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Barr Group's expert witnesses in machine learning and AI advise attorneys in active litigation.  All of our experts in artificial intelligence and related technologies have hands-on experience creating machine learning algorithms.  Barr Group experts have testified in high-profile bench and jury trials.

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Intelligent Systems

Machine learning algorithms and artificially intelligent (AI) systems are an emerging value creator across a wide range industries, with practical applications ranging from medical diagnostics to high-speed trading. In today's data-driven world, intelligent systems have the power to transform businesses, but their proper implementation is crucial to avoid potentially costly errors. Barr Group's team of expert software engineers, computer engineers, and computer scientists is intimately familiar with machine learning technologies including:

  • Machine vision / image recognition
  • Speech and facial recognition
  • Deep learning neural networks
  • Transformer models (e.g., BERT and GPT-3 / LLM)
  • Natural language processing (NLP)
  • Computer vision and autonomous systems
  • Knowledge representation and reasoning (expert systems)
  • Probabilistic inference and dynamic Bayesian networks

Barr Group's experts are familiar with all of the specialized processing platforms used for high-performance machine learning, such as GPU (Graphics Processing Unit) chips from Nvidia and other manufacturers, along with programming languages like Python, Java, C++, R, Julia, and Scala.  And our electrical and computer engineering experts are just as comfortable reviewing electronic circuits and ASIC designs, including in the Verilog and VHDL languages. They are also well-versed in handling diverse training datasets and conducting in-depth data analysis for machine learning applications.

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Expert Witness Services

Barr Group's artificial intelligence experts support plaintiffs and defendants in litigation in U.S. District Courts and State Courts, at the International Trade Commission (ITC), and before the Patent Trial and Appeal Board (PTAB) as well as in arbitration. Our services include:

  • Technical assistance with drafting of discovery requests
  • Software source code review and analysis
  • Source code comparisons for copyright and trade secret theft
  • Analysis of electronics and related design documents
  • Prior art review for patent invalidity
  • Reverse engineering, including disassembly of binary code
  • Expert reports, declarations, and witness statements
  • Testimony at deposition, oral hearings, and trials

Our experience with artificial intelligence and machine learning algorithms is extensive and includes source code analysis and expert testimony in patent and trade secrets litigation.

Barr Group has a demonstrated ability to quickly activate one or more code reviewers to match the size, scope, and complexity of any project.

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The following is a representative subset of Barr Group's experts who have experience designing and/or testifying about these technologies:

Artificial Intelligence Expert Witness List

The following is a representative subset of Barr Group's experts who have experience designing and/or testifying about these technologies:

Senior director with three decades of experience in semiconductor design, embedded systems, and a

Senior machine learning engineer with over eight years of experience designing and optimizing rev

Senior machine learning engineer and data scientist with 8 years of experience building and shipp

Distinguished Professor of Computer Science and Engineering with over 35 years of expertise in ma

Senior software architect and technologist with over 30 years of industry experience specializing

Professor of Computer Science with deep expertise in intelligent transportation systems, vehicle-

Professor of computer science with over 30 years of academic and research experience in GPU-based

Senior Quant Developer and Game Mathematician with specialized expertise in designing slot games,

Licensed electrical engineer with over 20 years of specialized expertise in fiber optic communica

Database systems engineer with over three decades of experience designing and scaling distributed