Flyte Courses and Certifications

MLOps World: Machine Learning in Production

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

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.

• YouTube
• 1 hour 27 minutes
• On-Demand
• Free Video

MLOps with Flyte - Challenges and Solutions in Machine Learning Operations

Explore MLOps challenges and solutions using Flyte, an open-source orchestration tool. Learn best practices for efficient ML model development and deployment at scale.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Self-serve Feature Engineering Platform Using Flyte and Feast

Explore a self-serve feature engineering platform leveraging Flyte and Feast technologies, enhancing data science workflows and machine learning model development.

• YouTube
• 51 minutes
• On-Demand
• Free Video

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

Learn to enforce data quality in processing and ML pipelines using Flyte and Pandera, enhancing reliability and efficiency in data-driven projects.

• YouTube
• 47 minutes
• On-Demand
• Free Video

Efficient Data Parallel Distributed Training with Flyte, Spark and Horovod

Learn to optimize distributed training using Flyte, Spark, and Horovod for efficient data parallelism in machine learning workflows.

• YouTube
• 41 minutes
• On-Demand
• Free Video

Flyte - Cloud Native Machine Learning and Data Processing Platform

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.

• YouTube
• 56 minutes
• On-Demand
• Free Video

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

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.

• YouTube
• 25 minutes
• On-Demand
• Free Video

How Spotify Leverages Flyte to Coordinate Financial Analytics Company-Wide

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.

• YouTube
• 41 minutes
• On-Demand
• Conference Talk

Flyte - Production-Grade Data and Machine Learning Orchestration

Explore Flyte, an open-source platform for scalable, repeatable, and maintainable data and machine learning orchestration, addressing key challenges in MLOps and data processing.

• YouTube
• 39 minutes
• On-Demand
• Free Video

DevConf

AI Agent Orchestration for Enterprise Architecture with AWS Bedrock, Flyte and LangGraph

Discover how to build reliable AI orchestration frameworks for enterprise architecture using LangGraph, Flyte, and AWS Bedrock with knowledge graphs for grounding agents.

• YouTube
• 31 minutes
• On-Demand
• Free Video

OpenSSF

Secure AI Orchestration: Mitigating Model-centric Attacks with Flyte

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.

• YouTube
• 27 minutes
• On-Demand
• Free Video

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

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.

• YouTube
• 34 minutes
• On-Demand
• Free Video

USENIX

Observability in the MLOps Lifecycle with Prometheus

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.

• YouTube
• 24 minutes
• On-Demand
• Conference Talk

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

Learn to build robust ML production systems using open-source tools for continuous delivery, including workflow orchestration, data versioning, and model deployment and monitoring.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Prometheus in the MLOps Lifecycle

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.

• YouTube
• 28 minutes
• On-Demand
• Free Video