Fraud: The Needle in a Haystack Problem
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At Onfido, they apply computer vision and machine learning techniques to the detection of physical and digital fraud in identity documents.
When it comes to fraud detection, they’re often dealing with a problem for which they have hugely unbalanced datasets. Moreover, they only understand what they've seen before; if they notice something different, how do they know if it’s really fraudulent, and how confident can they be with that decision?
Join Jacques for this lightning talk as he explores the problem of fraud detection, highlight some of the biggest challenges that they face in this area and cover some of Onfido's efforts to circumvent these challenges, touching on topics of anomaly detection and data generation.
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Fraud: The Needle in a Haystack Problem
Please log in to watch this conference skillscast.
At Onfido, they apply computer vision and machine learning techniques to the detection of physical and digital fraud in identity documents.
When it comes to fraud detection, they’re often dealing with a problem for which they have hugely unbalanced datasets. Moreover, they only understand what they've seen before; if they notice something different, how do they know if it’s really fraudulent, and how confident can they be with that decision?
Join Jacques for this lightning talk as he explores the problem of fraud detection, highlight some of the biggest challenges that they face in this area and cover some of Onfido's efforts to circumvent these challenges, touching on topics of anomaly detection and data generation.
YOU MAY ALSO LIKE:
- Elasticsearch for Developers with Itamar Syn-Hershko (in London on 16th - 18th December 2019)
- CloudNative London 2019 (in London on 25th - 27th September 2019)
- Keynote Evening by Brian Ketelsen! (in London on 17th October 2019)
- Real-time Systems with Spark Streaming and Kafka (in London on 30th September - 1st October 2019)
- Leonardo De Marchi's Deep Learning Fundamentals (in London on 22nd - 23rd October 2019)
- Haskell eXchange 2019 (in London on 10th - 11th October 2019)
- You got served: How Deliveroo improved the ranking of restaurants (in London on 27th August 2019)
- AlphaGo Zero: Mastering the Game of Go without Human Knowledge (in London on 27th August 2019)
- Genetic Programming for RL on Minecraft (SkillsCast recorded in August 2019)
- Designing trust and transparency using AI (SkillsCast recorded in August 2019)
Thanks to our sponsors