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Lynwood has over 30 years of engineering experience spanning the fields of speech recognition modeling (acoustic and language), data modeling & analysis, software and electronic product design & development, and systems engineering. Key projects include development of multiple ASR model stacks in large-scale production use, invention of a novel method for generating fine-tuning rules to improve ASR accuracy (including OOVs), automating workflows for tasks including data cleaning, modeling, and benchmarking, and product development projects that include: electrical CAD tools, full-stack web applications, and embedded military electronic systems incorporating FPGAs and fiber optic communications.
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Senior Solutions ArchitectVali CyberGlenshaw, Pa, Us -
Senior Solutions ArchitectVali Cyber Mar 2023 - PresentUnited StatesLeading machine learning R&D, focused on highly accurate recognition of Linux processes exhibiting malware behaviors, thereby enabling lightening-fast identification and remediation of zero-day threats. Providing customer-facing support and solutions to ensure our users are happy and protected. -
Senior Application EngineerMedallia Apr 2020 - Feb 2023Pittsburgh, Pennsylvania, United StatesContinuation of role as Language Services Lead.Invented and implemented a novel method of automatically generating "substitution" rules that improve ASR accuracy in general and substantialy improve F1 scores for words with high analytic value, including out-of-vocabulary (OOV) words. Completed over 50 accuracy improvement projects for customers using this method.Invented and implemented a method of using Presidio Named-Entity-Recognition (NER) text tagging to redact Personal-Identifying-Information (PII) and sensitive numbers from speech audio with word-level precision, to protect customer privacy and comply with Payment Card Industry (PCI) regulations. Implemented as Docker image serving a REST API to clients.Completed several full-stack ASR modeling projects, including training and customization of acoustic, language, and substitution modeling layers. Full-stack modeling improves overall recognition accuracy for whole industries and world regions.Developed prototype software that uses forced alignment technique to add word-level time-stamps to OpenAI Whisper transcripts. Prototype also removes non-speech audio regions to reduce the impact of Whisper's hallucination issues and other text processing methods to make the text more useful for down-stream processes. Implemented as Docker image running several Whisper instances in parallel to maximize individual GPU utilization, plus many instances of these images running in parallel assigned to different GPUS, thereby maximizing overall server capacity utilization.Developed test frameworks for evaluating new ASR features and releases.Supported sales by providing benchmarking and POC services on short notice as needed. Continued mentoring junior engineering staff.Created numerous documents using Google and Atlassian collaboration tools as well as MS Office and and Apple Mac tools. Can easily switch between Apple, Microsoft, and Linux development platforms at will. -
Language Services Technical LeadVoci Technologies, Inc. Jan 2019 - Apr 2020Pittsburgh, Pennsylvania, United StatesFocused on ensuring that our customers get the best possible accuracy from Voci's ASR products. Responsible for applying a spectrum of NLP and machine learning techniques to provide the greatest benefits possible within each customer's cost and schedule constraints. The role includes significant software development to automate machine learning training flows and continuous improvement of ML models and substitution rule sets.
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Senior Customer Success EngineerVoci Technologies, Inc. Jan 2018 - Jan 2019Pittsburgh, PaFocused on delivering exceptional customer experiences with Voci's portfolio of industry-leading speech transcription, identification, and analysis solutions. Responsibilities include software development, CentOS Linux administration, systems integration, troubleshooting, mentoring, training, and technical documentation.
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Senior Application EngineerVoci Technologies Feb 2014 - Jan 2018Pittsburgh, PaFocused on delivering exceptional customer experiences with Voci's unique speech analytics offerings. Responsibilities include quality assurance for software products written in multiple languages, development and enhancement of integration software, engaging with prospects and customers to ensure the smooth operation of Voci's technical products, and creating and enhancing written documentation (both internal and customer-facing).
