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In my CS Ph.D. with 8 YoE in developing LLM/ML/AI systems, I have published over 15 papers. I started a Lead Cloud Developer/DevOps role in a financial corporate sector. Besides applying LLM, NLP, and DRL models to social engineering and mitigation tools against online deception in social media, I have applied ML models to financial big data (econometrics) and bioinformatics.My research topics under social cybersecurity (social computing and network security) are social engineering, opinion dynamics over networks, and decision-making under uncertainty. My dissertation research has provided solutions in the social cybersecurity domain, such as phishing, fake news, false information, or cyber-grooming attacks. In understanding the vulnerable users and attackers, I designed NLP projects of domain-specific chatbots by natural language generation (NLG), intent prediction by natural language understanding (NLU), and users’ social-psychological feature engineering by text/ topic mining. I also gained expertise on designing DRL solutions for NLP tasks, such as fine-tuning the large language model (LLM) and the recurrent neural network (RNN). In combating phishing attackers or false information spreaders, I developed robust social systems based on social and behavioral theories, opinion dynamics, information deception theory, and networked game theory.
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Senior Software Engineer - Kubernetes/ Bash/ PythonCiti Sep 2023 - Apr 2024Kubernetes Developer: Released NLP data pipeline microservice, Spring Batch microservice with Kafka and MongoDB support for bulk data/ file operations, and new OpenShift maintenance script jobs.Kubernetes DevOps/ AWS Solutions Architect: Led research and onboarded key infrastructures to ECS clusters as monitoring and observability, distributed computing, agent-less secret and certificate management, single Docker image multiple CI/CDs, and batch data modernization. -
Researcher Ph.D. Candidate - Llm/ Nlp/ DrlVirginia Tech Aug 2019 - May 2023Falls Church, Virginia, United StatesPublished 16 research papers. Developed NLP/AI mitigation tools against online deception in social media by Deep RL, LLM, Chatbot (Generative AI), and ML/DL. Modeled online regular users and attackers by social and behavioral theories, networked game theory, and uncertainty quantification. -
Data Science Phd Intern - Reinforcement LearningSchneider Electric May 2022 - Aug 2022Lake Forest, California, United StatesDeveloped an MARL app with two competitive DRL agents for monitoring process fault conditions and preventing/planning actions to avoid major safety hazardous events of a burner-boiler. Optimized the PPO hyper-parameters with simulated changing environment conditions. -
Research Engineer - Big DataVirginia Tech Jul 2017 - May 2019Blacksburg, Virginia, United StatesDeveloped several biological big data mining and visualization tools for transcriptome function enrichment and pattern recognition, scalable protein database search for threat, gene regulation pathways modeler, and motif discovery. -
Teaching AssistantVirginia Tech Sep 2016 - Aug 2017Blacksburg, Virginia, United StatesTutored graduate course: Big Data Management Systems. Tutored undergrad courses: Data Structures and Algorithms, Intro Database Management Systems, Data and Algorithm Analysis, Theory of Computation, and Intro Computational Biology and Bioinformatics. -
Graduate Research Assistant - Machine Learning In Financial EconometricsFordham University Sep 2014 - May 2016New York, New York, United StatesHigh-Frequency Trading: Predicted the implied volatility for stock options by KNN and Newton method. -
Graduate Teaching AssistantFordham University Sep 2011 - May 2013Bronx, Ny
Zhen Guo Skills
Zhen Guo Education Details
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Computer Science -
Computer Science -
Biology/Biological Sciences, General
Frequently Asked Questions about Zhen Guo
What is Zhen Guo's role at the current company?
Zhen Guo's current role is Gen AI Engineer | K8s DevOps | DRL Researcher.
What is Zhen Guo's email address?
Zhen Guo's email address is zg****@****ham.edu
What schools did Zhen Guo attend?
Zhen Guo attended Virginia Tech, Fordham University, Fordham University.
What skills is Zhen Guo known for?
Zhen Guo has skills like Microsoft Excel, Higher Education, Microsoft Office, Microsoft Word, Research, Powerpoint, Photoshop.
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Zhen Guo
Doctoral Researcher In Network Science | Analyzing Big Data To Address Social Inequalities | Python, R, Sql, Apache Spark, Nlp, Ml | Northeastern UniversityBoston, Ma1msn.com
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