQL InnoDB Cluster. With MySQL Server 8.0, MySQL Shell & MySQL Router you can convert from single-primary to multi-primary and back again, in a single command. Want to know how?
Open Source 101 2022 - MySQL Indexes and HistogramsFrederic Descamps
Nobody complains that the database is too fast. But when things slow down, the complaints come quickly. The two most popular approaches to speeding up queries are indexes and histograms. But there are so many options and types on indexes that it can get confusing. Histograms are fairly new to MySQL but they do not work for all types of data. This talk covers how indexes and histograms work and show you how to test just how effective they are so you can measure the performance of your queries.
MySQL High Availability with Group ReplicationNuno Carvalho
MySQL Group Replication is a MySQL plugin that combines distributed systems technologies with database replication. The outcome of fusing such technologies is a resilient, multimaster update-everywhere replication solution for MySQL. At its core is a group communication service providing reliable and dependable message-passing for a group of MySQL servers. This enables automatic and consistent coordination between all the participants in a group. Such automatic orchestration of MySQL servers results in a fault-tolerant replicated state machine providing a highly available MySQL data store.
MySQL Group Replication - Ready For Production? (2018-04)Kenny Gryp
At the end of 2016, Oracle released a new Plugin called MySQL Group Replication, which is a new MySQL replication method that aims to provide better High Availability, and built-in failover with consistency guarantees.
I evaluated the initial GA versions back in early 2017. I presented my initial findings with several best practices and concerns with the current implementation which made me state that Group Replication was not quite ready yet.
(https://www.slideshare.net/Grypyrg/my-sql-group-replication)
(Un)lucky as I was, a large part of the attendees were Oracle developers and the months after this, many of these bugs and missing features were implemented in both MySQL 8.0 as well as backported to MySQL 5.7. (Thank you!)
This is a followup presentation on my previous analysis, where I will look into the changes since and re-evaluate the readiness of Group Replication for production usage and provide my insights and opinion on the state of GR.
This tutorial covers all parallel replication implementation in MariaDB 10.0 and 10.1 and MySQL 5.6, 5.7 and 8.0 (including how it works in Group Replication).
MySQL and MariaDB have different types of parallel replication. In this tutorial, we present the different implementations that allow us to understand their limitations and tuning parameters. We cover how to make parallel replication faster and what to avoid for maximizing its benefits. We also present tests from Booking.com workloads.
Some of the subjects that are covered are group commit and optimistic parallel replication in MariaDB, the parallelism interval of MySQL and its Write Set optimization, and the ?slowing down the master to speed up the slave? optimization.
After this tutorial, you will know everything you need to implement and tune parallel replication in your environment. But more importantly, we will show how you can test parallel replication benefit in a non-disruptive way before deployment.
O MySQL é o banco de dados open source mais popular do mundo, usado em grandes websites como Facebook, Youtube, Twitter, Globo.com e também em aplicações mobile e embarcadas. Um fato que surpreende é que estes grandes websites desde seus primórdios se apoiam no MySQL como principal tecnologia de armazenamento de dados. No Vale do Silício (EUA), o MySQL continua forte e crescendo em popularidade. Nesta palestra destacaremos os principais motivos que levam as Start Ups Web a utilizar o MySQL, além de apresentar um guia prático de como começar a desenvolver com MySQL.
Path to Resilient and Observable MicroservicesPeter Jausovec
With the rise in popularity of microservices architectures and, subsequently, the rising number of production services, it's paramount to develop resilient and observable services. This session will present some techniques that can help you test and validate services resiliency. With the help of the service mesh, we will also show how to apply common configuration across the whole mesh and explain how to read the numerous metrics collected by the mesh and detect anomalies sooner.
Advance Sharding Solution with ProxySQL
ProxySQL is a very powerful platform that allows us to manipulate and manage our connections and queries in a simple but effective way.
Historically MySQL lacks in sharding capability. This significant missing part had often cause developer do implement sharding at application level, or DBA/SA to move on to another solution.
