MLOps World: Machine Learning in Production Courses

Building a Conversation-Focused LLM on Communication Data

Explore the challenges and opportunities of building Nebula, a conversation-focused LLM trained on communication data, addressing privacy concerns and ML Ops pipelines.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Feature Stores in Practice: Train and Deploy an End-to-End Fraud Detection Model with Featureform

Construye y despliega un modelo de detección de fraude utilizando Featureform, explorando el valor y aplicación práctica de los almacenes de características en MLOps.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Stacked Up Series: A Deep Dive Into Integrating Large Language Models Into Your Product

Explore integrating large language models into products with insights from ML experts at DoorDash and VoiceFlow. Gain practical knowledge for successful implementation.

• YouTube
• 55 minutes
• On-Demand
• Free Video

Training LLMs: Lessons from the Trenches

Discover key insights and challenges in training large language models across hundreds of GPUs, from data handling to resource management.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Fine-Tune LLMs or Integrate 3rd Party APIs? A Financial Case Study

Explore LLM integration strategies for MLOps, comparing fine-tuning and API use. Learn key considerations, challenges, and risk mitigation techniques for implementing advanced language models.

• YouTube
• 29 minutes
• On-Demand
• Free Video

ML Platform Beyond Kaggle Paradigm - Policy-Centric Approach for End-to-End Automation

Explore a policy-centric approach to ML platforms, extending beyond model-centric views to enhance engineering productivity and directly improve business metrics.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Retrieval Augmented Generation with LangChain: ChatGPT for Your Data - Part 2

Explore Retrieval Augmented Generation using LangChain. Learn to build and optimize question-answering systems with vector stores, embedding models, and LLMs for private data applications.

• YouTube
• 1 hour 32 minutes
• On-Demand
• Free Video

Overcoming the Challenges of Building GenAI Apps

Explore challenges and solutions for deploying successful generative AI products, accelerating time-to-market and driving impact.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Creating the World's Premier Biological Foundation Model

Explore Recursion's groundbreaking biological foundation model, revolutionizing drug discovery through advanced infrastructure, data management, and large-scale training techniques.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Engineering an LLM Application: Chat with MLOps World

Develop a chatbot using MLOps World content, exploring techniques to transform it from concept to production-ready application.

• YouTube
• 1 hour 37 minutes
• On-Demand
• Free Video

Dreambooth - Stable Diffusion for Custom Images

Explore stable diffusion techniques for creating custom images using Dreambooth. Learn color manipulation, texture enhancement, and image blending to transform ordinary photos into extraordinary art.

• YouTube
• 37 minutes
• On-Demand
• Free Video

Retrieval Augmented Generation with LangChain: ChatGPT for Your Data - Part 1

Explore Retrieval Augmented Generation using LangChain to build a question-answering system with private data, leveraging vector stores, embedding models, and LLMs.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Evolved Structures: Generative Design and Digital Manufacturing at NASA

Explore NASA's use of generative design and AI prompt engineering to enhance spaceflight missions, reducing costs and improving performance.

• YouTube
• 34 minutes
• On-Demand
• Free Video

Getting Higher ROI on MLOps Initiatives

Discover five key lessons for building cohesive MLOps platforms, enhancing self-service capabilities, and maximizing return on investment in machine learning operations.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Production ML Serving and Monitoring with Kubernetes

Gain insights into building an MLOps deployment platform using Kubernetes, integrating key technologies for serving and monitoring complex deep learning models.

• YouTube
• 42 minutes
• On-Demand
• Free Video