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Mitch Shack

Mitch Shack

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Principal Business Architect - Artificial Intelligence and Machine Learning @ Discover Principal Business Architect - Artificial Intelligence and Machine Learning at Discover Financial Services
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Education

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Boston University

Masters of Science, Computer Engineering: Concentration in Artificial Intelligence 1990-01-01 - 1991-01-01
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State University of New York at StonyBrook

Bachelors, Electrical Engineering: Specialization in Computer Science and Software Engineering 1985-09-01 - 1989-12-01
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University of Virginia

, Graduate Studies in Statistics, Finance, Economics, and Accounting 1994-01-01 - 1995-01-01

Work Experience

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Discover

Current

Discover

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Whitman Asset Management

2013-09-01 - 2018-06-01

Whitman Asset Management

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Infinium Capital Management

2008-03-01 - 2013-09-01

Infinium Capital Management

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TradeStation

2004-03-01 - 2008-03-01

TradeStation

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FOCUS Inc.

2001-10-01 - 2002-05-01

FOCUS Inc.

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Flypaper Inc.

1998-11-01 - 2001-04-01

Flypaper Inc.

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Bank of America

1998-05-01 - 1999-01-01

Bank of America

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Cambridge Technology Partners [Acquired by Novell Inc.]

1997-02-01 - 1998-05-01

Cambridge Technology Partners [Acquired by Novell Inc.]

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SBC Communications Inc. (now AT&T Inc.)

1996-01-01 - 1997-01-01

SBC Communications Inc. (now AT&T Inc.)

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Booz Allen Hamilton

1991-02-01 - 1996-01-01

Booz Allen Hamilton

Skills

Trading Electronic Trading Trading Systems Financial Analysis Business Strategy Financial Modeling Software Development Trading System Options Strategy Equity Research Product Management Artificial Intelligence Machine Learning Python Java Scikit-Learn Tensorflow SQL C++

Summary

Artificial IntelligenceI/Machine learning, systems architecture and design, financial modeling, analysis, research. TECHNICAL SKILLS: Deep Learning, machine learning algorithms and programming libraries (TensorFlow, PyTorch, H2o.ai, Keras), reinforcement learning, probabilistic modeling. ML Architect with full-stack development skills: • Python scientific and statistical analytics ecosystem (Pandas / scikit-learn / statsmodels / NumPy / PyMC3) • Java (Real-time multi-threaded distributed client-server applications) with custom front-end UI and back-end server development • SQL (Microsoft SQL Server, Postgres, Snowflake), NoSQL / Graph databases (Neo4J, MongoDB), Time-series databases and tick stores (OneTick, PyStore, Arctic) • Cloud infrastructure / Dev-ops: Amazon Web Services (AWS), IBM Cloud, Microsoft Azure, Container Orchestration/Microservices (Docker, Kubernetes, OpenShift), Elasticsearch, Terraform, Chef, Jenkins, Swagger API integration, Git • Data pipelines, real-time messaging, event-processing, and ETL data integration-data streaming solutions: Apache Kafka, pub/sub message-bus (IBM MQ), Apache Spark • Analytics, Data Mining, Visualization, Data warehousing: MatPlotlib, Plotly, Bokeh, Seaborn, Tableau, Pentaho, Weka • HTML/Web development frameworks: React.js / Vue.js / Node.js / Vaadin / Isomorphic SmartGWT • C++/C# Object-oriented programming with software development on Linux (CentOS / Ubuntu) Trading System Analytics and Strategy Development: • Time-series analysis and Predictive Model development • Regime switching, Ensemble models, Hidden Markov models • Bayesian Networks, Probabilistic graphical models: BayesiaLab, Netica-J • Backtesting, Simulation, Optimization, Walk-forward testing, Monte Carlo Analysis, Portfolio testing, Position-Sizing, Real-time datafeed and broker connectivity: eSignal, IQFeed, Bloomberg, Direct exchange feeds • Proficiency in specialized trading programming languages and Quant Development Platforms: TradeStation EasyLanguage, Quantopian Zipline / Alphalens / Pyfolio, Amibroker, Hood River TSSB, Neoticker, Market System Analyzer • Expert Systems, Decision support rule-engines, Cognitive architectures, Reinforcement learning, Genetic Algorithms, Fuzzy Logic (SOAR, Drools, Jess/FuzzyJ) • Agile Development/Methodologies (Scrum, Kanban), Design patterns/Frameworks, Technical architecture and system modeling/roadmapping: BPMN / UML, TOGAF

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