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MLOps World: Machine Learning in Production

Connecting Data Scientists to Production with the Tempo Python SDK

0 rewiews
Prepare and test machine learning models locally, then deploy them to production using Tempo Python SDK. Bridge the gap between data scientists and DevOps for faster, more reliable model deployment.
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1 Lesons
32 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Productionize with Kubeflow Orchestration and Feast in GCP - Workshop

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Develop a machine learning framework using Kubeflow, Feast, and Kafka in GCP. Learn to manage data features, serve endpoints, and monitor model performance with Grafana for real-time and batch predictions.
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1 Lesons
1 hour 48 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Creating Machine Learning Retraining Pipelines with Kubeflow and Kubernetes

0 rewiews
Develop ML retraining pipelines using Kubernetes and Kubeflow. Master advanced techniques for efficient model updates and deployment in production environments.
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1 Lesons
2 hours 5 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

From Concept to Production: Template for the Entire ML Journey - Part 1

0 rewiews
Develop a production-ready ML pipeline from concept to deployment using Python. Gain hands-on experience with data prep, model training, and deployment on Google Cloud Platform.
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1 Lesons
3 hours 47 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

From Concept to Production: Building a Production-Ready ML Pipeline - Part 2

0 rewiews
Develop a production-ready ML pipeline from concept to deployment using Python, Kubeflow, and Google Cloud Platform. Master data prep, model training, and orchestration techniques.
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1 Lesons
3 hours 28 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Building Pipelines with Kubeflow - Hands-on Workshop

0 rewiews
Discover Kubeflow pipelines: create environments, build and upload pipelines, and set up retraining schedules in this hands-on workshop for MLOps practitioners.
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1 Lesons
3 hours 43 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Parallelizing Your ETL with Dask on Kubeflow

0 rewiews
Leverage Dask's parallelism capabilities on Kubeflow for advanced ETL processing. Learn to use the Dask Operator to optimize resource utilization in interactive Jupyter sessions and pipeline workflows.
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1 Lesons
1 hour 48 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Continuously Improving Large Scale Recommenders with MLOps Tools and Practices

0 rewiews
Leverage MLOps tools and practices to operationalize and continuously improve recommendation systems at scale using NVIDIA Merlin and Kubeflow on Google Kubernetes Engine.
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1 Lesons
36 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Scale and Accelerate Distributed Model Training in Kubernetes Clusters

0 rewiews
Orchestrate and accelerate distributed deep learning workloads across multiple GPUs and nodes using Kubernetes, Kubeflow PytorchJob, RDMA, RoCE, and SRIOV for near-linear performance scaling.
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1 Lesons
49 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Accelerating Deployment of AI with MLOps Orchestration

0 rewiews
Explore MLOps orchestration to simplify AI deployment using Kubernetes and open-source tools. Learn to build efficient ML pipelines, from data preparation to model monitoring, accelerating business value across various use cases.
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1 Lesons
1 hour 42 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Hands-on Workshop: Create Machine Learning Retraining Pipelines

0 rewiews
Develop ML retraining pipelines using Kubernetes and Kubeflow. Master advanced techniques for efficient model updates and deployment in production environments.
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1 Lesons
2 hours 22 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

MLOps on Highly Sensitive Data - Enhancing Security and Compliance

0 rewiews
Enhance security and compliance in MLOps for sensitive data using Kubernetes, blockchain tokenization, and confidential computing. Learn from a life sciences case study.
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1 Lesons
18 minutes
On-Demand
Free-Video
TensorFlow

Distributed TensorFlow - TensorFlow at O'Reilly AI Conference, San Francisco '18

0 rewiews
Learn distributed TensorFlow training using Keras APIs, Kubeflow, and Kubernetes. Explore TensorFlow's architecture, set up clusters, and distribute models for efficient multi-GPU and multi-node performance.
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11 Lesons
33 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Vivo's AI Computing Platform on Kubernetes

0 rewiews
Vivo's AI platform leverages Kubernetes for efficient resource scheduling and high GPU utilization in large-scale model training and serving, addressing challenges in distributed AI computing.
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1 Lesons
25 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Invisible Infiltration of AI Supply Chains: Protective Measures from Adversarial Actors

