Quick Start Guides
Why H1st AI?
H1st AI is the solution to real-world problems we ran into in our hundreds of person-years of experience—building and deploying industrial- and enterprise-AI systems at Arimo-Panasonic.
H1st Graph is an execution flow chart that allows the incorporation of ML as well as human expert models.
H1st ML Model
The H1st Model is one of the core concepts of H1st, and it is central to the way H1st works.
Understand Human-first, a deep dive
1. AutoCyber: A Cold Start Problem
Vehicles are becoming computer-on-wheels, facing higher risk of being compromised.
2. Monolithic Models Are Bad
Given the abundance of normal driving data, the problem naturally leads to an anomaly detection (AD) formulation.
3. Encoding Human Insights
The H1ST.AI approach to this problem begins by thinking about the end-users of the decision system, and their uses cases.
4. Summary & Further Resources
H1ST.AI framework further provides productivity tools for a team of Data Scientists and domain experts to collaborate on such complex software projects. Especially, we’ve seen our own productivity vastly when moving from a spaghetti code jungle of ML to a more principled H1ST project structure and make use of H1ST Model API & repository as well as Graph.