ProxySQL comes with an elegant and simple solution that allow us to implement sharding capability with MySQL without the need to perform significant, or at all, changes in the code.
This brief presentation will illustrate how to successfully configure and use ProxySQL to perform sharding, from very simple approach based on connection user/ip/port, to complicate ones that see the need to read values inside queries.
MySQL InnoDB Cluster - New Features in 8.0 Releases - Best PracticesKenny Gryp
MySQL InnoDB Cluster provides a complete high availability solution for MySQL. MySQL Shell includes AdminAPI which enables you to easily configure and administer a group of at least three MySQL server instances to function as an InnoDB cluster.
This talk includes best practices.
Disaster Recovery with MySQL InnoDB ClusterSet - What is it and how do I use it?Miguel Araújo
MySQL InnoDB ClusterSet brings multi-datacenter capabilities to our solutions and make it very easy to setup a disaster recovery architecture. Think multiple MySQL InnoDB Clusters into one single database architecture, fully managed from MySQL Shell and with full MySQL Router integration to make it easy to access the entire architecture.
This presentation covers:
- The various features of InnoDB Clusterset
- How to setup MySQL InnoDB ClusterSet
- Ways to migrate from an existing MySQL InnoDB Cluster into MySQL InnoDB ClusterSet
- How to deal with various failures
- The various features of router integration which makes connection to the database architecture easy.
FOSDEM 2022 MySQL Devroom: MySQL 8.0 - Logical Backups, Snapshots and Point-...Frederic Descamps
Logical dumps are becoming popular again. MySQL Shell parallel dump & load utility changed to way to deal with logical dumps, certainly when using instances in the cloud. MySQL 8.0 released also an awesome physical snapshot feature with CLONE.
In this session, I will show how to use these two ways of saving your data and how to use the generated backup to perform point-in-time recovery like a rockstar with MySQL 8.0 in 2022 !
MySQL Group Replication is a new 'synchronous', multi-master, auto-everything replication plugin for MySQL introduced with MySQL 5.7. It is the perfect tool for small 3-20 machine MySQL clusters to gain high availability and high performance. It stands for high availability because the fault of replica don't stop the cluster. Failed nodes can rejoin the cluster and new nodes can be added in a fully automatic way - no DBA intervention required. Its high performance because multiple masters process writes, not just one like with MySQL Replication. Running applications on it is simple: no read-write splitting, no fiddling with eventual consistency and stale data. The cluster offers strong consistency (generalized snapshot isolation).
It is based on Group Communication principles, hence the name.
MySQL Database Architectures - High Availability and Disaster Recovery SolutionMiguel Araújo
MySQL InnoDB ClusterSet brings multi-datacenter capabilities to our solutions and makes it very easy to set up a disaster recovery architecture. Think multiple MySQL InnoDB Clusters into one single database architecture, fully managed from MySQL Shell and with full MySQL Router integration to make it easy to access the entire architecture.
This presentation covers the various solutions of MySQL for High Availability, Replication, and Disaster Recovery, with a special focus on InnoDB ClusterSet:
- The various features of InnoDB Clusterset
- How to setup MySQL InnoDB ClusterSet
- Ways to migrate from an existing MySQL InnoDB Cluster into MySQL InnoDB ClusterSet
- How to deal with various failures
- The various features of router integration make the connection to the database architecture easy.
MySQL InnoDB Cluster HA Overview & DemoKeith Hollman
Take a look at the High Availability option that you can use with your out-of-the-box MySQL: MySQL InnoDB Cluster. With MySQL Server 8.0, MySQL Shell & MySQL Router you can convert from single-primary to multi-primary and back again, in a single command. Want to know how?
Open Source 101 2022 - MySQL Indexes and HistogramsFrederic Descamps
Nobody complains that the database is too fast. But when things slow down, the complaints come quickly. The two most popular approaches to speeding up queries are indexes and histograms. But there are so many options and types on indexes that it can get confusing. Histograms are fairly new to MySQL but they do not work for all types of data. This talk covers how indexes and histograms work and show you how to test just how effective they are so you can measure the performance of your queries.
