Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation...

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Transcript of Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation...

Page 1: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface
Page 2: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

Page 3: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

Mark Brayan

CEO

Wilson Pang

CTO

Ryan Kolln

VP Corporate

Development

Meeta Dash

VP Product

Page 4: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

Speech-to-text AI: converts the raw

audio file into text

Natural Language Understanding (NLU):

turns words into an actionable instructions

Computer Vision: Label image attributes to

make them searchable beyond product name

Product recommendations: Provide a set of

alternative product options for the customers

Search Relevance: Return the optimal

response for the relevant search query

Page 5: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

Collect

data for

training

Train

model

Label data

for trainingAI model

Real world data

Prediction Evaluate

output

Model building

Model optimisation and refresh

Page 6: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

• Relevance

• Language

• Image

Page 7: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

“AZ” ,

“Phoenix” ,

Page 8: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

“AZ” ,

“Phoenix” ,

Page 9: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface
Page 10: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface
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Source: Sun, C. et al., Revisiting Unreasonable Effectiveness of Data in Deep Learning Era, https://arxiv.org/abs/1707.02968, Aug. 2017.

Page 12: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

Page 13: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface
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Vendor 1 Vendor 2 Vendor 3 Vendor 4 Vendor 5

Page 15: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface
Page 16: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface
Page 17: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface
Page 18: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface
Page 19: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface
Page 20: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface
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Page 22: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

Utilise AI to automate and

increase crowd productivity

Page 23: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

Page 24: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

Page 25: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

Page 26: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface
Page 27: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

❖ Customisable platform to support annotation tasks

across a wide variety of data types

❖ Labelling automation improves speed and quality

data annotation

❖ Workflows simplifies complex multi-step annotation

tasks

❖ Integration with customers real-time data pipelines

❖ Greater security of customers’ data

Broader product set enables us to capture a wider share of the market

Greater integration with our customers’ operations drives loyalty

Improved unit economics accelerates scalability

Benefits to the business

Page 28: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

❖ Predictive matching of crowd workers to tasks

improves worker experience and output

❖ Automated resume screening accelerates

onboarding

❖ Annotation automation reduces repetition, creating

a more rewarding crowd experience

❖ Improved user-interface of annotation tools reduces

friction in the labelling process

Accelerated onboarding improves our ability to fulfill project demands

More tenured crowd workers ramp faster and reduce rework, resulting in better margins

A large, diverse and engaged crowd enables us to serve more high-volume annotation requirements

Benefits to the business

Page 29: Mark Brayan - appen.com · Automated resume screening accelerates onboarding Annotation automation reduces repetition, creating a more rewarding crowd experience Improved user-interface

❖ Automated quality management through AI

validation

❖ Faster and more flexible project setup (for managed

service customers using our platform)

❖ Significant increases in the speed and volume of

applicant processing

Internal workforce productivity lowers project overhead costs

Improved quality delivers better customer outcomes and results in more loyal customers

Benefits to the business

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