0 rewiews
Explore protective measures against adversarial actors infiltrating AI supply chains. Learn to secure data, models, and pipelines, implement security controls, and mitigate risks in AI systems.
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1 Lesons
34 minutes
On-Demand
Free-Video
Rawkode Academy

Introduction to Kubeflow and Machine Learning on Kubernetes

0 rewiews
Comprehensive introduction to Kubeflow 1.3, covering its new features and guiding users through running data science workloads on Kubernetes. Includes hands-on examples and practical deployment techniques.
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6 Lesons
2 hours 10 minutes
On-Demand
Free-Video
Linux Foundation

Introducing Kubeflow for Machine Learning and AI on Kubernetes

0 rewiews
Explore Kubeflow for seamless machine learning model deployment, from laptop to production. Learn about its components, scalability benefits, and integration with tools like TensorFlow and Apache Spark.
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20 Lesons
21 minutes
On-Demand
Free-Video
Linux Foundation

Introducing Kubeflow with TensorFlow and Apache Spark

0 rewiews
Explore Kubeflow's role in streamlining machine learning workflows, from model development to production deployment on Kubernetes, with insights on scalability and integration with TensorFlow and Apache Spark.
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1 Lesons
36 minutes
On-Demand
Free-Video
Linux Foundation

Build a Reproducible ML Workflow with Kubeflow Pipelines

0 rewiews
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]

Tower of Babel - Making Apache Spark, Kubeflow, and Kubernetes Play Nice

0 rewiews
Explore how Apache Spark, Kubeflow, and Kubernetes can work together to process big data matrices, denoise medical images, and create reproducible ML pipelines for COVID research and healthcare applications.
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1 Lesons
36 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Jet Energy Corrections with GNN Regression using Kubeflow at CERN

0 rewiews
Explore how Kubeflow enables graph neural network-based jet energy corrections at CERN's Large Hadron Collider, improving particle physics research through scalable machine learning workflows.
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13 Lesons
24 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

The Future of Reproducible Research - Powered by Kubeflow

0 rewiews
Explore the future of reproducible research using Kubeflow, an open-source platform that streamlines data science workflows and enhances scientific collaboration through easily shareable and replicable pipelines.
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23 Lesons
35 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

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

0 rewiews
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]

Machine Learning at Scale Using KubeFlow on AWS

0 rewiews
Explore scalable machine learning architecture using Kubeflow on AWS, featuring hands-on demos of distributed storage and Kubernetes-based ML toolkit implementation.
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8 Lesons
35 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Transforming Jupyter Notebooks to Reproducible Machine Learning Pipelines with Kale

0 rewiews
Learn to convert Jupyter notebooks into scalable Kubeflow pipelines using Kale, enabling seamless deployment of ML workflows on Kubernetes for improved reproducibility and efficiency.
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1 Lesons
53 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

From Bash Scripts to Kubeflow and GitOps - Operationalizing ML at Scale

0 rewiews
Explore the journey of operationalizing data science workloads at scale using Kubeflow and GitOps, from initial challenges to a standardized approach for ML experiments, API creation, and batch predictions delivery.
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1 Lesons
34 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

The Good, the Bad, and the Missing Parts of Kubeflow

0 rewiews
Explore Kubeflow's strengths, weaknesses, and future developments as an MLOps platform based on user feedback and upcoming release plans.
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1 Lesons
24 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Production-Ready AI Platform on Kubernetes

0 rewiews
Explore best practices for building scalable AI/ML platforms using cloud-native technologies like Kubernetes, Kubeflow, and KServe. Learn to tackle challenges in MLOps and large model inference systems.
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1 Lesons
39 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Transforming Data Science at PepsiCo - The Kubeflow Revolution

0 rewiews
Explore PepsiCo's data science transformation using Kubeflow, addressing challenges in model reproducibility and enhancing efficiency, collaboration, and scalability in machine learning workflows.
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1 Lesons
31 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Fully Automated ML Platform Using Kubeflow and Declarative Approach to End-to-End ML Development

