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.
Further Reading
- To Err Is Human, To Err at Scale Is AI
- AI Agent Teams Finished My Sci-Fi Novel in 12 Hours
- Are AI Prompts Discoverable? A Federal Ruling and the Expert Work-Product Question
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:
An Emerita Professor of Electrical Engineering with 30+ years of experience pioneering deep learning-based visual compression, image quality assessment, and…
Data analytics and business intelligence leader with 18 years of experience building enterprise analytics platforms and leading data science teams. Expert in…
Information Systems Professor and expert in privacy decision-making, behavioral economics of privacy regulation, and GDPR compliance impacts, with over 15 years…
Research Professor of Electrical and Computer Engineering with over 25 years of combined academic and industrial experience in computer vision and visual…
Expert in large-scale distributed SQL query engine architecture, petabyte-scale data warehousing, and cloud analytics infrastructure. With 17+ years of hands-on…
Senior mathematics expert with 15+ years of specialized experience in casino gaming systems, probability modeling, and game structure design.
Computer scientist and distinguished expert in biometric presentation attack detection and unconstrained face recognition systems, with over 15 years of…
Data scientist and machine learning systems architect with over two decades of experience in large-scale distributed computing and open-source data-intensive…
Analytical chemist and expert in energy storage systems and battery management, this expert brings over 33 years of industrial R&D and technical operations…
Pioneer in autonomous cargo drone systems with over 40 years spanning foundational work in fintech systems, technology infrastructure, and large-scale…