Circuits of Value (http://cov.al) + Unspecified (http://unspecified.life)

Blockchain and Machine Learning Collaboration

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Unspecified LLC:

Applying Machine learning and Ai towards the optimization of software delivery.

Circuits of Value:

Framework for a new internet that’s distributed, decentralized and trustless. Turning traditional crypto currency models inside out and bridging the decide between utility and revolutionary.

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Machine Learning technologies

• Python
• Gym
• Universe
• World of Bits

Blockchain technologies

• NodeJS
• Ethereum
• Test RPC
• Coval-Solidity

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Executive Summary

Using Test RPC We create a light weight ethereum emulator to deploy smart contracts into.

We next deploy the ClickButton Contract using the Coval-Solidity Deployment CLI Tool

We then start the REST server from the CLI allowing interaction with the deployed contracts.

Next (having previously set up a working gym environment we run click.py)

Click.py loads the wob.mini.ClickButton-v0 environment to begin training a model to be able to click the button requested.

Each iteration of a task records the PointerEvent's within ethereum storage for later retrieval and and historical purposes.

Click.py communicates with the contract via REST over http here: http://127.0.0.1:4333/v1/MachineLearning/ClickButton/SaveEvent/exec?args=roundId,eventId,x,y,mask

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How to run locally

• Install Ethereum testrpc in one terminal npm install -g ethereumjs-testrpc
• Run testrpc (terminal 1) testrpc

• Install Coval Solidity npm install
• Deploy scenario "MachineLearning" (terminal 2) npm start

- Launch REST server from tools menu after deploying contract - Alternatively run from terminal `npm run web`

• Install gym and universe pip install gym universe

• Launch click.py (terminal 3) python click.py

How to run within Docker