
The Reality of Model Deployment
Most companies are struggling with the basics — reliable inference, consistent responses, and costs that don't spiral out of control. We cover the unglamorous but essential aspects that determine success.
Learn from industry practitioners who've built real AI systems. Our September 2025 program combines hands-on experience with deep technical understanding.
Explore Program DetailsMost AI courses teach theory. We teach what actually works in production environments. Our curriculum comes from teams who've deployed LLMs at scale, faced real debugging sessions at 2 AM, and learned what enterprise clients actually need.
You'll work with the same tools and constraints we use every day — limited compute budgets, messy data, and stakeholders who need results they can understand.
Every person brings different experience to this field. We've designed flexible paths that meet you where you are — whether you're coming from software engineering, data science, or traditional machine learning.
The hardest part isn't training the model — it's everything that comes after. Getting reliable results in production taught me more than any research paper ever could.
I've seen too many brilliant models fail because nobody thought about how they'd integrate with existing systems. We focus on building things that actually work.
Our instructors aren't just researchers — they're the people who get called when production systems break. They've navigated the gap between what's possible in theory and what's practical with real budgets, deadlines, and stakeholder expectations.
Each week includes office hours where you can discuss your specific challenges, whether that's debugging a training run or figuring out how to explain your model's decisions to a non-technical team.
Meet the full teaching team →Most companies are struggling with the basics — reliable inference, consistent responses, and costs that don't spiral out of control. We cover the unglamorous but essential aspects that determine success.
While everyone talks about AGI, actual businesses need solutions for document processing, customer support, and data analysis. Learn to build systems that solve real problems profitably.
Applications open May 2025. We're looking for people with technical backgrounds who want to build practical AI solutions — not just understand the theory.
12 weeks intensive
Evening sessions + weekend labs
Limited to 24 participants
Programming experience required