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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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Further Reading

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:

Expert B655J

Product Strategy Director and expert in AI networking infrastructure with more than 15 years of specialized experience in semiconductor design and data center…

Expert A420A

Associate Professor of Computer Science with over two decades of experience specializing in urban visual computing, inverse procedural modeling, and generative…

Expert B430T

Consulting electrical engineer and computer scientist with over twenty-five years of hands-on experience prototyping and developing…

Expert B532F

Professor of mechanical and electrical and computer engineering with over two decades of industry and academic…

Expert S650N

Internationally recognized expert in computer systems with almost 25 years of experience in the field.  Has…

Expert B620K

Electrical and optical engineer and business and technology leader with demonstrated experience leading global, cross…

Expert M242N

Professor of electrical and computer engineering and robotics with more than a decade of industry experience developing embedded systems for guidance,…

Expert T260R

Professor of electrical engineering and independent consultant with twenty-five years of hands-on engineering experience in industry.  An…

Expert E235M

Consultant and former computer science instructor who has written more than two dozen books and numerous scientific papers on computer security, cyberwarfare,…

Expert M242S

Professor of electrical and computer engineering and division director of a center for national security technology…