Engineering Dashboards and Model Deployment
Turn a validated computational notebook into a standalone, usable engineering tool. Build interactive web applications, define strict input validation contracts, handle file uploads, and deploy models with clear UI.
Syllabus & Learning Objectives
Each module follows the JolokLabs methodology: physical question first, numerical method second, and reproducible error check third.
Module 1
Separating Calculation from Interface (Pure functional core and configuration schemas)
Module 2
Input Contracts and Validation (Pydantic schemas, unit checks, physical bound enforcement)
Module 3
Interactive UI with Streamlit (Sliders, file uploaders, dataframes, and dynamic charts)
Module 4
Lightweight APIs with FastAPI (REST endpoints, JSON payloads, and automated documentation)
Module 5
Automated Report Generation (Exporting publication-ready PDF and CSV calculation summaries)
Module 6
Capstone: Deployed Engineering Calculator (Public or local web app with input validation)
Why JolokLabs Courses Are Different
Physical Intuition First
Start every engineering problem with governing mechanics, units, and boundary conditions before opening code.
Reproducible Code & Data
Real datasets (e.g. NASA C-MAPSS, ArduPilot SITL) without data leakage, synthetic shortcuts, or arbitrary assumptions.
Human-Audited Verification
Master error diagnosis, residual validation, and defensible engineering reports you can explain to a committee or manager.