Operationalizing Large Language Model Training Pipelines | Anjan Dash | Conf42 MLOps 2025

Description

Read the abstract ➤ https://www.conf42.com/MLOps_2025_Anjan_Dash_mlops_trillion_parameter Other sessions at this event ➤ https://www.conf42.com/mlops2025 Join Discord ➤ https://discord.gg/yQneDJdJGV Chapters 00:00 Introduction and Speaker Background 00:58 Agenda Overview 02:27 Challenges in Training Large Models 04:43 Financial Realities of Training 06:05 Infrastructure Components for Large Models 08:21 Distributed Training Frameworks 10:33 Pipeline Orchestration 11:53 Automated Recovery Strategies 13:35 Monitoring and Observability 14:58 Advanced Monitoring Systems 16:54 Computational Efficiency Optimizations 18:34 Resource Optimization Strategies 19:32 Model Deployment 21:38 Key Takeaways