MLOps Isn't That Hard: Modular Stack with Open-Source Tools
9 min

MLOps Isn't That Hard: Modular Stack with Open-Source Tools

MLOps World - MLOps World & Generative AI World 2024
Adam Probst
pipelines mlops machine-learning python open-source data-science devops deployment orchestration reproducibility automation
QA in ML
28 min

QA in ML

MLOps World - MLOps World & Generative AI World 2024
Serg Masis
quality-assurance secops machine-learning mlops data-science qa ai artificial-intelligence explainable-ai data-engineering devops reliability
Wanted: A Silver Bullet MLOps Solution for Enterprise
31 min

Wanted: A Silver Bullet MLOps Solution for Enterprise

MLOps World - MLOps World & Generative AI World 2024
Muller Mu Christophe Chabbert
enterprise-mlops pipeline-orchestration conway-law api-first modular-architecture mlops machine-learning drug-discovery data-science model-deployment observability
Empowering Data Science Teams: Harnessing AI with Appen
31 min

Empowering Data Science Teams: Harnessing AI with Appen

MLOps World - MLOps World & Generative AI World 2024
Sasha McGrath Geoffrey LaPorte
training-data ai data-science machine-learning llm generative-ai data-annotation data-quality collaboration model-building
From ML Repository to ML Production Pipeline
36 min

From ML Repository to ML Production Pipeline

MLOps World - MLOps World & Generative AI World 2024
Jakub Witkowski Dariusz Adamczyk
production-pipelines ml-repository mlops machine-learning devops docker kubernetes ci-cd kubeflow data-science gpu automation
From Model to Production: A Unified Journey
28 min

From Model to Production: A Unified Journey

MLOps World - MLOps World & Generative AI World 2024
Yuval Fernbach
mlops machine-learning devops software-supply-chain generative-ai data-science deployment security vulnerability-management model-registry ci-cd containerization
Building Trust in ML Systems: Effective Stakeholder Communication
27 min

Building Trust in ML Systems: Effective Stakeholder Communication

MLOps World - MLOps World & Generative AI World 2024
Joseph Tenini
machine-learning mlops stakeholder-management communication data-science explainable-ai model-deployment business-intelligence decision-making uncertainty-quantification process-improvement
DL-Backtrace: Unveiling Model Decisions
34 min

DL-Backtrace: Unveiling Model Decisions

MLOps World - MLOps World & Generative AI World 2024
Vinay Kumar Sankarapu
deep-learning explainable-ai xai model-explainability mlops machine-learning artificial-intelligence large-language-models nlp computer-vision data-science model-risk-management
MLOps for Time Series in Production
52 min

MLOps for Time Series in Production

MLOps World - MLOps World & Generative AI World 2024
Eddie Mattia
mlops time-series machine-learning data-science python xgboost metaflow outerbounds batch-inference data-modeling postgresql kubernetes ci-cd
GenAI ROI: From Pilot to Profit
33 min

GenAI ROI: From Pilot to Profit

MLOps World - MLOps World & Generative AI World 2024
Ilyas Iyoob
generative-ai genai roi artificial-intelligence machine-learning mlops enterprise-ai pilot-paralysis scalability data-science business-intelligence
Fast and Reproducible: Taming AI/ML Dependencies
30 min

Fast and Reproducible: Taming AI/ML Dependencies

MLOps World - MLOps World & Generative AI World 2024
Savin Goyal
mlops ai ml dependency-management python conda pip docker reproducibility metaflow data-science ml-stack
Driving GenAI Success in Production: Proven Approaches for Data Quality, Context, and Logging
30 min

Driving GenAI Success in Production: Proven Approaches for Data Quality, Context, and Logging

MLOps World - MLOps World & Generative AI World 2024
Alison Cossette
generative-ai genai rag data-quality knowledge-graphs mlops neo4j data-science embeddings cosine-similarity