0 rewiews
Explore FreshBooks' journey to MLOps maturity using Kubeflow pipelines and a declarative framework, addressing challenges and improving ML pipeline reliability from development to production.
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1 Lesons
30 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Simplify ML Pipeline Automation and Tracking Using Kubeflow and Serverless Functions

0 rewiews
Simplify ML pipeline automation and tracking with Kubeflow and serverless functions. Learn to streamline your machine learning workflows for improved efficiency and productivity.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Using Model Serving in Streaming Applications

0 rewiews
Explore model serving approaches in streaming applications using Cloudflow framework. Learn to develop, orchestrate, and operate distributed streaming applications on Kubernetes efficiently.
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1 Lesons
48 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Building and Operating an Open Source Data Science Platform

0 rewiews
Develop an end-to-end data analytics pipeline, from exploratory analysis to model deployment. Learn pipeline orchestration, distributed training, automation, and monitoring for scalable machine learning projects.
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1 Lesons
2 hours 57 minutes
On-Demand
Free-Video
Linux Foundation

Cloud Native Artificial Intelligence - Top to Bottom

0 rewiews
Explore how Cloud Native is shaping MLOps implementations, focusing on tools like Kubeflow and KServe. Learn to leverage Cloud Native knowledge for AI integration and future developments.
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1 Lesons
27 minutes
On-Demand
Free-Video
Linux Foundation

Tune Your Microservices by Learning from Traces

0 rewiews
Learn to leverage tracing data with Kubeflow to uncover hidden patterns, optimize performance, and enhance root cause analysis in microservices architectures.
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1 Lesons
29 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

AI-Ready Microservice Architecture for Deploying and Evaluating AI Models

0 rewiews
Explore event-driven architecture for deploying AI models in production using Knative, KServe, and Kubeflow. Includes real-time image recognition demo with audience participation.
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1 Lesons
15 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Component Registry for Kubeflow Pipelines

0 rewiews
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]

Computer Vision Dog Breed Classification with Convolutional Neural Networks, TensorFlow and Kubeflow

0 rewiews
Develop a dog breed classification system using TensorFlow, Kubeflow, and convolutional neural networks. Compare AI predictions with DNA results for accuracy.
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1 Lesons
29 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

A Deep Dive into Kubeflow Pipelines

0 rewiews
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
CNCF [Cloud Native Computing Foundation]

Training AI to Code Using Project CodeNet - Largest Code Dataset

0 rewiews
Explore Project CodeNet's vast code dataset and learn how to leverage it for machine learning tasks using MLX, including code classification and complexity analysis on Kubernetes.
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1 Lesons
37 minutes
On-Demand
Free-Video
Databricks

KFServing - Model Monitoring with Apache Spark and Feature Store

0 rewiews
Explore an open-source platform for scalable model serving and monitoring using KFServing, Hopsworks Feature Store, and Spark Streaming. Learn continuous data drift detection and see a live demonstration.
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8 Lesons
29 minutes
On-Demand
Free-Video
Mirantis

Kubeflow - Orchestrating AI Workflows on Kubernetes

0 rewiews
Discover how Kubeflow simplifies AI workflow orchestration on Kubernetes. Learn its functionality, components, and benefits for scaling machine learning solutions, with a live demo on installation and setup.
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14 Lesons
35 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

The Challenges of Managing Kubernetes-Based Machine Learning Infrastructure

0 rewiews
Explore challenges in managing Kubernetes-based ML infrastructure with experts from Bloomberg, Seldon, and Spotify. Learn about tools, use cases, and solutions for on-prem and cloud environments.
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1 Lesons
42 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

How Bloomberg Uses AI to Speed Up Over-the-Counter Trading

0 rewiews
Explore how Bloomberg leverages AI and Kubernetes to enhance over-the-counter trading efficiency, focusing on detecting offers in group chats and streamlining negotiations for traders.
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1 Lesons
24 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Machine Learning Using Various GPU Technologies with Kubeflow

