Name: Kubeflow vs MLFlow
Start: 2024-08-06T15:00:00Z
End: 2024-08-06T15:00:42.000Z
Location: BrightTALK
Rating: 5

Get the most in depth information about the Ubuntu technology and services from Canonical. 

Learn why Ubuntu is the preferred Linux platform and how Canonical can help you make the most out of your Ubuntu environment.

Automotive is a highly regulated industry going through important changes towards software-defined vehicles (SDVs). Innovation is vital to meeting the new challenges and demands of the automotive industry as it evolves around software-defined vehicles – but this innovation cannot come at the expense of vehicle safety and cybersecurity. 

Canonical’s teams of support engineers, software developers and customer success professionals, have allowed us unique insights into the challenges that modern automotive leaders face. Join our upcoming webinar to learn from our experiences in supporting and enabling automotive software security and innovation.

Spotlight on automotive: Ensuring business continuity and long-term customer success

Organisations are increasingly turning towards open source to empower developers with a wider set of tools, improve efficiency and lower costs. That’s why Ubuntu is the Linux operating system of choice for experienced developers and enterprise environments.

However, including Linux within a Windows-centric paradigm can raise concerns within IT and security management around level of support, internal skills, security and fleet management tooling.

Ubuntu Pro Desktop, a comprehensive subscription, targets these concerns directly. It enables developers to work on the operating system they prefer whilst allowing IT admins to use the same familiar processes that facilitate integration and compliance with the rest of their organisation.

In this webinar we will cover:

– Common challenges for secure Linux adoption
– How to onboard Ubuntu Desktop in your organisation, from hardware procurement and provisioning to device identity and security management.

Adopting Linux securely: Why and how to bring in Ubuntu Desktop to your Windows-centric Enterprise

OpenSearch is an open source search and analytics suite that developers use to build solutions for search, data observability, data ingestion, Security Event and Information Management (SIEM), vector databases, and more. It is designed for scalability, offering powerful full-text search capabilities and supporting various data types, including structured and unstructured data.
This webinar is designed to introduce participants to the basics of OpenSearch, a powerful and flexible search engine, and OpenSearch Dashboards, the associated analytics and visualisation platform.

By the end of this webinar, you will be able to:
-- Understand the basic architecture and core concepts of OpenSearch
-- Set up and configure an OpenSearch cluster
-- Install and navigate OpenSearch Dashboards
-- Create and customise dashboards to visualise data effectively
-- OpenSearch in production best practices
-- How to make it easier for you to manage OpenSearch in production

This webinar has been made for:
-- Developers who want to implement search functionality in their applications
-- Data Analysts looking to create visualisations and gain insights from large datasets
-- System Administrators responsible for managing and scaling search clusters
-- Business Intelligence Professionals interested in exploring new tools for data analysis

Getting started with OpenSearch (search engine) and OpenSearch Dashboard

AI is at the forefront of innovation. It changes the shape of all industries, challenging organisations to rethink their processes and adjust their infrastructure. Enterprises are looking nowadays to leverage their  existing computing power to accelerate model training and use tools such as Kubernetes for container orchestration or Kubeflow for workload automation in order to move their ML projects to production. 

In this webinar, you will:
- Learn what are the challenges with running AI on top of K8s
- Learn how to schedule your ML workloads
- Discover why K8s is a good fit for AI projects
- Leverage Kubernetes operators and schedulers to accelerate project delivery
- Understand better the cloud-native applications ecosystem and how it enhances AI/ML projects
- Have a clear path of taking ML projects to production with a fully open source solution

Optimise your ML workloads on Kubernetes

Are you a .NET developer looking to optimise your development and deployment processes? Join our exclusive webinar, where we dive deep into the seamless integration of .NET on Ubuntu, offering you the tools and insights needed to enhance your development experience.

