MLOps.community Courses

Create a Contextual Chatbot with LLM and Vector Database in 10 Minutes

Learn to build a contextual chatbot using LLM and vector database, exploring embedding, search, and answer generation with Langchain.

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

Building Reliable AI Agents - LLMs in Production Conference Part 2

Explore the fundamentals of building reliable AI agents, their business applications, and key challenges in agentic automation.

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

Foundation Models in the Modern Data Stack - Part 2

Explore foundation models' applications in data analytics, cleaning, and linkage. Learn solutions for production deployment challenges in the modern data stack.

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

It Worked When I Prompted It - Challenges in LLM Production Deployment

Explore challenges and solutions for deploying LLMs in production, covering design patterns, vector databases, reliability enhancement, and cost management strategies.

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

Stopping Hallucinations From Hurting Your LLMs - Part 2

Explore methods to quantify and detect hallucinations in LLMs, understanding their impact on model outcomes and learning efficient techniques to prevent misinformation and biased results.

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

Building Production Copilots - Part 2

Explore UI paradigms, design patterns, and challenges of production copilot systems embedded in SaaS applications leveraging LLMs and generative AI models.

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

Monitoring LLMs in Production: Beyond the Hype - Part 2

Explore techniques for monitoring and measuring drift in unstructured data models, focusing on vector/embedding drift for image and language models in production environments.

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

Taking ImgFlip's 'This Meme Does Not Exist' to the Next Level with a Large Language Model

Explore LLM-powered meme creation using ImgFlip's dataset. Learn about model selection, fine-tuning, and challenges in productionizing for millions of users. Includes prototype demonstration.

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

Guiding LLMs While Staying in the Driver's Seat - Lightning Talk

Explore strategies for guiding LLMs in software tasks while implementing crucial safety checks to prevent errors and ensure reliable performance.

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

Reasoning Machines - Building Defensible Apps with LLMs

Explore building defensible apps with LLMs by leveraging the entire tech stack. Learn strategies to create unique products using "reasoning machines" beyond simple model wrappers.

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

No Rose Without a Thorn - Obstacles to Successful LLM Deployments

Explore challenges in deploying LLMs to production, from infrastructure to output quality. Learn potential solutions for model downtime, latency, variability, and prompt injections.

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

Agentic Relationship Management - Building AI for Complex Personal and Professional Networks

Explore agentic relationship management to navigate complex personal and professional networks in the digital age.

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

LangChain: Enabling LLMs to Use Tools

Explore LLM tool usage: importance, types, prompting strategies, and challenges. Gain insights from LangChain's CEO on enhancing Language Model applications.

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

Vector Databases and Large Language Models for Context Retrieval - LLMs in Production

Explore vector databases and LLMs for real-time context retrieval in AI applications. Learn to enhance generative models with up-to-date external knowledge, preventing hallucinations and improving accuracy.

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

Monitoring Unstructured Data - Lightning Session

Explore ML observability for unstructured data with Arize. Learn about embeddings, monitoring challenges, and solutions through expert insights and a product demo.

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