Building your

Artificial Intelligence

Solutions

aiso-lab

aiso-lab

aiso-lab

AI is changing the game…

signif.ai

Why now ?

Number of combinations bigger thanatoms in universe

Alphago trained 10000 games againstplayers

Training of 1 Million games against

Experts thought this would be possiblein about 10 years

Google AlphaGo

signif.ai

Brief

History

HistoryNeural nets are taking over areas of traditional programming

1956

Persecptron

1969

1974

1995

1998

2006

2012

2012

Persecprtoncriticized

Backpropogation

Akward sllence (Al winter)

SVM reigns

Convolution neural networks for handwritten recognition

Restricted Boltzmann machine

Google brain project on 16k cores

AlexNet wins Imagenet

Imagenet: Computer Vision Worldcup

16,4

11,7

7,36,7

3,573,08

0

2

4

6

8

10

12

14

16

18

2012 (AlexNet) 2013 (ZF) 2014 (VGG) 2014 (GoogleLeNet) 2015 (Google ResNet) Today (Google LeNet -v4)

Imagenet: Even better than humans

ImageNet Classification Error (Top 5)

Human Performance

Machine

Learning

... by providing Full Stack solutions ...

Artificial Intelligence

Machine Learning

Neural networks

Deep Learning

Data

Computer

Program

Result

Traditional Programming

Data

Computer

Result

Program

What makes the difference

Machine Learning

signif.ai

The Brain

10**12 neurons10**14 synapsesCycle time 10**-3 seconds

10**8 transistores per CPUHundreds of CPUs10**12 bits of RAMCyle times: 10**-9 seconds

Current Computer

One Neuron

... And it‘s technical representation...

Input

Parameters

x1

x2

x3

xn

∑ out(t) Result

Compare Results

with real

classificationAdjust Weights

2X+7y=4X

Y

4

2X+7y>4

2X+7y < 4

Neuron

Non Linear Regions

X5

- 8

1y-3

7

2

- 6

7

5

Neural Networks

Simple Example

Mnist Dataset

Use Cases

Convolutional Neural Networks

http://people.idsia.ch/~ciresan/data/isbi2014.pdf

Vision

Recurrent Neural Networks and LSTM

Text Processing

NLP – Syntax Parsing

NLP – Chatbot

Reinforcement Learning

Atari

Robotics

Autonomous Driving

AI Projects

7 Learnings

VS

1. Demystify and educate

2. Data is key

2. Data is key

3. It is a Black Box

4. There is no guarantee for success

5. It is not binary

6. Not invented here

7. Who owns the IP

Successful AI-Projects

Orientation Workshop Prototype Deployment Training

•Give Introduction to Artificial Intelligence•Discuss Business Potential•Cover History, Concepts and Use Cases

•Develop customer specific business ideas•Discuss use cases with experts•Evaluate data and designs

•Build reliable application•Integrate into existing infrastructures•Test solution end to end

•Develop customized content and structure•Conduct Hands- on Training•Handover to maintenance team

•Design and train Neural Networks•Test alternative solutions •Evaluate results and business impact

Examples

Automated Document Processing

IaaS

Kategory 1

Scan Classification

Kategory N

Backend

Kategory 2 Backend

Backend

EntityExtraction

EntityExtraction

EntityExtraction

aiso-lab

AI-CAM

aiso-lab

AI-CAM

Quality Control & Monitoring of products

Raypack.AI.Understand

We filter out areas that are invisible to the human eye in realtime. The following video shows a forensic A. I. image filter method to betteridentify an unknown flying object

Forensic A.I. Image Filtering

Raypack.AI.Recognize

We use the world’s most accurate face alignment network, capable ofdetecting points in both 2D and 3D coordinates.

3D Face Detection in 2D Images

Raypack.AI.Identify

Detecting multiple objects in real time is one of our A. I.

products. We train and execute the fastest object recognition.

Object Identifications

Raypack.AI.Analyze

Raypack A.I. Video Analyzer allows to tag videoframes automaticlythrough A.I. Retraining is also possible to identify custom objects.

A.I. Video Analyzer

Let‘s start building your

AI success story

When it comes to innovation, an ounce of execution is worth more than a ton of

theory

Phill McKinney

innovation@aiso-lab.com

Contact us at

aiso-lab

..and we will see AI based applications in all

areas....

Image Recognition

• Face Recognition• Object Detection and

Classification• Human Emotion

Analysis• Surveillance Systems

Image Processing

• Translation• Text to Speech• Speech to Text• Document classification• Contract Analysis

Natural Language Processing

• Anomaly Detection• Predictive Maintenance• Automated Warehousing• Supply Chain

Management• Autonomous Driving

Machine Data / IoT

• Financial Data: AlgoTrading

• Healthcare Data: Disease detection / prevention

• Cyber security• Logistics

Other