0 rewiews
Explore efficient distributed learning in Kubeflow using Multi-Instance GPU and GPUDirect RDMA technologies to maximize GPU utilization and improve performance in machine learning workflows.
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1 Lesons
32 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Hardening Kubeflow Security for Enterprise Environments

0 rewiews
Learn about Kubeflow security vulnerabilities, best practices, and improvements for enterprise environments. Gain insights on addressing unauthorized access, user impersonation, and data protection in MLOps platforms.
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1 Lesons
41 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Making the Most Out of Hardware Accelerators in Kubernetes Clusters

0 rewiews
Optimize GPU and TPU usage in Kubernetes clusters for MLOps. Learn efficient hardware accelerator management, scaling, and time-sharing techniques to enhance machine learning workloads.
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1 Lesons
25 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Building on-Premises MLOps for ISS Columbus Ground Operations

0 rewiews
Explore the development of an on-premises MLOps platform for ISS Columbus operations, covering anomaly detection, root cause analysis, and automated deployment using GitLab, microk8s, and Kubeflow.
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1 Lesons
32 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

GitOps for Machine Learning Pipelines

0 rewiews
Explore GitOps for ML pipelines using Kubeflow on Kubernetes. Learn to leverage GitOps for training, inference, monitoring, and testing in ML lifecycles, with a demo on deploying Kubeflow components via Argo CD.
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1 Lesons
16 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Machine Learning with Kubernetes

0 rewiews
Explore MLOps with Kubernetes: Learn to build scalable ML pipelines using Kubeflow, optimize cluster design, and leverage Istio for enhanced observability and security in production environments.
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1 Lesons
25 minutes
On-Demand
Free-Video
Docker

Categorizing Docker Hub's Public Images - End-to-End Machine Learning Pipeline with Docker Enterprise

0 rewiews
Discover how Docker Enterprise and Kubeflow enable rapid development of production-ready machine learning pipelines for classifying container images, enhancing Docker Hub's discovery capabilities.
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1 Lesons
36 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

MLOps Automation with Git Based CI-CD for ML

0 rewiews
Explore MLOps automation using Git-based CI/CD for ML, covering challenges, collaboration, and streamlined deployment with cloud-native tools and Kubernetes.
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16 Lesons
58 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Constructing Kubeflow Super Nodes with Karpenter

0 rewiews
Learn how Karpenter optimizes AI/ML platforms on Kubernetes by automatically selecting and launching ideal compute resources for Kubeflow Notebooks and Pipelines, enhancing efficiency and scalability.
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1 Lesons
29 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Scaling ML Pipelines on Kubernetes Using Tekton - Overcoming Complexity

0 rewiews
Explore scaling ML pipelines on Kubernetes with Tekton, addressing limitations and enhancing efficiency through custom tasks and integration with KubeFlow for improved scalability in production environments.
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1 Lesons
31 minutes
On-Demand
Free-Video
Linux Foundation

Training AI to Code Using Project CodeNet - Largest Code Dataset

0 rewiews
Explore Project CodeNet's vast code dataset and learn to leverage it for AI-driven code classification, complexity analysis, and language translation using MLX and Kubernetes.
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1 Lesons
42 minutes
On-Demand
Free-Video
Linux Foundation

Hyperparameter Tuning Using Kubeflow

0 rewiews
Explore automated machine learning with Katib, a Kubernetes-native platform for hyperparameter tuning and neural architecture search, enhancing model performance efficiently.
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21 Lesons
35 minutes
On-Demand
Free-Video
Linux Foundation

Introduction to KubeFlow: Using and Use Cases

0 rewiews
Explore KubeFlow for machine learning on Kubernetes, covering components, use cases, and a practical recommender system example with collaborative filtering and TensorFlow.
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26 Lesons
31 minutes
On-Demand
Free-Video
Linux Foundation

Manage Multi-tenant ML Workloads Using Istio

0 rewiews
Explore Istio integration for multi-tenant ML pipelines on Kubernetes, focusing on workload isolation, access control, and API management. Learn from a Kubeflow case study and live demo.
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11 Lesons
23 minutes
On-Demand
Free-Video
Linux Foundation