MySQL High Availability with Group ReplicationNuno Carvalho
MySQL Group Replication is a MySQL plugin that combines distributed systems technologies with database replication. The outcome of fusing such technologies is a resilient, multimaster update-everywhere replication solution for MySQL. At its core is a group communication service providing reliable and dependable message-passing for a group of MySQL servers. This enables automatic and consistent coordination between all the participants in a group. Such automatic orchestration of MySQL servers results in a fault-tolerant replicated state machine providing a highly available MySQL data store.
MySQL Group Replication - Ready For Production? (2018-04)Kenny Gryp
At the end of 2016, Oracle released a new Plugin called MySQL Group Replication, which is a new MySQL replication method that aims to provide better High Availability, and built-in failover with consistency guarantees.
I evaluated the initial GA versions back in early 2017. I presented my initial findings with several best practices and concerns with the current implementation which made me state that Group Replication was not quite ready yet.
(https://www.slideshare.net/Grypyrg/my-sql-group-replication)
(Un)lucky as I was, a large part of the attendees were Oracle developers and the months after this, many of these bugs and missing features were implemented in both MySQL 8.0 as well as backported to MySQL 5.7. (Thank you!)
This is a followup presentation on my previous analysis, where I will look into the changes since and re-evaluate the readiness of Group Replication for production usage and provide my insights and opinion on the state of GR.
This tutorial covers all parallel replication implementation in MariaDB 10.0 and 10.1 and MySQL 5.6, 5.7 and 8.0 (including how it works in Group Replication).
MySQL and MariaDB have different types of parallel replication. In this tutorial, we present the different implementations that allow us to understand their limitations and tuning parameters. We cover how to make parallel replication faster and what to avoid for maximizing its benefits. We also present tests from Booking.com workloads.
Some of the subjects that are covered are group commit and optimistic parallel replication in MariaDB, the parallelism interval of MySQL and its Write Set optimization, and the ?slowing down the master to speed up the slave? optimization.
After this tutorial, you will know everything you need to implement and tune parallel replication in your environment. But more importantly, we will show how you can test parallel replication benefit in a non-disruptive way before deployment.
O MySQL é o banco de dados open source mais popular do mundo, usado em grandes websites como Facebook, Youtube, Twitter, Globo.com e também em aplicações mobile e embarcadas. Um fato que surpreende é que estes grandes websites desde seus primórdios se apoiam no MySQL como principal tecnologia de armazenamento de dados. No Vale do Silício (EUA), o MySQL continua forte e crescendo em popularidade. Nesta palestra destacaremos os principais motivos que levam as Start Ups Web a utilizar o MySQL, além de apresentar um guia prático de como começar a desenvolver com MySQL.
Path to Resilient and Observable MicroservicesPeter Jausovec
With the rise in popularity of microservices architectures and, subsequently, the rising number of production services, it's paramount to develop resilient and observable services. This session will present some techniques that can help you test and validate services resiliency. With the help of the service mesh, we will also show how to apply common configuration across the whole mesh and explain how to read the numerous metrics collected by the mesh and detect anomalies sooner.
This is a comprehensive presentation for the Oracle Exachk tool which covers automation and how to cover best practices and what options are features are available with the same
MySQL Day Paris 2018 - MySQL & GDPR; Privacy and Security requirementsOlivier DASINI
MySQL Enterprise Transparent Data Encryption (TDE) protects your critical data by enabling data-at-rest encryption in the database. It protects the privacy of your information, prevents data breaches and helps meet regulatory requirements including the Payment Card Industry Data Security Standard (PCI DSS), Health Insurance Portability and Accountability Act (HIPAA) and numerous others.
MySQL Enterprise Audit provides an easy to use, policy-based auditing solution that helps organizations implement stronger security controls and satisfy regulatory compliance.