Join this webinar to learn more about:
- Expert Guidance: Learn directly from industry experts at Canonical and Microsoft who have spearheaded the integration of .NET on Ubuntu.
- .NET on Ubuntu 24.04
- What are chiselled Ubuntu containers?
- How do chiselled containers address container security challenges?
- Chiselled .NET and what it means for .NET developers
- Chiselled .NET 8 demo

Accelerate .NET development and deployment on Ubuntu

The Cyber Resilience Act (CRA) is a European Union legislation that will enter into force in 2027. Its overall goal is to make devices safer by implementing more rigorous cybersecurity, documentation, and vulnerability reporting requirements for the IT industry. The CRA is especially relevant for device manufacturers, who will need to ensure devices are secure throughout the product lifecycle. 

Join us for a 45 minute webinar, where Joao Pezzato Hellmeister and Jean-Charles Verdié will share insights on how this regulation will impact device manufacturers and how Canonical’s Ubuntu Pro for Devices can help you ensure compliance. 

We will zoom into:
- An overview of the vulnerability management obligations mandated by the CRA and what they mean for your software stack
- Implications for device management
- How a hardened attack surface can help you minimise threats and simplify compliance

Understand how the Cyber Resilience Act will impact device manufacturers

The Cyber Resilience Act is an upcoming European Union legislation that aims to implement more rigorous cybersecurity commitments, documentation, and vulnerability reporting requirements for the IT industry. The legislation would apply to developers, distributors, manufacturers and retailers of hardware, devices, software, applications, and other “products with digitally connected elements” sold within the EU. The requirements you need to meet depend on the CRA classification of products. 

Although the regulation does not enter into force until 2027, organisations need to start preparing now. Join us for a 30-minute webinar to understand how this new regulatory framework will impact the compliance landscape, and what it could mean for you. We will delve into the CRA’s 4 key obligations:

1. Risk Assessment
2. Documentation
3. Conformity assessment
4. Vulnerability reporting

We will also provide recommended actions so you can implement a roadmap for compliance in your organisation.

What is the Cyber Resilience Act?

In this webinar, Henry Coggill will showcase USG (the Ubuntu Security Guide) and demonstrate how it can automate compliance requirements. We will discuss the hardening profiles that are available, including DISA-STIG and CIS benchmarks, then cover setting up and configuring the tool and demonstrate the configuration options that you can make for maximum security and coverage of the STIG rules.

USG is available with an Ubuntu Pro subscription, and we will show you what extra features and capabilities that are included with Pro, such as extended security vulnerability patching and FIPS-140 certified crypto modules.

STIG hardening on Ubuntu 22.04 with Ubuntu Security Guide

Data lake is a very large scale data processing paradigm that disrupts the conventional data warehousing model. Data warehouses require all data to be structured and stored in a relational database, which can be inflexible and may require significant upfront data processing using extract-transform-load (ETL) technologies.

Data lakes can offer greater flexibility whilst retaining the benefits and efficiency of centralised data governance. With Canonical OpenStack private cloud platform, Kubernetes and Charmed Spark solutions, your data lake architecture can also benefit from extended flexibility and scalability whilst remaining cost effective to operate.

Join this webinar to learn more about the benefits of the data lake architecture, and how you can efficiently adopt this technology at scale using modern private cloud technology.

A data lake on your cloud with Spark, Kubernetes and OpenStack

Confidential computing is a revolutionary technology that disrupts the conventional threat model of public clouds. In the past, vulnerabilities within the extensive codebase of the cloud’s privileged system software, including the operating system and hypervisor, could pose a constant risk to the confidentiality and integrity of code and data in operation. Likewise, unauthorized access by a cloud administrator could compromise the security of your virtual machine (VM). 

To protect your data and code against such threats on Google Cloud, Ubuntu Confidential VMs (CVMs) offer enhanced security for your workloads by utilizing hardware-protected Trusted Execution Environments (TEEs). To achieve such strong security guarantees, Ubuntu Confidential VMs build on Intel’s innovations at the silicon level, and the foundation laid by Intel(R) Trust Domain Extensions (Intel(R) TDX), now available through Google Cloud.  Ubuntu also offers further primitives to further secure your CVMs at rest, and offer a strong remote attestation.

