About
Jeff Heaton, Ph.D., is a technologist, AI researcher, and social media influencer…
Articles by Jeffrey
Contributions
Activity
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I was excited to see our eSports team start their season and official competition with other schools. eSports at SCC is now an official sport at SCC…
I was excited to see our eSports team start their season and official competition with other schools. eSports at SCC is now an official sport at SCC…
Liked by Jeffrey Heaton
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We’ve made it even easier to use DeepSeek-R1. It’s now available in Amazon Bedrock as a fully managed model (AWS is the first cloud service provider…
We’ve made it even easier to use DeepSeek-R1. It’s now available in Amazon Bedrock as a fully managed model (AWS is the first cloud service provider…
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⭐ We’re thrilled to announce that we’ve been recognized as a Best Places to Work winner by the Business Intelligence Group, marking another…
⭐ We’re thrilled to announce that we’ve been recognized as a Best Places to Work winner by the Business Intelligence Group, marking another…
Liked by Jeffrey Heaton
Education
Licenses & Certifications
Volunteer Experience
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Advisory Board Member
Saint Louis University
- Present 5 years 6 months
Science and Technology
I server as an advisory board member for the Saint Louis University Department of Computer Science. https://cs.slu.edu/about/advisory-board
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Center for Analytics and Business Insights Board Member
Washington University in St. Louis - Olin Business School
- Present 3 years 3 months
Education
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Peer Reviewer for SoutheastCON
IEEE
- 5 years
Science and Technology
I acted as a peer reviewer for several papers in the areas of Machine Learning and Health Informatics for the IEEE SoutheasternCon conference since 2015.
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Volunteer
Junior Achievement USA
- 3 years
Education
Presenter for RGA at the JA career fair for middle and high school students.
Publications
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Predictive Modeling with Bayesian Networks
Forecasting & Futurism newsletter, Society of Actuaries
A overview of the Bayesian Network with a brief example applied to the FOREX market.
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Introduction to the Math of Neural Networks
This book introduces the reader to the basic math used for neural network calculation. This book assumes the reader has only knowledge of college algebra and computer programming. This book begins by showing how to calculate output of a neural network and moves on to more advanced training methods such as backpropagation, resilient propagation and Levenberg Marquardt optimization. The mathematics needed by these techniques is also introduced. Mathematical topics covered by this book include…
This book introduces the reader to the basic math used for neural network calculation. This book assumes the reader has only knowledge of college algebra and computer programming. This book begins by showing how to calculate output of a neural network and moves on to more advanced training methods such as backpropagation, resilient propagation and Levenberg Marquardt optimization. The mathematics needed by these techniques is also introduced. Mathematical topics covered by this book include first, second, Hessian matrices, gradient descent and partial derivatives. All mathematical notation introduced is explained. Neural networks covered include the feedforward neural network and the self organizing map. This book provides an ideal supplement to our other neural books. This book is ideal for the reader, without a formal mathematical background, that seeks a more mathematical description of neural networks.
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Basic Market Forecasting with Encog Neural Networks
DevX
Article describing the use of Encog for financial prediction.
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Programming Neural Networks with Encog3 in C#
Heaton Research, Inc.
Encog is an advanced Machine Learning Framework for Java, C# and Silverlight. This book focuses on using the neural network capabilities of Encog with the C# programming language. This book begins with an introduction to the kinds of tasks neural networks are suited towards. The reader is shown how to use classification, regression and clustering to gain new insights into data. Neural network architectures such as feedforward, self organizing maps, NEAT, and recurrent neural networks are…
Encog is an advanced Machine Learning Framework for Java, C# and Silverlight. This book focuses on using the neural network capabilities of Encog with the C# programming language. This book begins with an introduction to the kinds of tasks neural networks are suited towards. The reader is shown how to use classification, regression and clustering to gain new insights into data. Neural network architectures such as feedforward, self organizing maps, NEAT, and recurrent neural networks are introduced. This book also covers advanced neural network training techniques such as back propagation, quick propagation, resilient propagation, Levenberg Marquardt, genetic training and simulated annealing. Real world problems such as financial prediction, classification and image processing are introduced.
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Programming Neural Networks with Encog3 in Java
Heaton Research, Inc.
Encog is an advanced Machine Learning Framework for Java, C# and Silverlight. This book focuses on using the neural network capabilities of Encog with the Java programming language. This book begins with an introduction to the kinds of tasks neural networks are suited towards. The reader is shown how to use classification, regression and clustering to gain new insights into data. Neural network architectures such as feedforward, self organizing maps, NEAT, and recurrent neural networks are…
Encog is an advanced Machine Learning Framework for Java, C# and Silverlight. This book focuses on using the neural network capabilities of Encog with the Java programming language. This book begins with an introduction to the kinds of tasks neural networks are suited towards. The reader is shown how to use classification, regression and clustering to gain new insights into data. Neural network architectures such as feedforward, self organizing maps, NEAT, and recurrent neural networks are introduced. This book also covers advanced neural network training techniques such as back propagation, quick propagation, resilient propagation, Levenberg Marquardt, genetic training and simulated annealing. Real world problems such as financial prediction, classifiction and image processing are introduced.
