Deep Learning consulting for bioscience and medical applications, semiconductor and Industrial-IOT.Website: https://www.paradigmshift.aiDeep learning startup with hybrid platform-consulting model, building software tools to address high-dimensional genomics and bioscience imaging (Digital Pathology and Multi-channel IHC Cell Microscopy), and also Industrial Internet-of-Things (I-IOT), particularly in semiconductor fab operations and Computer Vision applicationsKey bioscience / medical applications:-Deep learning applications in genomics, transcriptomics, and proteomics-Developing analysis pipelines for high-dimensional, single-cell biological data-Use of deep reinforcement learning to understand gene expression and non-coding disease cause-Use of deep learning in ophthalmology & neuroscience using GWAS studies and genetic data-Deep learning for image defect detection using both supervised and unsupervised methods-Fluorescent IHC-based cell imaging & digital pathology for biomarker discovery-Cardiac evaluation via deep learning classification of EKG dataKey I-IOT use cases (with focus on semiconductor fab operations):- Reduce operating & maintenance expenses and avoid equipment failure- Improve factory production yield & quality control- Improve plant safety and unplanned downtime; optimize plant resource scheduling- High accuracy defect detection and inspection capability

- Manage Proof-of-Concept (POCs) deep learning application development for industrial applications- Work with customers to implement Big Data pipelines using open-source cloud service architecture and tooling- Provide technical guidance to customers in AI/Deep Learning applications & strategy

- Founded the team driving transformative application of Artificial Intelligence in Microscopy- Led development of horizontal & vertical applications platform linking Zeiss microscopes- Defined solution platform strategy for integrating new AI/data science methods into Microscopy- Developed and led effort around Correlative Microscopy & in situ Microscopy

Leading materials research development programs in Quantum Computing and Semi, PV, and Display- Directed programs and R&D in quantum computing materials and stable Qubit technical development- Led material and device development programs for Fin-FET high-k/metal gate, & advanced contacts; IGZO TFT, and Re-Ram non-volatile memory

Leading a product development team and responsible for a TEM portfolio addressing a $350 million Electron Microscope market (> 15 products; ASPs in $1-5 million range)- Lead a team creating many world-record STEM and TEM scientific instruments, including: highest spatial resolution TEM & STEM, highest chemical composition resolution mapping spectroscopy, first atomic resolution Environmental in situ TEM, first atomic resolution 60kV TEM for electron sensitive materials, first ultra-fast laser-puled TEM- Own development & roadmap strategy for a scientific instrumentation portfolio of $185M annual revenue

Product development in the semiconductor capital equipment space - Defined and launched highly successful new defect metrology tool, called SURFmonitor- Led new applications development JDPs for SURFmonitor in Litho, Etch, Cleans, Metals, Dielectrics, Gate Module

Developed 10 Gbit/second fiber optic communication technology

Responsible for the design of high-speed, optoelectronic devices for the telecommunications industry.- Designer of avalanche and p-i-n photodiodes for 40 and 10 Gbit/s receivers in III-V semiconductors- Performed device simulations for chip design and effective integration into receiver modules