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A Data Scientist, Machine Learning Engineer, and Leader focused on Deep Learning and Natural Language Processing. Experienced in the entire life-cycle of data science projects, from research to deploying production models. I am passionate about the algorithms and their effect on society.
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Machine Learning EngineerDigits Dec 2021 - PresentSan Francisco, California, Us -
Machine Learning Engineering LeadSpiden Jun 2021 - Dec 2021Pfäffikon, Schwyz, Ch -
Head Of Engineering And Data ScienceTalentpair Oct 2019 - Jun 2021San Francisco , Us -
Machine Learning EngineerTalentpair Jul 2017 - Oct 2019San Francisco , UsAt Talentpair, I develop deep learning algorithms to automate the recruiting industry. My projects, which I shepherded from inception to the deployment, include:- Development of a Siamese Convolutional Neural Network to determine document similarity- Development of LSTM and Convolutional Neural Networks to predict multiple attributes of candidates and jobs- Development of Ensemble CNN model to classify documents based on industry- Development of model to map canonical representations of skillsFurthermore, I have worked on the worked on projects that include:- Using Transfer Learning, to create a document segmenter for sub-section classification- Using Bayesian Optimization for Hyperparameter selection in large Convolutional Neural Networks- Using Lime to detect unintended biases in black-box models- Applying the concepts of explored by ResNet to deep learning for Natural Language Understanding
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Published AuthorAuthor Oct 2016 - Apr 2019Co-author of Manning Publications' "Natural Language Processing in Action." Primary author of chapters on:- introduction to Math with Words- Introduction to Neural Networks- Convolutional Neural Networks- Recurrent Neural Networks- Long-Short-Term-Memory NetworksCo-author of chapter on:- Sequence-to-Sequence Networks https://www.manning.com/books/natural-language-processing-in-action
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Senior Software DeveloperDark Horse Comics, Inc. Apr 2016 - Jul 2017Milwaukie, Oregon, UsDeveloped a product recommendation engine from inception to deployment.The work included: - Data analysis of historical sales - A collaborative filtering-based recommendation engine - A Spark cluster for model training- Deployment of the recommendation engine across multiple e-commerce sites, including Dark Horse Digital and TFAW.com, each with different base dataPrototyped new e-commerce site using Django and Oscar -
Co-FounderSubtle Gears Feb 2016 - Apr 2016At Subtle Gears, we aim to bring the world of Neural Networks and Machine Learning to the local level. Data is everywhere and can empower for-profit companies and non-profits alike.
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Account ManagerAcme Scenic & Display Mar 2004 - Sep 2015Portland, Or, Us
Cole Howard Skills
Cole Howard Education Details
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University Of MichiganMathematics
Frequently Asked Questions about Cole Howard
What company does Cole Howard work for?
Cole Howard works for Digits
What is Cole Howard's role at the current company?
Cole Howard's current role is Machine Learning Engineer and Author.
What is Cole Howard's email address?
Cole Howard's email address is co****@****air.com
What schools did Cole Howard attend?
Cole Howard attended University Of Michigan.
What are some of Cole Howard's interests?
Cole Howard has interest in Social Services, Economic Empowerment, Civil Rights And Social Action, Politics, Education, Environment, Poverty Alleviation, Science And Technology, Disaster And Humanitarian Relief, Human Rights.
What skills is Cole Howard known for?
Cole Howard has skills like Machine Learning, Strategic Planning, Python, Artificial Neural Networks, Project Management, Django, Javascript, Data Science, Spacy, Creative Direction, Tensorflow, Account Management.
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