As more sensitive data is collected, stored and used online, database auditing becomes an essential component of any security strategy. To guard against the misuse of information, popular compliance regulations including HIPAA, Sarbanes-Oxley, and the PCI Data Security Standard require organizations to track access to information.
MySQL Enterprise Firewall guards against cyber security threats by providing real-time protection against database specific attacks. Any application that has user-supplied input, such as login and personal information fields is at risk. Database attacks don't just come from applications. Data breaches can come from many sources including SQL virus attacks or from employee misuse. Successful attacks can quickly steal millions of customer records containing personal information, credit card, financial, healthcare or other valuable data.
MySQL Enterprise Masking and De-identification provides an easy to use, built-in database solution to help organizations protect sensitive data from unauthorized uses by hiding and replacing real values with substitutes.
MySQL Enterprise Edition provides ready to use external authentication modules to easily integrate existing security infrastructures, including Linux Pluggable Authentication Modules (PAM) and Windows Active Directory.
MySQL 8 High Availability with InnoDB ClustersMiguel Araújo
MySQL’s InnoDB cluster provides a high-level, easy-to-use solution for MySQL high availability. Combining MySQL Group Replication with MySQL Router and the MySQL Shell into an integrated solution, InnoDB clusters offer easy setup and management of MySQL instances into a fault-tolerant database service. In this session learn how to set up a basic InnoDB cluster, integrate it with applications, and recognize and react to common failure scenarios that would otherwise lead to a database outage.
- Workshop presentation
FOSDEM'18: MySQL InnoDB Cluster - MySQL HA Made Easy!Miguel Araújo
MySQL InnoDB Cluster provides a built-in High Availability solution for MySQL. It tightly integrates MySQL Server, Group Replication, MySQL Router and MySQL Shell providing an easy-to-use full stack solution for HA.
MySQL Shell main goal is to provide a natural interface for all 'DevOps' tasks related to MySQL, by supporting scripting with development and administration APIs. To allow an easy and straightforward configuration and administration of InnoDB Clusters, the Shell provides a scriptable API - the AdminAPI. This API hides the complexity associated with configuring, provisioning and managing everything without sacrificing power, flexibility or security.
Join this session to understand the key points of MySQL InnoDB Cluster and to learn how to use the Shell and the AdminAPI to configure and manage InnoDB Clusters.
Session presented at FOSDEM'18.
Live demos not available in the slide deck, but recorded session available at: https://fosdem.org/2018/schedule/event/mysql_innodb_cluster/
Similar to MySQL Group Replication: Handling Network Glitches - Best Practices (20)
MySQL Innovation & Cloud Day - Document Store avec MySQL HeatWave Database Se...Frederic Descamps
Découvrez un nouveau monde où l'on peut gérer ses données sans la moindre ligne de SQL.
MySQL Document Store utilise le nouveau protocol MySQL X, qui est également présent avec MySQL Database Service sur OCI, et permet aux développeurs d'écrire du code simple et efficace.
Mais attention, si nécessaire, MySQL Document Store peut également traiter les document JSON comme s'ils étaient des tables relationnelles et permettre des requêtes très poussées...
Percona Live 2022 - The Evolution of a MySQL Database SystemFrederic Descamps
From a single MySQL instance to multi-site high availability, this is what you will find out in this presentation. You will learn how to make this transition and which solutions best suit changing business requirements (RPO, RTO). Recently, MySQL has extended the possibilities for easy deployment of architecture with integrated tools. Come and discover these open source solutions that are part of MySQL.
LinuxFest Northwest 2022 - The Evolution of a MySQL Database SystemFrederic Descamps
At the beginning of a project, the database is just a single MySQL instance (maybe not even running on its own hardware)... but with the evolution of the business requirements, the database must change to also meet the new targets of data loss and uptime. During this session we will follow the journey of a single MySQL server from the simple instance to a High Available Architecture with multi-site Disaster Recovery. We will discover easy manageable native solutions like MySQL InnoDB ReplicaSet, MySQL InnoDB Cluster and MySQL InnoDB ClusterSet. The session is also illustrated with commands and examples.