Come join this webinar to learn about the great engineering that goes into making Ubuntu confidential VMs with Intel TDX on Google Cloud, and how you use them to implement a zero trust strategy for your security-sensitive application.

Exploring Ubuntu Confidential VMs with Intel TDX on Google Cloud

Across the world, the application of Artificial Intelligence and Machine Learning (AI/ML) to business challenges is a hot topic. But, what does it mean for storage systems, and how can open source storage answer those needs? Without data, and speedy access to it, AI solutions might not deliver the results as quickly as expected, delaying insights and innovation. Canonical Ceph is a great example of a highly scalable open source storage solution that can be used to back modern AI/ML workflows and unlock the full potential of your AI ecosystem.
In this webinar we will explore typical use cases for external storage for AI systems, the workflows, the impact AI has on storage systems, and also the impact that storage systems can have on your AI jobs.

AI Storage with Ceph

Welcome to AI Summer Camp. 

Join 5 essential trainings on AI from Canonical experts and level up your skills while on holidays. 

 

Episode 5: AI on private cloud - why is it relevant in the hyperscalers era?

The webinar will cover:

Why consider a private cloud for AI? 

Key considerations when building a private cloud for AI projects 

Performance acceleration options for private cloud

Guidance for Kubernetes on OpenStack for AI initiatives

AI on private cloud - why is it relevant in the hyperscalers era?

Welcome to AI Summer Camp. 

Join 5 essential trainings on AI from Canonical experts and level up your skills while on holidays. 

 

Episode 4: AI on public cloud with open source

The webinar will cover: 

Scenarios in which open source tooling on public cloud solves a problem for AI initiatives 

Main benefits of using open source tooling on the public cloud for AI projects 

Use cases from our customers 

Hybrid cloud and multi cloud opportunities for AI projects

AI on public cloud with open source

Welcome to AI Summer Camp. 

Join 5 essential trainings on AI from Canonical experts and level up your skills while on holidays. 

 

Episode 3: Vector databases for generative AI applications

Join us for a deep dive into the role of vector databases in generative AI applications. This webinar will cover:

The role of vector databases in Generative AI and retrieval augmented generation (RAG)

The importance of search engines

Efficient open source tooling that enables developers and enthusiasts to build their generative AI applications

Vector databases for generative AI applications

Welcome to AI Summer Camp. 

Join 5 essential trainings on AI from Canonical experts and level up your skills while on holidays. 

 

Episode 1: How to build LLMs with open Source? 

This webinar will cover: 

What large language models are 

How to overcome adoption barriers of LLMs within your enterprise 

Use cases of LLMs 

Guidance to build projects using LLMs

How to use open source to build LLMs

How to build LLMs with open source?

There are benefits to using a specialised database for every new use case you need to support. For example, we can make a case for using a graph database to manipulate graph data, or a specialised vector database to manage vectors. Yet, multiplying your data stores comes with consistency, cost and operability issues that you need to consider carefully.

PostgreSQL is built from the ground up to be extensible, so you can choose from over 1000 extensions to cover more use cases with the same solution – saving you time and resources.

In this webinar, we will examine the use cases you can meet with just PostgreSQL.We will cover the following:
Analytics 
Online transaction processing 
Geospatial data
Graph data 
Search and similarity
AI and ML 
Time Series and more

How many use cases can you cover with PostgreSQL extensions?

AI Summer Camp

Welcome to AI Summer Camp. 

Join 5 essential trainings on AI from Canonical experts and level up your skills while on holidays. 

 

Episode 2: Kubeflow VS MLflow

Which one should you choose for Machine Learning Operations? Join a panel discussion to learn about: 

Production-grade MLOps 

Open-source MLOps 

Community-driven ML tooling 

Kubeflow vs MLFlow; Pros and Cons

Kubeflow vs MLFlow

kubeflow

Machine Learning

Artificial Intelligence

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Kubeflow vs MLFlow

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