MLOps.community Courses

What is AI Quality? - Understanding Standards and Testing in AI Systems

Explore AI Quality with Mohamed Elgendy, discussing domain-specific standards, comprehensive testing, and the need for collaboration in setting effective, innovation-friendly quality benchmarks for AI systems.

• YouTube
• 46 minutes
• Self-Paced
• Free Video

Streamlining Model Deployment - AI in Production

Explore strategies for optimizing AI model deployment pipelines, including open governance, runtime benchmarks, and dynamic routing. Learn to make AI deployments faster, cheaper, and more accurate in a rapidly evolving landscape.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

Handling Multi-Terabyte LLM Checkpoints - MLOps Podcast #228

Explore techniques for handling multi-terabyte LLM checkpoints, including storage options, saving and loading strategies, and infrastructure considerations for large-scale AI model training.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

Reliable Hallucination Detection in Large Language Models

Explore advanced techniques for detecting hallucinations in large language models, including a novel sampling-based method that outperforms existing approaches in identifying non-factual and factual statements.

• YouTube
• 35 minutes
• Self-Paced
• Free Video

DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines

Explore DSPy Assertions for enhancing language model pipelines with computational constraints, enabling more reliable and accurate systems through automatic prompt optimization and self-refinement.

• YouTube
• 38 minutes
• Self-Paced
• Free Video

The Rise of Modern Data Management - MLOps Podcast #226

Explore modern data management practices, including data contracts and observability, to improve handling and decision-making in the age of AI and cloud computing.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Making Sense of LLMOps - Impact, Risk, and Maturity Assessment

Explore LLMOps essentials: impact assessment, risk management, and maturity evaluation. Gain insights on bridging gaps between data science, infrastructure, and IT teams for effective LLM deployment.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Beyond AGI - Can AI Help Save the Planet?

Explore how AI can address environmental challenges through remote sensing and high-performance computing. Learn about MLOps best practices, tight feedback loops, and the importance of sustainability in AI development.

• YouTube
• 54 minutes
• Self-Paced
• Free Video

Innovative Gen AI Applications: Beyond Text - MLOps Mini Summit 5

Explore innovative Gen AI applications beyond text, focusing on molecule discovery and call center optimization. Learn about chemical language models, RAG use cases, and efficient pipeline architectures.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

Enabling Efficient Trillion Parameter Scale Training for Deep Learning Models

Explore DeepSpeed's optimizations for efficient distributed training of large-scale deep learning models, addressing memory, compute, and data challenges in extreme model scaling.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

GenAI in Production - Challenges and Trends - Lecture 224

Explore challenges and trends in Generative AI production, including model size, context windows, multimodality, and regulation. Gain insights from Gemini 1.0 vs 1.5 comparisons and industry expert Verena Weber's experiences.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

From Robotics to AI NPCs - Embodied AI Agents in Games

Explore the fusion of robotics and AI in creating dynamic NPCs for games. Learn how multi-modal LLMs enable interactive virtual characters through simulation-based training techniques.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Seeing Like a Language Model - Understanding Embeddings and Meaning in AI

Explore how language models process text and represent meaning through embeddings. Gain insights into building better retrieval-augmented LLM systems and designing natural interfaces for reading and writing.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

Productionizing Health Insurance Appeal Generation - AI in Production

Explore fine-tuning models for health insurance appeals, cloud resource utilization, and on-premises Kubernetes deployment. Learn about unexpected challenges in server setup and graphics card installation.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Graduating from Proprietary to Open Source Models in Production

Explore the transition to open source ML models for production, focusing on security, performance, and scalability. Learn how AI companies leverage these models for core workloads.

• YouTube
• 23 minutes
• Self-Paced
• Free Video