MLOps.community Courses

The Truth About AI Agents - Current Limitations and Future Potential

Explore the potential and limitations of AI agents, focusing on reliability, performance, and safety. Learn about current challenges and future developments in this emerging field.

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

Amplifying Impact with Generative AI: Insights from 10,000 Colleagues - Talk 4

Explore how Prosus AI leverages generative AI across 80+ tech companies, enhancing work impact. Gain insights from 10,000 daily AI users in a global portfolio of 800+ AI experts.

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

Exploring the Latency, Throughput, and Cost Space for LLM Inference

Explore LLM inference stacks, optimizing model selection, hardware, and code for cost-effective performance. Gain insights on open-source models and future developments in AI serving technology.

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

Translating Business Goals into Product Decisions

Explore data operations and automation in finance with Richa Sachdev. Learn to translate business goals into product decisions, optimize user experience, and leverage MLOps strategies for success.

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

Finetuning Open-Source LLMs - Strategies and Custom LLM Creation

Explore LLM finetuning strategies, including low-rank adaptation, and learn to create custom LLMs using open-source software. Gain insights into various LLM applications and techniques.

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

Evaluating LLM Applications - Insights from Shahul Es

Explore LLM application evaluation with Shahul Es. Learn about debugging, benchmarks, custom data distributions, and fine-tuning to enhance model performance in this insightful discussion.

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

Collaboration and Strategy in Data Science and AI - MLOps Podcast

Explore collaboration, strategy, and data monetization in AI. Learn to become a multiplier, leverage effective strategies, and maximize data potential in the generative AI era.

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

From Virtualization to AI Integration - MLOps Coffee Sessions

Explore AI integration challenges for businesses, from virtualization to modern ML systems. Gain insights on bridging gaps in AI implementation and investment strategies.

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

FrugalGPT: Better Quality and Lower Cost for LLM Applications

Explore strategies to reduce LLM inference costs while improving accuracy. Learn about prompt adaptation, LLM approximation, and LLM cascade techniques for efficient and sustainable AI applications.

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

LLMs vs LMs in Production - Key Differences in Using 100M vs 100B Parameter Models

Explore key differences between using 100M vs 100B parameter models in production, covering MLOps processes, prompt testing, automated training, and real-time inference for conversational AI.

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

Building RedPajama - Open-Source LLM Development

Explore open-source LLM development with RedPajama. Learn key aspects of creating broad datasets, strong base models, aligned instruction sets, moderation systems, and cost-effective infrastructure.

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

LLM-based Feature Extraction for Operational Optimization

Explore LLM-based feature extraction for operational optimization in AI applications. Learn how to leverage GPT-3.5 for efficient content understanding and improved accuracy in product development.

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

Taming AI Product Development Through Test-driven Prompt Engineering

Explore test-driven development's crucial role in prompt engineering for AI systems. Learn to create reliable, predictable AI products through effective TDD practices.

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

Enabling Defense Missions with Local LLMs - Part 2

Explore LeapfrogAI, an open-source toolkit for deploying and managing LLMs in sensitive, regulated environments, addressing challenges in defense missions and air-gapped systems.

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

Using LLMs to Power Consumer Search at Scale

Explore how Perplexity AI leverages LLMs for accurate question-answering, and learn about the challenges in building large language models for consumer search applications.

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