Pi Day 2022 - from IoT to MySQL HeatWave Database ServiceFrederic Descamps
HeatWave is a massively parallel, high performance, in-memory query accelerator for Oracle MySQL Database Service that accelerates MySQL performance by orders of magnitude for analytics and mixed workloads. But how do you collect data from an Internet of Things Environment so you can use HeatWave to process it? In one hour you will see how data collected by a Raspberry PI or other Internet of Things device can be uploaded to the MySQL Database Service and then processed by HeatWave.
D'une simple instance MysQL à une haute-disponibilité multi-sites, voici ce que vous décrouvrirez dans cette présentation. Comment effectuer cette transition et quelles solutions conviennent les mieux aux évolutions des exigences commerciales (RPO, RTO). Récemment, MySQL a étendu les possibilités de déploiement aisé d'architecture avec des outils intégrés. Venez découvrir ces solution Open Source qui font partie de MySQL.
Présentation de MySQL 8.0 est des nouveautés récentes dans les toutes dernières versions ainsi que des informations sur la prochaine beta du MySQL Operator for Kubernetes
MySQL Database Service Webinar: Installing Drupal in oci with mdsFrederic Descamps
How to Install Drupal in OCI using MySQL Database Service.
Discover in this talk two ways to install Drupal on OCI using MDS:
- easy way: using Resource Manager Stacks
- usual way: creating everything manually
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...DanBrown980551
Do you want to learn how to model and simulate an electrical network from scratch in under an hour?
Then welcome to this PowSyBl workshop, hosted by Rte, the French Transmission System Operator (TSO)!
During the webinar, you will discover the PowSyBl ecosystem as well as handle and study an electrical network through an interactive Python notebook.
PowSyBl is an open source project hosted by LF Energy, which offers a comprehensive set of features for electrical grid modelling and simulation. Among other advanced features, PowSyBl provides:
- A fully editable and extendable library for grid component modelling;
- Visualization tools to display your network;
- Grid simulation tools, such as power flows, security analyses (with or without remedial actions) and sensitivity analyses;
The framework is mostly written in Java, with a Python binding so that Python developers can access PowSyBl functionalities as well.
What you will learn during the webinar:
- For beginners: discover PowSyBl's functionalities through a quick general presentation and the notebook, without needing any expert coding skills;
- For advanced developers: master the skills to efficiently apply PowSyBl functionalities to your real-world scenarios.
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Today, after several years of existence, an extremely active community and an ultra-dynamic ecosystem, Kubernetes has established itself as the de facto standard in container orchestration. Thanks to a wide range of managed services, it has never been so easy to set up a ready-to-use Kubernetes cluster.
However, this ease of use means that the subject of security in Kubernetes is often left for later, or even neglected. This exposes companies to significant risks.
In this talk, I'll show you step-by-step how to secure your Kubernetes cluster for greater peace of mind and reliability.
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💥 Speed, accuracy, and scaling – discover the superpowers of GenAI in action with UiPath Document Understanding and Communications Mining™:
See how to accelerate model training and optimize model performance with active learning
Learn about the latest enhancements to out-of-the-box document processing – with little to no training required
Get an exclusive demo of the new family of UiPath LLMs – GenAI models specialized for processing different types of documents and messages
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Speakers:
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We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
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All of this illustrated with link prediction over knowledge graphs, but the argument is general.
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Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
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In today's fast-changing business world, Companies that adapt and embrace new ideas often need help to keep up with the competition. However, fostering a culture of innovation takes much work. It takes vision, leadership and willingness to take risks in the right proportion. Sachin Dev Duggal, co-founder of Builder.ai, has perfected the art of this balance, creating a company culture where creativity and growth are nurtured at each stage.
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf91mobiles
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