MLOps.community Courses

Automating Data Annotation with Large Language Models - Workshop 1

1 rating

Explore techniques for automating data annotation using Large Language Models. Learn workflows, result interpretation, validation, and integration into machine learning pipelines for efficient model finetuning.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Data Labeling Best Practices for Fine-Tuning LLMs

1 rating

Discover best practices for data labeling in LLM fine-tuning. Learn strategies for hiring, data preparation, and managing labelers to enhance AI model performance.

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

Ghostwriter - AI Writing That Learns From You

1 rating

Explore AI-powered email writing that mimics your style and content. Learn how Ghostwriter learns from your past to create personalized, relevant emails effortlessly.

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

Global Feature Store - Optimizing Locally and Scaling Globally at Delivery Hero

Explore Delivery Hero's innovative approach to MLOps, from micro feature stores to a unified Global Feature Store, optimizing local practices while scaling globally for enhanced efficiency.

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

Guardrails for LLMs: A Practical Approach

Explore practical approaches to implementing guardrails for Large Language Models, enhancing control and performance in AI applications.

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

RLHF Data Collection in Practice - Part 2

Explore practical strategies for high-quality RLHF data collection, highlighting risks and effective techniques used in full-stack products to power ML teams.

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

Bringing Structure to Unstructured Data with an AI-First System Design

Explore AI-powered data systems for unstructured content, addressing challenges and sharing key lessons for end-to-end applications in enterprise environments.

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

Incorporating LLMs in High-stake Use Cases - Best Practices and Considerations

Explore best practices for deploying LLMs in high-risk applications, covering task breakdown, context examples, model selection, fine-tuning, and rigorous evaluation.

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

Unleashing Code Completion with LLMs - Learning from Building Code Suggestions

Explore code completion with LLMs, covering model selection, infrastructure, evaluation, and cost considerations. Gain insights into building effective AI-assisted coding tools.

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

Building Recommender Systems with Large Language Models

Explore recent approaches to building recommender systems using LLMs, focusing on language understanding and generation templates for various recommendation tasks.

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

Designing Human-in-the-Loop Experiences for LLMs - Part 2

Explore techniques for integrating human feedback into LLM behavior at scale, addressing technical challenges and user experience considerations for collaborative AI learning.

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

Lessons Learned Productionising LLMs for Stripe Support

Explore lessons from implementing LLMs for Stripe's support, focusing on user question-answering and efficiency improvements in operations.

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

Challenges in Providing Large Language Models as a Service

Explore challenges in scaling LLMs as a service, including optimization, cost-effectiveness, and data privacy. Gain insights from an expert in ML inference and deployment.

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

Linguistically-Informed LLMs Perform Better

Explore how linguistics enhances LLM performance and shapes future improvements in AI language models.

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

Wardley Mapping for Prompt Engineering - Part 2

Explore Wardley Mapping for strategic prompt engineering in AI, learning to analyze value chains and target efforts effectively.

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