ENDS SATURDAY • Get 50%
Off annual Pro membershipDesign better digital products for creative problem solving.
Build real-world AI systems from neural networks to deployment. Master Python, TensorFlow and MLOps through hands-on projects designed.
Event information
Great products come from teams that can frame the right problem before jumping to solutions. In this hands-on workshop you'll work in small groups through a complete creative problem-solving cycle: mapping user pain points, reframing challenges, sketching divergent options and pressure-testing ideas with rapid prototypes.
You'll leave with a repeatable toolkit — worksheets, templates and facilitation techniques — that you can bring back to your team on Monday. Coffee, snacks and all materials are included.
Skills you'll gain
- Build and train neural networks from scratch in Python.
- Master TensorFlow, PyTorch and scikit-learn workflows.
- Fine-tune large language models and generative AI
- Build a career-ready portfolio of 8 deployed projects.
- Deploy machine learning models to production with MLOps
- Work with real datasets: cleaning, features and pipelines
- Evaluate models with the right metrics and validation
- Understand the math behind gradient descent and backprop
Event agenda
10:00am Foundations of Machine Learning
We kick off with problem-framing exercises: mapping user pain points, separating symptoms from causes, and writing sharp "How might we" statements your group will build on all morning.
10:45am Divergent thinking sprints
We kick off with problem-framing exercises: mapping user pain points, separating symptoms from causes, and writing sharp "How might we" statements your group will build on all morning.
11:15am Rapid prototyping & testing
We kick off with problem-framing exercises: mapping user pain points, separating symptoms from causes, and writing sharp "How might we" statements your group will build on all morning.
11:45am Showcase & next steps
We kick off with problem-framing exercises: mapping user pain points, separating symptoms from causes, and writing sharp "How might we" statements your group will build on all morning.
Speakers & facilitators
