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#Kubeflow Pipelines

Showing: 12 courses
Linux Foundation

Build a Reproducible ML Workflow with Kubeflow Pipelines

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Learn to create reproducible machine learning workflows using Kubeflow Pipelines, enhancing efficiency and scalability in ML projects with Google's open-source platform.
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1 Lesons
41 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

DevOps in Data Science - What Works and What Doesn't

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Explore challenges and solutions in implementing DevOps for data science projects, focusing on balancing ML engineers' needs with data scientists' desire for simplicity using Kubeflow and other tools.
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1 Lesons
22 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Component Registry for Kubeflow Pipelines

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Explore a component registry for Kubeflow Pipelines, enhancing ML workflow collaboration on Kubernetes. Learn how shared components can streamline common tasks and improve efficiency in machine learning projects.
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1 Lesons
29 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

A Deep Dive into Kubeflow Pipelines

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Explore Kubeflow Pipelines' architecture and components for executing cloud-native ML workflows on Kubernetes. Gain insights into the platform's inner workings and integration of ML pipeline elements.
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1 Lesons
32 minutes
On-Demand
Free-Video
Linux Foundation

Defending Against Adversarial Model Attacks Using Kubeflow

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Learn to protect AI models from adversarial attacks using Kubeflow. Explore threats, defenses, and practical implementations in this comprehensive presentation by IBM experts.
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15 Lesons
43 minutes
On-Demand
Free-Video
Linux Foundation

Democratization of ML Pipelines and Bringing ML Workflows to Heterogeneous Cloud Native Platforms

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Explore advancements in ML pipeline portability using Intermediate Representation, enabling cross-platform compatibility and democratizing ML workflow development with enhanced features and registry protocols.
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1 Lesons
36 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

ML Ops Design Patterns with Kubeflow Pipelines

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Explore ML Ops design patterns using Kubeflow Pipelines to transition from notebook exploration to production, addressing challenges and implementing effective solutions.
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5 Lesons
20 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Enabling Multi-user Machine Learning Workflows for Kubeflow Pipelines

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Explore multi-user workflows for Kubeflow Pipelines using Kubernetes-native solutions. Learn how to implement access control, authentication, and authorization for machine learning platforms.
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8 Lesons
26 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Know Your Enemy - Mapping Security Risks Using Threat Matrix for Kubernetes

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Explore Kubernetes security using the Threat Matrix, learn to map real-world attacks, measure security coverage, and compare with MITRE ATT&CK for comprehensive protection of containerized environments.
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12 Lesons
21 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Defending Against Adversarial Model Attacks Using Kubeflow

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Explore building robust AI pipelines against adversarial attacks using Kubeflow and LFAI Adversarial Robustness Toolbox. Learn to test ML model robustness in production with Kubeflow Serving and KNative eventing.
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9 Lesons
21 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

AIOps for CI with Kubeflow Pipelines

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Explore AI4CI, an AIOps tool leveraging Kubeflow Pipelines to monitor builds, predict failures, and create interactive dashboards for improved CI/CD visibility and root cause analysis.
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1 Lesons
26 minutes
On-Demand
Free-Video
DevConf

Jupyter Extension for Executing Kubeflow Pipeline Seamlessly

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Explore Elyra's integration with Kubeflow 2.0, enhancing ML workflow development and deployment on Kubernetes with visual editing and multi-language support.
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1 Lesons
27 minutes
On-Demand
Free-Video