Defending Against Adversarial Model Attacks Using Kubeflow

0 rewiews
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

Securing ML Workloads with Kubeflow and MLOps - Pwned By Statistics

0 rewiews
Learn to secure machine learning workloads using Kubeflow and MLOps. Explore techniques like model extraction, hidden data attacks, and leakage detection to protect your ML pipelines and models.
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25 Lesons
51 minutes
On-Demand
Free-Video
Linux Foundation

GenOps: Building an MLOps Platform to Support GenAI Workloads with Open-Source and Kubeflow

0 rewiews
Explore building an end-to-end MLOps platform on GKE using open-source tools like Kubeflow to support Generative AI models, with practical tips and a demo for leveraging these technologies.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Training and Optimisation of Large Transformer Models - An ATLAS and CERN Use Case

0 rewiews
Explore CERN's implementation of transformer models for Jet Flavour Tagging, utilizing Kubeflow for machine learning and Katib for hyperparameter optimization in large-scale particle physics data analysis.
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1 Lesons
37 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Efficient Integration of Kubeflow Tools - ISS Data Case Study on Anomaly Detection

0 rewiews
Explore Kubeflow's integrated tools for ML workflows through an ISS anomaly detection case study, showcasing Dask, Katib, PyTorch Operator, and KServe in a unified KFP pipeline.
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1 Lesons
23 minutes
On-Demand
Free-Video
USENIX

Optimizing Resilience and Availability by Migrating from JupyterHub to Kubeflow Notebook Controller

0 rewiews
Explore the migration from JupyterHub to Kubeflow Notebook Controller, highlighting improved resilience, scalability, and user satisfaction in Kubernetes-native architecture.
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1 Lesons
19 minutes
On-Demand
Free-Video
GOTO Conferences

Kubeflow Explained: NLP Architectures on Kubernetes - YOW! 2018

0 rewiews
Explore NLP architectures on Kubernetes with Kubeflow, enhancing machine learning workflows and deployment efficiency in cloud-native environments.
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1 Lesons
44 minutes
On-Demand
Free-Video
Linux Foundation

Building Reproducible ML Processes with an Open Source Stack

0 rewiews
Explore open-source tools for reproducible machine learning, covering code, data, and environment management. Includes hands-on demonstration of experiment replication using KubeFlow, Git, Minio, and lakeFS.
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1 Lesons
33 minutes
On-Demand
Free-Video
Linux Foundation

Optimizing Kubernetes Cluster Scaling for Advanced Generative Models

0 rewiews
Explore advanced techniques for scaling Kubernetes clusters to support complex generative models, leveraging tools like Flyte, MLflow, and Kubeflow for efficient deployment and management.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

A Scalable Platform for Training and Inference Using Kubeflow at CERN

0 rewiews
Explore CERN's Kubeflow-based machine learning platform for data preparation, analysis, training, and inference in physics research, with insights from the ATLAS experiment.
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1 Lesons
29 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

AutoML and Training Working Group Updates for Kubeflow

0 rewiews
Explore AutoML and Training Working Group updates for Kubeflow, including Katib's 2024 roadmap, Training Operator enhancements, and advancements in distributed ML training on Kubernetes.
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1 Lesons
36 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Dynamically Tuning Pods - Leveraging Time Series ML Models with KubeFlow

0 rewiews
Explore advanced pod resource optimization using Prometheus and KubeFlow. Learn to implement time series ML models for dynamic tuning in Kubernetes clusters, enhancing performance and efficiency.
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1 Lesons
26 minutes
On-Demand
Free-Video
DevConf

Optimize Long Test Runtimes Using Open AIOps

0 rewiews
Optimize CI/CD workflows with AI4CI: Predict test failure times, determine optimal stopping points, and efficiently manage development resources using open AIOps tools and ML models.
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1 Lesons
34 minutes
On-Demand
Free-Video
Linux Foundation

Machine Learning Made Easy on Kubernetes - DevOps for Data Scientists

0 rewiews
Explore DevOps for ML on Kubernetes: streamline data prep, model training, testing, and deployment using tools like Tensorflow, Kubeflow, and Pachyderm. Ideal for data scientists and SRE teams.
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30 Lesons
39 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Embrace DevOps Practices to ML Pipeline Development

