Software Engineering Intern
Annapolis Junction, Maryland, United States
• Trained and fine-tuned machine learning models and TensorFlow neural networks in Python for binary classification of malware detection, network intrusion, and phishing URLs, achieving model accuracies of over 90%• Created an Streamlit chatbot web application using Llama3 API and Langchain, utilizing Retrieval-Augmented Generation (RAG) to optimize the response and accuracy of the LLM for cybersecurity-related tasks• Constructed ML pipelines for training object detection models using Kubernetes, Kafka, and KServe to automate processes such as model training and inference, increasing speedup of retraining/deployment by 250%• Developed Python scripts using BeautifulSoup and Selenium to scrape text/code from websites, videos, and images for FAISS vector store embeddings using a recursive text splitter• Leveraged PostgreSQL to construct and manage database schema to organize data, and executed SQL queries for efficient data retrieval and storage to support ML pipelines, prediction services, and other functionalities