MLOps.community Courses

Scaling MLOps for Computer Vision - MLOps Mini Summit Meetup 4

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.

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

DSPy: Transforming Language Model Calls into Smart Pipelines

Explore DSPy framework for optimizing language model pipelines. Learn about neural retrieval, advanced NLP systems, and efficient knowledge-driven responses from Stanford PhD candidate Omar Khattab.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Model Blind Spot Discovery for Better Models and Ingesting Chaos - Mini Summit #2

Discover techniques for model blind spot detection and handling unstructured data at scale. Learn to build resilient AI models through data diagnosis, enhancement, and automated evaluation systems.

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

Guarding LLM and NLP APIs: A Trailblazing Odyssey for Enhanced Security - Podcast #190

Explore LLM and NLP API security challenges, threat modeling, and defense strategies. Gain insights on OWASP Top 10 for LLM Applications and the AI Village's 'Hack the Future' event at Defcon31.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Designing for Forward Compatibility in Gen AI - MLOps Podcast

Explore forward compatibility in Gen AI, LLM deployment challenges, and practical solutions for securing and monitoring AI systems in production environments.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Authoring Interactive, Shareable AI Evaluation Reports with Zeno

Explore Zeno, an interactive platform for creating and sharing in-depth evaluations of complex AI systems. Learn to analyze inputs and outputs across various AI models and create reproducible, interactive reports.

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

GenAI: An Unreliable Information Store - Enhancing LLM Trustworthiness in Enterprise Environments

Explore challenges and solutions for integrating LLMs in enterprise environments. Learn about enhancing trustworthiness through vector databases and retrieval augmented generation.

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

Breaking LLMs Out of the Chat Application - AI Squared Framework

Explore AI Squared's framework for integrating LLM insights into existing tools, accelerating AI projects, and driving revenue growth beyond chat applications. Learn to harvest context and connect to diverse organizational content.

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

Building RAG-based LLM Applications for Production - LLMs III Talk

Develop and deploy scalable RAG-based LLM applications. Learn to handle data loading, preprocessing, embedding, and serving on clusters. Explore Anyscale Endpoints for cost-effective open-source model serving.

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

Product Strategy for LLM Features When LLM Isn't Your Product

Discover strategies for integrating LLM features into existing products, focusing on practical use cases beyond chatbots. Learn to plan, roadmap, and measure success of LLM implementations in various industries.

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

Building Effective Products with Generative AI - Insights from LinkedIn

Explore effective AI product development strategies, from MVP creation to integrating generative AI. Learn about user trust, feedback integration, and evaluating AI-driven experiences in this insightful discussion.

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

Deploying LLMs on Structured Data Tasks - Lessons from the Trenches

Explore NSQL, a new open-source foundation model for SQL generation. Learn about its advantages over existing models, including customization, quality, and privacy. Discover its data generation process, GPU training approach, and performance benefits.

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

Data Quality's Impact on Large Language Models

Explore the critical role of data quality in Generative AI and ML, examining its impact on model performance and training costs through research findings and expert insights.

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

Lessons on Data Teams Leadership - MLOps Podcast #185

Explore data team leadership strategies, from project management to team dynamics, with insights on decision-making, change management, and effective communication in data science organizations.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

LLMs in Production at GetYourGuide - Implementing and Prioritizing Large Language Models

Explore GetYourGuide's approach to integrating LLMs in production, from decision-making to implementation and safe deployment. Gain insights on prioritizing LLMs and streamlining their integration into product processes.

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