Jake Albert
Software Engineer at Skelter Labs- Claim this Profile
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Bio
Experience
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Skelter Labs
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South Korea
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Information Technology & Services
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1 - 100 Employee
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Software Engineer
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Jun 2019 - Present
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Center for Outcomes Research & Evaluation (CORE)
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United States
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Research Services
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1 - 100 Employee
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Research Associate
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Jul 2018 - Sep 2018
- Developed NLP-based approaches to detect medically-relevant events from clinical notes. Applied neural networks implemented in Keras and feature engineering using XGBoost of concepts extracted from unstructured English text. - Work resulted in models with superior detecting power (sensitivity 0.87, PPV >0.3) to manual review by nurses. - Developed NLP-based approaches to detect medically-relevant events from clinical notes. Applied neural networks implemented in Keras and feature engineering using XGBoost of concepts extracted from unstructured English text. - Work resulted in models with superior detecting power (sensitivity 0.87, PPV >0.3) to manual review by nurses.
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Yale University School of Medicine
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United States
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Research Services
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700 & Above Employee
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Undergraduate Student Researcher
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Feb 2018 - May 2018
- Built a corpus of annotated operation notes for use in classifying surgeries based on quality of outcome. Developed an applet in JavaScript that facilitated fast annotation by physicians of notes at the word and sentence level for positive-negative sentiment. - Trained neural networks on corpus and demonstrated superior loss minimization during learning to networks trained on domain-nonspecific sentiment corpora. - Built a corpus of annotated operation notes for use in classifying surgeries based on quality of outcome. Developed an applet in JavaScript that facilitated fast annotation by physicians of notes at the word and sentence level for positive-negative sentiment. - Trained neural networks on corpus and demonstrated superior loss minimization during learning to networks trained on domain-nonspecific sentiment corpora.
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Event Coordinator
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Apr 2017 - Aug 2017
- Moderated discussions among Japanese and Zainichi Korean locals, and gave opening remarks at film screenings and talks by invited scholars. - Moderated discussions among Japanese and Zainichi Korean locals, and gave opening remarks at film screenings and talks by invited scholars.
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Software Developer
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Nov 2015 - Aug 2016
- Developed software that teaches guitar players ideal hand positions to play songs. Designed and implemented a pipeline in Python and JavaScript to converts song tabs file to optimized fingerings in O(N) time. - Developed software that teaches guitar players ideal hand positions to play songs. Designed and implemented a pipeline in Python and JavaScript to converts song tabs file to optimized fingerings in O(N) time.
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Yale University
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United States
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Higher Education
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700 & Above Employee
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Undergraduate Peer Tutor
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Aug 2015 - Dec 2015
- Reviewed core concepts of Introduction to Computer Science (CS 201) and helped students with homework six hours a week. - Reviewed core concepts of Introduction to Computer Science (CS 201) and helped students with homework six hours a week.
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Hyatt Regency
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United States
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Hospitality
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Recreation Attendant
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Jun 2014 - Aug 2014
- Guided guests to participate in water activities such as kayaking, paddle-boarding, and fishing. - Guided guests to participate in water activities such as kayaking, paddle-boarding, and fishing.
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Education
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Yale University
B.S., Computer Science -
George Walton Comprehensive High School
High School