LA2-120
Sessions in LA2-120
Machine Learning with Time-Series Data: From Notebook to Production
Follow a real project, classifying datacenter network traffic into operational zones, from labeling raw data through time-series feature engineering to a deployed pipeline.
https://youtu.be/W0q7FSEVsz8Domain Modeling in the Age of AI: Why the Semantic Layer Is the New Bottleneck
The hardest part of scaling a data platform is not infrastructure, it is getting teams to agree on what a customer is. How domain modeling, not tooling, moved the needle at Zillow.
Improvising Analytics Delivery: One UPC, Three Problems
Following a single product code through collection, mapping, and a retail sales data feed to show that analytics delivery is fundamentally a triage and sequencing problem.
https://youtu.be/W0q7FSEVsz8Beyond Chatbots: Agentic Systems as Cybernetic Control Loops
Agents that matter in the real world need ontology, operations research, and data systems that preserve ground truth. A practical architecture, using advanced manufacturing as the test.
https://youtu.be/D16FXR3JmyQWeak-to-Strong Generalization for Better Retrieval and Reranking
Teams train models on weak, noisy signals every day and accidentally teach them to copy mistakes. A confidence-aware approach that lets a strong reranker disagree when it knows better.
https://youtu.be/AHgW0iygJyk