mark brayan - appen.com · automated resume screening accelerates onboarding annotation automation...
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Mark Brayan
CEO
Wilson Pang
CTO
Ryan Kolln
VP Corporate
Development
Meeta Dash
VP Product
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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
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Collect
data for
training
Train
model
Label data
for trainingAI model
Real world data
Prediction Evaluate
output
Model building
Model optimisation and refresh
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• Relevance
• Language
• Image
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“AZ” ,
“Phoenix” ,
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“AZ” ,
“Phoenix” ,
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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.
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Vendor 1 Vendor 2 Vendor 3 Vendor 4 Vendor 5
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Utilise AI to automate and
increase crowd productivity
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❖ 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
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❖ 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
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❖ 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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