Primary assignments of Cybersecurity and Earth & Space Science

-Worked as Scrum Master to facilitate ceremonies in an agile scrum environment.-Designed an end-to-end machine learning pipeline using for malware classification and intrusion detection cybersecurity use cases-Leveraged industry-standard tools and technologies including AWS for compute resources, Kubeflow for pipeline orchestration, KServe for inference, and Kafka for data streaming-Structured and optimized the training pipeline by performing exploratory data analysis, feature… Show more -Worked as Scrum Master to facilitate ceremonies in an agile scrum environment.-Designed an end-to-end machine learning pipeline using for malware classification and intrusion detection cybersecurity use cases-Leveraged industry-standard tools and technologies including AWS for compute resources, Kubeflow for pipeline orchestration, KServe for inference, and Kafka for data streaming-Structured and optimized the training pipeline by performing exploratory data analysis, feature reduction, and model training using Scikit-learn and TensorFlow.-Built and deployed machine learning models (Logistic Regression, Random Forest, ANN) an automated inference service to evaluate batch and streaming data-Designed a Postgres database and schemas for feature, model, and metadata storage-Integrated automated retraining of ML models based on predefined thresholds and performance metrics from a deployed "Human in the Loop" HITL service-Established continuous integration and continuous deployment (CI/CD) pipelines using GitHub Actions to automate the deployment of machine learning models-Developed a Retrieval Augmented Generation (RAG) system for an Offensive Cyber Assistant LLM system-Integrated APIs for timed updates of RAG offensive cybersecurity knowledge base, from sources such as the National Vulnerability Database, Exploit-DD, and Red Canary's Atomics library-Implemented recursive chunking and vectorized queries to enhance the efficiency and performance of Facebook AI Similarity Search (FAISS) Show less