Lucas Frey Email & Phone Number

Santa Clara, Ca, Us

Fremont, Ca, Us

- Lead architect / codebase owner of Lam’s repository of data science products used for design optimization of complex semiconductor processes- Developed fully automated data products (full back-end and front-end development) in support of realprocess optimization demos, requiring minimal end-user data science expertise- Researched and implemented several Bayesian optimization algorithms for hyperparameter optimization, benchmarking each along a variety of figures of merit (final delivered algorithm reduced computation time from ∼8 hours to ∼15 minutes with no compromise in predictive accuracy)- Constructed a virtual experimental environment with an interface to codebase, enabling statisticallyrigorous benchmarking of different algorithmic approaches- Contributed bugfixes and pull requests to the Tensorflow and Ray Tune open source repositories- Developed image processing and computer vision algorithms to solve complex image analysis problems

Fremont, Ca, Us

- Developed DenseNet, Inception, and ResNet variant neural networks for image classification and segmentation- Developed defect detection, segmentation and measurement algorithms used by process engineers to analyze thousands of 1500x1500 scanning electron microscope images per week- Implemented graphical interface for engineers to run automatic image analysis of high magnification cross-sectional and top-down images of semiconductors.

- Developed own curriculum to teach high school student C++ and Java programming, various algorithms and computer science concepts- Assisted student in getting the highest possible score on the AP Computer Science Exam- Taught concepts of pointers, templates, stack vs heap, object orientation and data structures such as linked lists, binary trees, and hash tables