Advanced Biometric Security Expert

7 days ago

Melbourne, Victoria, Australia Bebeeliveness Full time

Job Description
The
Senior Software Engineer
is a key member of our team, responsible for developing advanced systems to detect and prevent spoofing attacks during biometric authentication processes. This role involves utilizing machine learning and deep learning techniques to create models capable of distinguishing between genuine human interactions and fraudulent attempts.
Liveness Detection System Design:
Develop and design liveness detection systems that utilize AI algorithms to differentiate between real and fake biometric data.
Analyze facial features, eye movements, and other physiological indicators.
Deep Learning Model Development:
Build and optimize deep learning models specifically for liveness detection.
Select appropriate algorithms, conduct experiments, and optimize model parameters to enhance accuracy and reliability.
Feature Engineering:
Identify and extract features from biometric data that are crucial for detecting spoofing attempts.
Analyze texture, motion-based detection, and 3D depth analysis.
Data Collection and Preprocessing:
Collaborate with data scientists to collect, clean, and preprocess large datasets required for training liveness detection models.
Evaluate data integrity and suitability for model development.
Algorithm Implementation:
Implement machine learning algorithms capable of processing real-time biometric data to detect inconsistencies indicative of spoofing attempts.
Integrate multimodal approaches such as facial recognition, fingerprint scanning, and iris recognition.
System Testing and Validation:
Conduct rigorous testing of liveness detection systems to ensure performance in real-world scenarios.
Validate models against various spoofing techniques to ensure robustness.
Monitoring and Maintenance:
Deploy liveness detection systems into production environments, ensuring scalability and high performance.
Continuously monitor system outputs to identify any issues with accuracy or efficiency.

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