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Interfacing to AIM with Java
Java Developer's Journal
Article describing how to send messages to AIM via Java.
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Programming Neural Networks in Java
Java Developer's Journal
Article about neural networks in Java.
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Programming Spiders, Bots, and Aggregators in Java
Sybex
The content and services available on the web continue to be accessed mostly through direct human control. But this is changing. Increasingly, users rely on automated agents that save them time and effort by programmatically retrieving content, performing complex interactions, and aggregating data from diverse sources. Programming Spiders, Bots, and Aggregators in Java teaches you how to build and deploy a wide variety of these agents-from single-purpose bots to exploratory spiders to…
The content and services available on the web continue to be accessed mostly through direct human control. But this is changing. Increasingly, users rely on automated agents that save them time and effort by programmatically retrieving content, performing complex interactions, and aggregating data from diverse sources. Programming Spiders, Bots, and Aggregators in Java teaches you how to build and deploy a wide variety of these agents-from single-purpose bots to exploratory spiders to aggregators that present a unified view of information from multiple user accounts.
You will quickly build on your basic knowledge of Java to quickly master the techniques that are essential to this specialized world of programming, including parsing HTML, interpreting data, working with cookies, reading and writing XML, and managing high-volume workloads. You'll also learn about the ethical issues associated with bot use--and the limitations imposed by some websites.
This book offers two levels of instruction, both of which are focused on the library of routines provided on the companion CD. If your main concern is adding ready-made functionality to an application, you'll achieve your goals quickly thanks to step-by-step instructions and sample programs that illustrate effective implementations. If you're interested in the technologies underlying these routines, you'll find in-depth explanations of how they work and the techniques required for customization.
Projects
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Encog Machine Learning Framework
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Encog is an advanced machine learning framework that supports a variety of advanced algorithms, as well as support classes to normalize and process data. Machine learning algorithms such as Support Vector Machines, Artificial Neural Networks, Genetic Programming, Bayesian Networks, Hidden Markov Models and Genetic Algorithms are supported. Most Encog training algoritms are multi-threaded and scale well to multicore hardware. Encog can also make use of a GPU to further speed processing time. A…
Encog is an advanced machine learning framework that supports a variety of advanced algorithms, as well as support classes to normalize and process data. Machine learning algorithms such as Support Vector Machines, Artificial Neural Networks, Genetic Programming, Bayesian Networks, Hidden Markov Models and Genetic Algorithms are supported. Most Encog training algoritms are multi-threaded and scale well to multicore hardware. Encog can also make use of a GPU to further speed processing time. A GUI based workbench is also provided to help model and train machine learning algorithms. Encog has been in active development since 2008. Encog is available for Java, .Net and C/C++.
Other creators -
Organizations
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Upsilon Pi Epsilon (UPE)
Member
- PresentComputer science honor society. http://upe.acm.org/
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IEEE
Senior Member
- Present
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Less than 14 days until Insurtech Insights Europe 2025! I'll be speaking about balancing AI innovation with compliance in (re)insurance. 🚨 Save the…
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https://lnkd.in/exriHbDg 🚨 We're hiring! Join Zoom as a Gen AI Research Intern (Ph.D. Students) and help shape the future of AI 🤖✨. Are you…
https://lnkd.in/exriHbDg 🚨 We're hiring! Join Zoom as a Gen AI Research Intern (Ph.D. Students) and help shape the future of AI 🤖✨. Are you…
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Cleaning up the home office…recycling about 5 years worth of event badges. Guess my favorites!
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Big ideas, bold leadership, and a deep commitment to innovation – these are only a few of the qualities that define Tony Cheng, RGA’s President and…
Big ideas, bold leadership, and a deep commitment to innovation – these are only a few of the qualities that define Tony Cheng, RGA’s President and…
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50 years. Wow. I remember being a kid and thinking how much I'd like to work at Microsoft someday. When that became a reality, it was a humbling and…
50 years. Wow. I remember being a kid and thinking how much I'd like to work at Microsoft someday. When that became a reality, it was a humbling and…
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I'm thrilled to share that an article about me was published this week in Thanh Nien newspaper, the largest newspaper in Vietnam! The title of the…
I'm thrilled to share that an article about me was published this week in Thanh Nien newspaper, the largest newspaper in Vietnam! The title of the…
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