Tutorials

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 Architectural Overview

H1st comprises a Workbench and an API framework.

H1st Graph

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.

H1st Rule-Based Model

Rule-based model is an example of usingour human knowledge to solve a problem.

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.