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Showing: 25 courses
MLOps World: Machine Learning in Production

Learn Your Codebase: Fine-tuning CodeLlama with Flyte to Learn Flyte

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Discover how to fine-tune LLMs on specific codebases using Flyte, an open-source orchestration platform. Explore multi-node, multi-gpu distributed training for efficient model adaptation with limited resources.
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1 Lesons
1 hour 27 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

UnionML: A Microframework for Building Machine Learning Applications

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Explore UnionML, a microframework simplifying ML application development. Learn to streamline the process from research to production, addressing common challenges in the ML lifecycle.
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1 Lesons
27 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Training and Ensuring Reliability of ML Models - The Power of ArgoCD, Flyte, and Argo Workflows

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Explore Wolt's approach to reliable ML model training and deployment using ArgoCD, Flyte, and Argo Workflows. Learn strategies for scalability, consistency, and collaboration in ML operations.
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13 Lesons
25 minutes
On-Demand
Free-Video
Linux Foundation

Efficient Data Parallel Distributed Training with Flyte, Spark and Horovod

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Learn to optimize distributed training using Flyte, Spark, and Horovod for efficient data parallelism in machine learning workflows.
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18 Lesons
41 minutes
On-Demand
Free-Video
Linux Foundation

Self-serve Feature Engineering Platform Using Flyte and Feast

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Explore a self-serve feature engineering platform leveraging Flyte and Feast technologies, enhancing data science workflows and machine learning model development.
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1 Lesons
51 minutes
On-Demand
Free-Video
Linux Foundation

Flyte - Cloud Native Machine Learning and Data Processing Platform

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Explore Flyte, a cloud-native platform for machine learning and data processing, presented by Lyft engineers. Learn its features, benefits, and applications in modern data workflows.
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1 Lesons
56 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

The Data Pipelines Behind Forest Carbon Credits - Why Pachama Uses Flyte to Orchestrate Workflows

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Explore how Pachama uses Flyte to manage complex data and ML pipelines for transparent forest carbon credit computation, including workload management, configuration, and lessons learned.
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1 Lesons
34 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Scaling Open Source ML: How Wolt Uses Kubernetes to Deliver Great Food to Millions

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Discover how Wolt leverages Kubernetes and open-source frameworks to scale machine learning operations, addressing challenges in forecasting, recommendations, and delivery time predictions for millions of users.
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20 Lesons
33 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

MLOps with Flyte - Challenges and Solutions in Machine Learning Operations

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Explore MLOps challenges and solutions using Flyte, an open-source orchestration tool. Learn best practices for efficient ML model development and deployment at scale.
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15 Lesons
25 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Prometheus in the MLOps Lifecycle

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Explore Prometheus for monitoring ML deployments, addressing data drift, concept drift, and model metrics. Learn to enhance existing setups and integrate with Flyte, Seldon Core, or FastAPI.
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1 Lesons
28 minutes
On-Demand
Free-Video
Linux Foundation

Building Robust ML Production Systems Using OSS Tools for Continuous Delivery for ML

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Learn to build robust ML production systems using open-source tools for continuous delivery, including workflow orchestration, data versioning, and model deployment and monitoring.
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1 Lesons
40 minutes
On-Demand
Free-Video
Linux Foundation

Enforcing Data Quality in Data Processing and ML Pipelines with Flyte and Pandera

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Learn to enforce data quality in processing and ML pipelines using Flyte and Pandera, enhancing reliability and efficiency in data-driven projects.
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1 Lesons
47 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Embracing Multi-Tenancy While Scaling MLOps

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Explore multi-tenancy in MLOps: efficient resource sharing, isolation, and security for scaling ML operations. Learn implementation strategies using open-source tools like Flyte for cost-effective and secure multi-tenant environments.
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1 Lesons
30 minutes
On-Demand
Free-Video
Linux Foundation

Flyte - Production-Grade Data and Machine Learning Orchestration

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Explore Flyte, an open-source platform for scalable, repeatable, and maintainable data and machine learning orchestration, addressing key challenges in MLOps and data processing.
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1 Lesons
39 minutes
On-Demand
Free-Video
Linux Foundation

Optimizing Kubernetes Cluster Scaling for Advanced Generative Models

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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]

Embracing Multi-Tenancy While Scaling MLOps

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Learn strategies for implementing multi-tenancy in MLOps, covering resource sharing, isolation, security, and efficient scaling using open-source tools like Flyte for improved ML operations.
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1 Lesons
26 minutes
On-Demand
Free-Video
USENIX

Observability in the MLOps Lifecycle with Prometheus

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Explore MLOps monitoring with Prometheus, covering ML deployment challenges, data drift, and model metrics. Learn to enhance existing systems and integrate with tools like Flyte, Seldon Core, and FastAPI.
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1 Lesons
24 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

How Spotify Leverages Flyte to Coordinate Financial Analytics Company-Wide

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Explore Spotify's use of Flyte for financial analytics, covering MLOps/DataOps needs, best practices for ML/data apps, and how Flyte bridges technical gaps for users of varying proficiency.
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14 Lesons
41 minutes
On-Demand
Free-Video
OpenSSF

Secure AI Orchestration: Mitigating Model-centric Attacks with Flyte

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Discover how to protect AI systems from model-centric attacks, focusing on code injection and LLM vulnerabilities, while implementing security measures using Flyte orchestration and open-source tools.
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1 Lesons
27 minutes
On-Demand
Free-Video
MLOps.community

Systems Engineering in Machine Learning - Navigating Low-Level Challenges

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Explore systems engineering in ML with Andrew Dye, discussing low-level work, blending disciplines, and ML infrastructure challenges. Gain insights on distributed training, managing scale, and bridging gaps between firmware and MLOps.
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23 Lesons
48 minutes
On-Demand
Free-Video
MLOps.community

MLOps vs ML Orchestration - Exploring Challenges and Community-Driven Development

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Explore MLOps vs ML Orchestration with Ketan Umare, discussing Union.AI, Flyte, community-driven development, real-time data handling, and democratizing machine learning for broader accessibility and efficiency.
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17 Lesons
50 minutes
On-Demand
Free-Video
MLOps.community

Scaling MLOps for Computer Vision - MLOps Mini Summit Meetup 4

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Explore MLOps strategies for scaling computer vision, including Flyte for AI product development, its application at Recogni, and lessons from running AI models at scale for planetary satellite imagery analysis.
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7 Lesons
59 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Fine-Tuning Language Models with Declarative ML Orchestration

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Gain hands-on experience using Flyte to declaratively specify infrastructure for fine-tuning language models on your own data, overcoming compute resource challenges.
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1 Lesons
1 hour 31 minutes
On-Demand
Free-Video
MLOps.community

The Role of Infrastructure in ML Leveraging Open Source - MLOps Podcast #197

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Explore ML infrastructure's role in leveraging open-source tools. Learn about unifying data processing, experiment tracking, and monitoring in a single platform for efficient ML lifecycle management.
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20 Lesons
1 hour 5 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

AI in Kubernetes - Getting Started with Machine Learning Pipeline Development

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Discover how Kubernetes supports AI development with features like autoscaling, GPU management, and ML pipeline orchestration using Flyte for efficient model deployment and serving.
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1 Lesons
38 minutes
On-Demand
Free-Video