0 rewiews
Integrating DevOps practices into ML pipeline development using Kubeflow and Tekton, focusing on workflow orchestration, CI/CD, and overcoming challenges in the process.
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15 Lesons
22 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Scaling ML Pipelines with KALE - The Kubeflow Automated Pipeline Engine

0 rewiews
Discover KALE, the Kubeflow Automated Pipeline Engine, for scaling ML pipelines. Learn how to transform Jupyter Notebook experiments into production-grade pipelines for efficient model training and real-time serving.
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1 Lesons
25 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Taming the Beast - Managing the Day 2 Operational Complexity of Kubeflow

0 rewiews
Explore strategies for managing Kubeflow's operational complexity, covering deployment, configuration, and maintenance. Learn tips and lessons from experienced practitioners to streamline ML workflows on Kubernetes.
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22 Lesons
25 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Building and Managing a Centralized ML Platform with Kubeflow at CERN

0 rewiews
Explore CERN's centralized ML platform using Kubeflow, covering data preparation, model training, and serving. Learn about resource optimization, integration challenges, and cloud expansion possibilities.
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19 Lesons
31 minutes
On-Demand
Free-Video
GOTO Conferences

One Does Not Simply Put Machine Learning into Production

0 rewiews
Explore challenges and trade-offs in implementing machine learning in products, focusing on accuracy, cost, maintainability, and interpretability. Learn key considerations for successful ML integration.
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1 Lesons
37 minutes
On-Demand
Free-Video
GOTO Conferences

Accelerating Machine Learning DevOps with Kubeflow

0 rewiews
Explore Kubeflow for seamless machine learning deployment on Kubernetes. Learn to move models from development to production efficiently, enhancing ML DevOps practices.
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26 Lesons
46 minutes
On-Demand
Free-Video
GOTO Conferences

Kubeflow for Machine Learning

0 rewiews
Explore Kubeflow for ML: tooling, scaling Python with Dask/Ray, API comparisons, and insights on distributed computing. Learn from experts about advancements in machine learning infrastructure.
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10 Lesons
48 minutes
On-Demand
Free-Video
GOTO Conferences

From Experimentation to Products - The Production Machine Learning Journey

0 rewiews
Explore the journey from ML experimentation to production, covering MLOps, TensorFlow Extended, and pipeline architectures for scalable, maintainable machine learning applications.
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22 Lesons
38 minutes
On-Demand
Free-Video
GOTO Conferences

Kubeflow for Machine Learning

0 rewiews
Explore Kubeflow's role in enhancing ML tooling with experts Holden Karau and Adi Polak. Discover how this platform improves machine learning workflows and compare it with other distributed computing frameworks like Ray and Dask.
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1 Lesons
48 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

MLPerf Meets Kubernetes

0 rewiews
Exploring MLPerf's adaptation for evaluating machine learning performance on Kubeflow and Kubernetes, guiding future optimizations of cloud-native ML platforms.
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1 Lesons
32 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Elephant on Wheels - Petabyte-scale AI @ LinkedIn

0 rewiews
Explore LinkedIn's journey in integrating Kubernetes for AI workloads, focusing on secure HDFS access and innovative scheduling solutions for petabyte-scale operations.
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14 Lesons
27 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Kubeflow 1.0 Update by a Kubeflow Community Product Manager

0 rewiews
Comprehensive overview of Kubeflow 1.0, covering community processes, user survey results, key features, business benefits, and a live demonstration of building and deploying a Kubeflow Pipeline.
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20 Lesons
44 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Expanding Serverless to Scale-out Kubeflow Pipelines

0 rewiews
Discover how Nuclio ML Functions extends serverless capabilities to machine learning tasks, integrating with Kubeflow for automated scaling, experiment tracking, and streamlined ML workflows.
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1 Lesons
56 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Owned By Statistics - How Kubeflow & MLOps Can Help Secure Your ML Workloads

