MLOps.community Courses

Graduating from Proprietary to Open Source Models in Production

Explore the transition to open source ML models for production, focusing on security, performance, and scalability. Learn how AI companies leverage these models for core workloads.

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

Building a Python-Centric Feature Platform to Power Production AI Applications

Explore Tecton's journey in developing a Python-based platform for powering large-scale real-time AI applications. Learn about reliable solutions for productionizing AI using only Python skills.

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

The State of Production Machine Learning in 2024

Explore the challenges and best practices for deploying robust, scalable ML systems in production. Learn about key focus areas, recommended tools, and ecosystem insights for effective MLOps at scale.

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

From Research to Production: Fine-Tuning and Aligning LLMs

Learn essential steps for transitioning LLMs to production, focusing on fine-tuning and alignment strategies. Explore Supervised Fine-Tuning, RLHF, and DPO for effective LLM alignment with production goals.

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

Charting LLMOps Odyssey - Navigating Large Language Model Operations

Navigate the iterative development of LLM applications, addressing unique challenges in LLMOps design. Learn strategies for overcoming obstacles and adapting to the evolving landscape of large language model operations.

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

What Business Stakeholders Want to See from ML Teams

Explore ML team expectations from business stakeholders, AI in software development, and successful entrepreneurship strategies with insights from tech industry expert Peter Guagenti.

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

Designing ML Infrastructure for ML and LLM Use Cases

Explore best practices for building scalable ML infrastructure tailored to ML and LLM use cases. Gain insights on reusable architectures, maturity metrics, and navigating challenges in MLOps implementation.

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

Building the Next Generation of Reliable AI - Lessons and Predictions

Explore insights on developing reliable AI tools, learn from real-world experiences, and gain predictions on future AI tooling trends. Discover effective techniques and emerging breakthroughs in open-source AI development.

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

Anatomy of a Software 3.0 Company - AI in Production Keynote

Explore the design space of AI-native applications and learn Conviction's framework for assessing value, defensibility, and strategy in Software 3.0 companies.

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

The Art and Science of Training Large Language Models

Explore challenges and strategies in training large language models with insights from MosaicML experts. Gain practical knowledge on model optimization, data complexities, and efficient AI development.

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

Security and Privacy in AI Production - Panel Discussion

Explore AI security risks, privacy engineering, and ethical implications with industry experts. Gain insights on balancing utility and privacy in the evolving AI landscape.

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

A Decade of AI Safety and Trust - Challenges and Solutions

Explore a decade of AI safety and trust, covering robustness, transparency, and regulation. Gain insights on building trustworthy AI systems and navigating emerging standards in the field.

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

The Real End-to-End RAG Stack - Lecture 217

Explore the intricacies of operational LLM + Search stacks, RAG applications, and maintaining response quality. Gain insights into document pruning, deduplication, and production-grade inference solutions for language models.

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

Managing Data for Effective GenAI Application - MLOps Podcast #216

Explore data management strategies for effective GenAI application with QuantumBlack AI experts. Learn about challenges, solutions, and best practices for scaling impact and improving data quality in organizations.

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

Becoming an AI Evangelist - From AI Models to Startup Founder

Explore Alex Volkov's journey from AI enthusiast to evangelist, covering startup founding, podcasting, and his role at Weights & Biases. Gain insights into AI innovation and practical applications.

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