MLOps World: Machine Learning in Production Courses

Hyper-Scaling Real-Time Personalization with Privacy via On-Device Computing

Explore on-device computing for real-time personalization, balancing privacy, latency, and scale while reducing cloud reliance and enhancing ML capabilities.

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

Building Your LLM Factory

Discover strategies for integrating LLMs into enterprise infrastructure, overcoming challenges, and leveraging cloud computing for AI applications.

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

Your AI Applications Need Guardrails: How to Build Them

Learn to build robust guardrails for AI applications, ensuring consistent and accurate outputs from Large Language Models in production environments.

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

Data and Machine Learning at League of Legends

Explore unique data challenges in video games, focusing on model deployment and evolving ML stacks in League of Legends since 2009.

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

GenAI: Lessons Learned from Failed Implementations

Explore real-world examples of failed GenAI implementations in large US enterprises, uncovering key lessons and unique challenges beyond common concerns.

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

How Many Labelled Examples Do You Need for a BERT-sized Model to Beat GPT4 on Predictive Tasks?

Explore the effectiveness of in-context learning vs. labelled data for predictive tasks, comparing BERT-sized models to GPT-4 in text categorization and entity recognition.

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

Supercharging Search with Language Models (LLMs)

Explore how Instacart revolutionized search using Language Models, enhancing user experience with personalized recommendations and improved results.

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

Train and Deploy Models Lightning Fast

Accelerate AI innovation by mastering techniques for rapid model training and deployment, addressing scalability and security challenges in complex AI applications.

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

From Analytics to AI: How Generative AI Can Unlock Data Insights and Transform Decision-Making

Explore the transition from traditional reporting to AI-enabled teams and learn a framework for leveraging AI to drive business impact.

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

The Coming Nuclear Winter for AI Chip Companies

Explore the future of AI chip companies and their potential challenges in a rapidly evolving technological landscape.

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

Data Versioning in Generative AI: A Pathway to Cost-Effective ML

Explore data versioning strategies for Generative AI, focusing on managing large-scale unstructured data and optimizing resource usage in model scoring and API interactions.

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

Introduction to LangChain and Retrieval Augmented Generation (RAG)

Explore LangChain's core concepts and build LLM-based applications using Retrieval Augmented Generation for document-based question answering.

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

Quick Deploy Model Serving in Ranking Systems

Discover how to streamline model deployment in ranking systems using ElasticSearch plugins and MLeap bundles for efficient, error-free updates and seamless integration with existing infrastructure.

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

Scaling AI in Production with PyTorch

Learn to scale AI in production using PyTorch, covering resilient distributed platforms, TorchServe, and strategic partner initiatives for a robust ecosystem.

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

Developing a Data-Centric NLP Machine Learning Pipeline for Text Classification

Explore the development of a text classification pipeline using BERT, focusing on creating a robust training dataset and taxonomy for improved ML results in a real-time system.

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