kingjbbrooks

Deploying a Deep Learning Image Classification Model with NodeJS, Python, and Fastai

TL|DR: Use this to easily deploy a FastAI Python model using NodeJS.

You've processed your data and trained your model and now it's time to move it to the cloud.

If you've used a Python-based framework like fastai to build your model, there are several excellent solutions for deployment like Django or Starlette. But many web devs prefer to work in NodeJS, especially if your model is only part of a broader application.

My friend Navjot pointed out that NodeJS and Python could run together if we could send remote procedure calls from NodeJS to Python.

How to Build a Successful Information Security Career (Daniel Miessler)
- https://danielmiessler.com/blog/build-successful-infosec-career/#gs.DtVCbbw
The First Steps to a Career in Information Security (Errata Security - Marisa Fagan)
- http://blog.erratasec.com/2010/04/first-steps-to-career-in-information.html#.WFrbofkrIuU
Hiring your first Security Professional (Peerlyst - Dawid Balut)
- https://www.peerlyst.com/posts/hiring-your-first-security-professional-dawid-balut
How to Start a Career in Cyber security
- https://www.concise-courses.com/security/how-to-start-your-career/
How to Get Into Information Security (ISC^2)
https://www.isc2.org/how-to-get-into-information-security.aspx

	My project was to allow users of the Godot game engine to create multiplayer games by connecting players via WebRTC using Godot's existing multiplayer APIs.

	Godot's core can be extended by adding modules - essentially plugins that are compiled with the engine. I created a WebRTC module that can be found here:
	https://github.com/BrandonMakin/godot/tree/webrtc_static_final/modules/webrtc

	That folder - modules/webrtc/ - represents my work for Google Summer of Code. SConstruct, config.py, are to help the build system compile and were created by my mentor Fabio Alessandrelli. register_types.h and register_types.cpp are there to expose the WebRTCPeer and NetworkedMultiplayerWebRTC classes to Godot's internal scripting and were created by Fabio Alessandrelli and modified by me, Brandon Makin. The rest of the code uses WebRTC's PeerConnectionInterface to implement Godot's multiplayer API. webrtc_peer.h and webrtc_peer.cpp create the WebRTCPeer class, a class that uses Godot's lower-level PacketPeer API.

	/*
	* Chemical equation balancer
	*
	* Copyright (c) 2014 Project Nayuki
	* All rights reserved. Contact Nayuki for licensing.
	* http://www.nayuki.io/page/chemical-equation-balancer-javascript
	*/

	"use strict";