A breakthrough automatic model generation technologyfor

time series data.

Sep 19, 2019ZeroFriction - Launch Event 1

Market Trends

Sep 19, 2019ZeroFriction - Launch Event 2

Rising need for District Heating

Digital Transformation – Large Monolith…or AGILE Solution ?

Metering and billing platform, focused on heat market

Easy accessible Machine Learning – predictive and prescriptive analytics

Data Flood – Machine Learning

Sep 19, 2019ZeroFriction - Launch Event 3

More and more data is generated• Is it information ?• Can we make business decision out of it?• Does is predict the future?

Get more value our data• Develop data into information• Create Foresight• Develop information models

Problem

• Building Predictive Models for Time Series data is hard.

• Relies on data scientists and/or AUTOML brute force computing – both are time-consuming, expensive and complex.

• Usage limited to a small part of the market.

Sep 19, 2019ZeroFriction - Launch Event 4

Handcrafted Models AutoML

Data

Pre

pM

odel

Bui

ldin

gDe

ploy

men

tEx

ecut

ion

Data gathering / cleaning

Feature Engineering

Model Building

Model Tuning

Back Testing

Model Selection

API Generation

Forecasting Anomaly Detection

Data gathering / cleaning

Feature Engineering

Model Building

Model Tuning

Back Testing

Model Selection

API Generation

Forecasting Anomaly Detection

Engi

neer

ing

Supp

ort

API per model

How it is done today

What we do, extremely fast – accurate – easy to deploy.

Featuring Engineering

Model building

Model deployment

Sep 19, 2019ZeroFriction - Launch Event 5

TIM - InstantML - RTInstantML

Time Series Data

Forecasting

Anomalies Detection

TIMtm

The end-to-end forecast is delivered in seconds

Solution

Sep 19, 2019ZeroFriction - Launch Event 6

Transparency

Automation

Accuracy

High volumes

Speed

InstantML RTInstantML

Data

Pre

pM

odel

Bui

ldin

gDe

ploy

men

tEx

ecut

ion

Data gathering / cleaning

Model Use:-• Forecasting • Anomaly Detection

Data gathering / cleaning

Dealing with real life data availability

One API

How Tangent Works does it

Create model automaticallyLimit the engineering time required by data scientist

Accuracy excellence (MAPE, MAE, RMSE)

Build model / forecast in seconds rather than days or weeks

Deal with high volumes datasets

Explainable AI - Give insight in the model and its correlations

Typi

cally

in 1

0 se

cond

s

Unlike AutoML solutions, one API handles all the models, allowing seamless deployment

• Rebuild models on the fly• Can run on a Raspberry Pi• Taking ML to the edge

One-Step Model creation:

• Feature engineering• Model building• Model training

One-Step Model creation:

• Feature engineering• Model building• Model training

Zero friction and Tangent Works

Sep 19, 2019ZeroFriction - Launch Event 7

Machine LearningModels

Forecasting

Anomaly Detection

Demo

Forecasting

Anomaly Detection

Sep 19, 2019ZeroFriction - Launch Event 8

Wrapup

• Zerofriction an agile way to supported customer care and billing

• Tangent Works embedded or next to Zerofriction offering Machine Learning Digital transformation to business users.

Sep 19, 2019 9ZeroFriction - Launch Event