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I write open-source developer tools to speedup engineering of scalable software. Foci on: cross-platform, multi-ML, multicloud, and compilers to translate across codebases.

SamuelMarks

Deploy at any scale

From one [e.g., embedded] device to 10,000 servers:

Purpose Repo
Provision nodes specified in JSON, across 50+ clouds offstrategy
SSH into node provisioned by offstrategy|offset offshell
Deprovision node provisioned by offstrategy|offset from cloud providers offswitch
Bring Your Own Node (BYON) [so can use ↕] offset
Deploy any of 50 "offregister-" prefixed softwares—including clustered databases—to nodes provisioned by offstrategy|offset offregister

Competitive advantage

  • Support for more cloud vendors;
  • Uses normal Python packages deployable to PyPi, as opposed to Puppet/Chef/Ansible with their custom systems;
  • [WiP] Deploy to any operating system (cross-platform: SunOS, Windows, Linux, macOS, OpenBSD);
  • [WiP] Experiment with different versions of each package, including clustered variants.

Multicloud

From one cloud vendor to many:

  • [old] See aforementioned Apache Libcloud and Fabric utilising Python repos;
  • [new] C89 google-cloud-c library (soon: auto-generate entire library, and other vendors);
  • [planned] autogenerate vendors other than Google Cloud.

Competitive advantage

  • [C89] Can be called from most any programming language and runs in all environments;
  • [planned] Build specific abstractions for multicloud, like: container-as-a-Service; ML-as-a-Service; Storage-as-a-Service; &etc.

Multi-ML

From one machine-learning framework to many:

Google Other vendors
tensorflow pytorch
keras skorch
flax sklearn
trax xgboost
jax cntk

Competitive advantage

  • Keep up-to-date with latest innovations without porting to favourite framework;
  • Experiment with every model on all major Python ML frameworks.

Native development, cross-platform, without tradeoffs

Compilers to automatically translate—within and—between:

Language Compiler
Python cdd-python
C cdd-c
Java (Android) cdd-java
Kotlin (Android) cdd-kotlin
Swift (iOS) cdd-swift
TypeScript (Angular) cdd-ts-ng
Rust cdd-rust

Competitive advantage

  • [intra-language] Automatically synchronise tests (& mocks), docs, types & interfaces;
  • [exolanguage] Translate changes across language boundaries;
  • Develop multi-language applications—e.g., Android, iOS, web, backend—as fast as single-language applications (compare with: Django or Ruby on Rails) and at a higher quality thanks to increased consistency, test coverage and doc coverage.

Samuel Marks's Projects

abstruse icon abstruse

Continuous Integration platform built with Node.js and Docker.

acts icon acts

`acts` is a fast, tiny, extensiable workflow engine

addons icon addons

Useful extra functionality for TensorFlow 2.0 maintained by SIG-addons

agents icon agents

TF-Agents is a library for Reinforcement Learning in TensorFlow

amexio.github.io icon amexio.github.io

Amexio is a rich set of Angular 7 (160+) components powered by HTML5 & CSS3 for Responsive Design and with 80+ Material Design Themes, UI Components, Charts, Gauges, Data Point Widgets, Dashboards. Amexio is completely Open Sourced and Free. It's based on Apache 2 License. You can use it in your production grade work today at no cost or no obligation.

android-auth-scaffold icon android-auth-scaffold

Android auth scaffold; works like ng-material-scaffold with restify-orm-scaffold as backend

arrow icon arrow

Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing

attrs icon attrs

Python Classes Without Boilerplate

audio icon audio

Data manipulation and transformation for audio signal processing, powered by PyTorch

azure-sdk-for-c icon azure-sdk-for-c

This repository is for active development of the Azure SDK for Embedded C. For consumers of the SDK we recommend visiting our versioned developer docs at https://azure.github.io/azure-sdk-for-c.

bc icon bc

An implementation of the POSIX bc calculator with GNU extensions and dc, moved away from GitHub. Finished, but well-maintained.

bc-portable icon bc-portable

bc made portable. Taken from the Heirloom-ng project (which was originally from SunOS).

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