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Page 1: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

From Data To AI Applications

Powered By DT42

1

Page 2: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

● MS in Institute of Genome Sciences, National Yang-Ming University

● Research assistant in National Taiwan University & Academia Sinica

● Bioinformatics scientist & division chief in Yourgene Bioscience

● Founders & data analyst in DT42鐘婉嘉Sherry

Who am I

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Page 3: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential. 3

DT42 Company Profile

CONFIDENTIAL INTERNAL USE ONLY

● Since 2016, incorporated in Taiwan

● Number of employees : 11

● Product: Epeuva

Platform for creating AI applications

AI & deep learning algorithm development

● Website: http://www.dt42.io/

● Medium: https://medium.com/@dt42

Engineering

AI Research

Business & Market

Machine Learning

Computer Vision

3

Page 4: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

The Gap

Experts With Domain Knowledge

Experts With AI Technology

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Page 5: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential. 5

Page 6: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

Experts With Domain Knowledge

Experts With AI Technology

Epeuva Bridges The Gap

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Page 7: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

Typical Process of Applying AI Applications

Collect Data Data Pre-processing Training Model Validation & Benchmark

PredictionNew Data Deployed Model

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Page 8: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

Typical Process of Applying AI Applications

Collect Data Data Pre-processing Training Model Validation & Benchmark

PredictionNew Data Deployed Model

You May Spend Months Learning Machine Learning, TensorFlow and Statistics To

Create Deep Learning Applications

But, Should You?

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Page 9: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

Collect Data Data Pre-processing Training Model Validation & Benchmark

Decision Making

New DataDeployment

Epeuva - Ease the process to build your AI Applications

9

Page 10: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

Epeuva Bridges The Gap

Step 1. Identify Problem

Step 4. Deploy

Step 3. Training

Step 2. Collect Data

Experts With Domain Knowledge

Experts With AI Technology

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Page 11: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

Tech behind Epeuva - Auto-labeling

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Page 12: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

Tech behind Epeuva - Auto-labeling

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Page 13: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

image Nimage N-100 image N+100

image N-95 image N+105 ... ...

image N-105 image N+95 ... ...image N-5

image N+5

... ...

With Auto-labeling engine, the required amount of manual labeled data can be decreased to 1/10.

Tech behind Epeuva - Auto-labeling

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Page 14: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

Better Privacy

Epeuva – Deliver easy-to-use AI Experience to customers

Easy-to-useInterface

Cost Efficient

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Page 15: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

Traffic Sign DetectionIntruder detection

Traffic Sign DetectionIntruder detection

Data

Decision

?

Edge Devices

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Page 16: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

Traffic Sign DetectionIntruder detection

Traffic Sign DetectionIntruder detection

Data Edge Devices

Quality Inspection

OK

NG

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Page 17: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

Traffic Sign DetectionIntruder detection

Traffic Sign DetectionIntruder detection

Data Edge Devices

Diagnose support

Normal

Disease

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Page 18: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

* Cooperate with NCHU, TESRI & Directorate General of Highways

Wildlife Roadkill Prevention on Provincial Road

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Page 19: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

Use case: AI To Protect Endangered Animals

Step 4:Deploy System to Provincial Road

Step 1:Collect Data of

Specific Animals

Step 3:Animals Detection

Engine

Step 2:Train AI Model

on Epeuva

+

Page 20: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

Train a DL model on Epeuva

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Page 21: Powered By DT42 From Data To AI Applications...Typical Process of Applying AI Applications Collect Data Data Pre-processing Training Model Validation & Benchmark New Data Deployed

© 2018 DT42. All rights reserved. DT42 Confidential.

AI generator for everyone

Powered By [email protected]

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