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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

ignite icon ignite

High-level library to help with training neural networks in PyTorch

im-rs icon im-rs

Assorted immutable collection datatypes for Rust

influxdb icon influxdb

Scalable datastore for metrics, events, and real-time analytics

interprocess icon interprocess

Multifunctional cross-platform interprocess communication toolkit for Rust.

io icon io

Dataset, streaming, and file system extensions maintained by TensorFlow SIG-IO

ios-auth-scaffold icon ios-auth-scaffold

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

ipython icon ipython

Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.

itoa icon itoa

Fast functions for printing integer primitives to an io::Write

jax icon jax

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

js-git icon js-git

A JavaScript implementation of Git.

jsonschema icon jsonschema

An(other) implementation of JSON Schema for Python

kann icon kann

A lightweight C library for artificial neural networks

kblocks icon kblocks

tf.keras blocks for fast prototyping of supervised training

keeweb icon keeweb

Free cross-platform password manager compatible with KeePass

keras-cv icon keras-cv

Industry-strength Computer Vision workflows with Keras

keras-io icon keras-io

Keras documentation, hosted live at keras.io

keras-nlp icon keras-nlp

Industry-strength Natural Language Processing workflows with Keras

latex3 icon latex3

The LaTeX3 Development Repository

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