0 rewiews
Explore MLOps and Kubeflow to secure machine learning workflows, mitigate risks, and enhance reproducibility, validation, and deployment in production environments.
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43 Lesons
40 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Taming Data - State Challenges for ML Applications and Kubeflow

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Explore challenges and solutions for managing data and state in ML applications using Kubeflow, covering storage APIs, data security, and scalability for large-scale AI/ML environments.
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10 Lesons
27 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

From Notebook to Kubeflow Pipelines with HP Tuning - A Data Science Journey

0 rewiews
Explore Kubeflow for effortless ML pipeline creation, scaling, and hyperparameter tuning. Convert Jupyter notebooks to deployable workflows and leverage Kubeflow components for efficient data science journeys.
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15 Lesons
40 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Brings Federated Learning to Kubeflow With FATE-Operator

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Explore Federated Machine Learning implementation in Kubernetes using Kubeflow and FATE-Operator. Learn about data privacy, secure collaboration, and running FML jobs in cloud-native environments.
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1 Lesons
29 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Build a Multi-Tenant Training Platform Based on Kubeflow at Tencent

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Explore Tencent's multi-tenant ML platform using Kubeflow on Kubernetes, featuring improved GPU utilization, distributed training, and smart scheduling for efficient model development.
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13 Lesons
28 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

From Notebook to Kubeflow Pipelines to KFServing - The Data Science Odyssey

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Hands-on tutorial demonstrating how to build, optimize, and execute complex Kubeflow workflows, from Jupyter Notebooks to automated pipelines, hyperparameter tuning, and model serving with KFServing.
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36 Lesons
49 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Building a Cloud Native Feature Store with Feast on Kubeflow

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Explore how Feast, an open-source feature store, solves key challenges in machine learning feature engineering, from data processing to production deployment, within a cloud-native Kubeflow environment.
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1 Lesons
32 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

MLOps at Snapchat - Continuous Machine Learning with Kubeflow & Spinnaker

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Explore Snapchat's MLOps journey: transforming manual processes into automated ML pipelines using Kubernetes, Kubeflow, and Spinnaker for continuous integration, delivery, and training in computer vision.
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1 Lesons
22 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Machine Learning on Kubernetes at Shell - A Kubeflow Journey

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Explore Shell's journey implementing Kubeflow for machine learning on Kubernetes, including lessons learned, challenges overcome, and benefits achieved in scalability, security, and productivity.
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1 Lesons
28 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Owned by Statistics - Using Kubeflow to Defend vs Attacks on Your ML Models

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Learn how to defend against machine learning attacks using Kubeflow. Explore common ML vulnerabilities and discover cloud-native pipeline strategies for detection, remediation, and future-proofing your models.
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1 Lesons
30 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

A Day in the Life of a Data Scientist - Conquer ML Lifecycle on Kubernetes

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Explore a data scientist's daily workflow, from data prep to model deployment, using Kubeflow and Kubernetes for efficient machine learning lifecycle management.
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15 Lesons
37 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

A Year of Democratizing ML With Kubernetes & Kubeflow

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Explore Kubeflow 1.0's new features for democratizing machine learning on Kubernetes, including web-based UI, simplified setup, and sophisticated ML tooling for end-to-end solutions.
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1 Lesons
36 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Operating Deep Learning Pipelines Anywhere Using Kubeflow

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Explore building and operating production-grade deep learning pipelines using Kubeflow, covering data preparation, storage, automation, and infrastructure management for multiple tenants.
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18 Lesons
39 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Kubeflow From the End User's Perspective - The Good, The Bad, and The Ugly

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Explore Kubeflow's impact on ML workflows: benefits, challenges, and user experiences. Gain insights on optimizing Kubernetes for AI/ML and addressing real-world implementation issues.
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1 Lesons
42 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Efficient Model Exploring and Continuous Delivery With Polyaxon + Kubeflow

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Explore efficient machine learning workflows using Polyaxon for experiments and Kubeflow Pipelines for productionization. Learn how Mercari accelerates ML projects through cloud-native platforms and streamlined transitions between development stages.
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14 Lesons
19 minutes
On-Demand
Free-Video