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Engineering ManagerOrbis, Inc. Jul 2012 - Feb 2014Mount Pleasant, ScResponsible for maintaining and applying standards for safety and quality across all RDT&E Lab operations, including individual projects. Provide team leadership and directly manage technical, schedule and budgetary aspects of especially challenging projects/programs undertaken by the Lab. Support business development efforts, both government and commercial. Continued direct technical development in areas including embedded system design and algorithm development/implementation as needed. -
Senior Computer EngineerOrbis, Inc. Feb 2009 - Jul 2012Orbis, Inc.Collaborated with a strong research team to devise novel solutions to meet the needs of our customers, including Federal Government agencies, commercial entities, and non-profit organizations. Contributed to business development and market analysis activities. R&D contributions were primarily in the areas of embedded systems, signal analysis, and automated testing. -
Chair, Coastal Sc SectionIeee Jan 2010 - Dec 2010Charleston, South Carolina Metropolitan AreaLead the Coastal SC Section of the IEEE. Hosted technical meetings of interest to our members, including bringing distinguished lecturers in from around the country to share their knowledge and insights. Keep up with the Section at http://www.ieee.org/go/coastalsc. -
Vice Chair Of Coastal Sc SectionIeee Jan 2009 - Dec 2009Assisted with coordination of technical meetings for the Coastal SC Section of the IEEE. Provide meeting facilitation support and other services as needed to effectively market and accomplish Section activities. -
Software Engineer - Principal LeaderComputer Sciences Corporation May 2008 - Jan 2009Developed automated test software for Software Defined Radio systems. Performed development and testing work at SPAWAR, Charleston SC facility. -
Senior Software/Network EngineerAdvanced Technology Institute Sep 2005 - May 2008Developed web-based database applications to support multiple programs. Also served as Facility Security Officer and supported business development efforts. -
Senior Member Of Technical StaffCadence Design Systems Apr 2003 - Mar 2005Continued NeoCell development after Cadence bought Neolinear in 2003. Developed an automated test environment using grid-computing tools to test a non-deterministic software product. Used statistical techniques on large number of test results to identify NeoCell behaviors that needed improvement or that had subtly regressed as a result of an algorithmic change. -
Senior Software EngineerNeolinear, Inc. Mar 1998 - Apr 2003Developed Electronics CAD (ECAD) framework at the heart of a novel analog integrated circuit physical synthesis automation tool called NeoCell. This tool was developed in association with Carnegie Mellon University.
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Software EngineerScra 1990 - 1998Designed and implemented a data collection, monitoring and analysis hardware/software system for an experimental Plasma-Arc Chrome Smelting Furnace. Operated furnace in collaboration with MIT.Performed test and evaluation of the proposed ISO 10303-210 STEP standard for storage and translation of electrical product data (AP210).Developed and published a novel CAD data translation architecture called EXPRESS-Driven Data Translation (EDDT). Demonstrated EDDT by implementing a Mentor Board Station to AP210 (M2A) translator.Integrated M2A translator into the RASSP Manufacturing Interface which was subsequently used to substantially reduce cost and improve yield of Printed Circuit Assemblies (PCAs) produced by Lockheed Martin's manufacturing facility in Ocala, FL.
Lynwood Hines Skills
Lynwood Hines Education Details
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Technical Project Management -
Computer Engineering -
Engineering
Frequently Asked Questions about Lynwood Hines
What company does Lynwood Hines work for?
Lynwood Hines works for Vali Cyber
What is Lynwood Hines's role at the current company?
Lynwood Hines's current role is Senior Solutions Architect.
What is Lynwood Hines's email address?
Lynwood Hines's email address is lh****@****lia.com
What is Lynwood Hines's direct phone number?
Lynwood Hines's direct phone number is +184356*****
What schools did Lynwood Hines attend?
Lynwood Hines attended Georgia Institute Of Technology, The Citadel, Clemson University, College Of Charleston.
What are some of Lynwood Hines's interests?
Lynwood Hines has interest in Speech Recognition, Embedded System Design, Adaptive Systems, Casa, Machine Learning, Synthesis, Photography, Videography, Aquaria, Microprocessor Architectures.
What skills is Lynwood Hines known for?
Lynwood Hines has skills like Perl, Linux, Software Engineering, Fpga, Integration, Labview, Python, Testing, Java, Verilog, C++, Technical Writing.
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Lynwood Hines
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