layiq

/la·yiq/adjective

worthy; deserving; fitting; suitable.

A role, opportunity, or path that merits attention, time, and pursuit.

LAYIQ - Senior Machine Learning Engineer at Echodyne Corp

Prioritize and ensure real-world robustness and zero-regression deployment of models to our fleet of fielded radars.
Improve the accuracy and capacity of our data labeling systems by developing active learning methods and automated labeling systems, and by advising on tool design.
Design data augmentation methods that reflect realistic variation in radar deployment environments.
Improve existing track-classification models through hyper-parameter tuning and trading alternative architectures.
Research and develop new applications of machine learning to improve our systems, such as self-supervised generative models utilizing our extensive unlabeled data.
Build training and evaluation pipelines using field data, with particular attention to rare targets, imbalanced classes, and biased datasets.
Define evaluation metrics and assess how models perform across target classes and field conditions, with particular attention to rare, high-impact events.
Analyze model failures, data gaps, and changes in operating conditions to improve robustness.
Partner with cross-functional teams to integrate models into production products.
REQUIRED SKILLS / EXPERIENCE
Strong foundations in machine learning, probability, statistics, and experimental design.
Experience taking machine learning solutions from prototype through production deployment.
Experience with time-series classification.
Experience training and evaluating models on imbalanced datasets.
Experience designing or assessing data augmentation for real-world sensor data.
Experience evaluating model performance, investigating failure modes, and improving data or models based on findings.
Experience deploying models on embedded, resource-constrained systems.
Strong Python software development skills and experience with TensorFlow.
Ability to independently lead an open-ended technical problem and communicate results clearly.
DESIRED SKILLS / EXPERIENCE
(Looking for one or more as a complement to the core skills)
Experience with radar, lidar, or other spatial sensor data.
Experience with real-time processing of streaming data.
C++ experience and familiarity with production software development practices.
Experience designing labeling workflows, managing large datasets, or using active learning to improve data quality.

Senior Machine Learning Engineer

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