EDWARD YEN
edwardpyen9@gmail.com
简介
- Experienced educator and media professional with a background in classroom support, broadcast television, and technical instruction.
- Skilled in teaching, tutoring, leadership, and communication.
- Proficient in AI/ML, programming, and media production with hands-on project experience.
工作经历
Poe Middle School, Fairfax County Public Schools
Annandale, VA
On-Site Substitute
Feb. 2021 - Dec. 2023
- Provided in-person classroom support, assisting virtual teachers with activities and working with individual and small groups of students.
- Filled in for teachers to lead classes independently when requested.
- Proctored and assisted with student testing.
- Managed student transitions and assisted in the Main Office with phone calls and administrative tasks.
Poe Middle School / Weyanoke Elementary School, Fairfax County Public Schools
Annandale, VA
Classroom Monitor
Mar. 2021 - Jun. 2023
- Supported in-person learning environments across two schools, assisting virtual instructors with classroom management and student engagement.
- Helped facilitate small-group instruction and ensured a productive learning environment for all students.
North Italia Restaurant
Tysons, VA
Back Server
Jan. 2020 - Aug. 2020
- Delivered attentive and efficient support to the front-of-house team in a fast-paced upscale dining environment.
- Ensured seamless table service by coordinating food delivery, fulfilling special requests, and maintaining high standards of hospitality.
Fairfax County Public Schools
Falls Church, VA
Master Control Operator
Jan. 2019 - Sep. 2019
- Operated broadcast equipment to monitor and manage live FCPS TV programming, including school board meetings and virtual classrooms.
- Maintained broadcast quality standards and managed the recording, editing, and uploading of all aired segments.
Digital Kidz
Vienna, VA
Summer Camp Instructor
Jun. 2016 - Jul. 2018
- Designed and led engaging curriculum teaching youth the fundamentals of game design and filmmaking.
- Fostered creativity and technical skills in a hands-on camp environment, guiding students through project-based learning activities.
学历
Fullstack Academy
Remote
AI & Machine Learning Bootcamp
Jun. 2025 - Dec. 2025
- Completed an immersive 26-week live online program covering practical and theoretical AI/ML concepts.
- Core topics: Applied Data Science, Machine Learning, Deep Learning, NLP, Generative AI, Agentic AI, and MLOps.
- Built proficiency in Python, Pandas, TensorFlow, Scikit-Learn, Keras, MLFlow, NLTK, and LangChain.
- Completed 25+ hands-on projects and two capstone projects to build a professional AI/ML portfolio.
Northern Virginia Community College
Sterling, VA
Sep. 2017 - 至今
Fairfax Academy for Communication and the Arts
Media Production
Sep. 2015 - May. 2017
Herndon High School
Advanced Diploma
技能
Education & Teaching
- Experience working with students, classroom management, and early childhood education
- Teaching, tutoring, and leadership
Communication & Writing
- Communication and writing skills
Media Production & Broadcast
- Professional broadcast television, film & television production, and videography
- Experience with professional equipment, including Blackmagic Cinema Cameras
- Video editing — Adobe Premiere, HitFilm Express
Computer & Technical Skills
- Computer skills
- Mechanical knowledge
- Organizational skills
AI/ML & Data Science
- Python, NumPy, Pandas, Matplotlib, Seaborn, Scikit-learn, Jupyter Notebook, TensorFlow, Keras, NLTK, VADER, Gradio, MLFlow, LangChain
Web Development
- HTML5, CSS3, JavaScript, Django
Database
- PostgreSQL
Cloud & Cybersecurity
- Cloud Computing (IBM), Cybersecurity (University of Washington)
项目
AI & ML Capstone 1 — End-to-End Machine Learning Analysis (Final Project)
- GitHub Repository
- Performed end-to-end data preprocessing, feature engineering, and exploratory data analysis (EDA) on a real-world dataset.
- Built and evaluated multiple machine learning models, focusing on accuracy and interpretability.
- Tools: Python, NumPy, Pandas, Matplotlib, Seaborn, Scikit-learn, Jupyter Notebook
AI & ML Capstone 2 — E-Commerce Product Review Analysis (Final Project)
- GitHub Repository
- Built a full NLP and deep learning pipeline for Amazon product review analysis including sentiment classification, rating prediction, and automated summarization.
- Achieved 85%+ sentiment classification accuracy and RMSE as low as 0.25 for rating prediction.
- Implemented extractive, abstractive, and hybrid summarization using TF-IDF and VADER.
- Deployed an interactive Gradio web application for real-time review summarization.
- Tools: Python, Pandas, Scikit-learn, TensorFlow, Keras, NLTK, VADER, Gradio
证书
Intermediate PostgreSQL (PG4E502x)
MichiganX — University of Michigan
Mar. 2026
Introduction to Web Development with HTML5, CSS3, and JavaScript (CAD101EN)
IBM
Jul. 2024
Django Application Development with SQL and Databases (DB0211EN)
IBM
Jun. 2024
Introduction to Cloud Computing (CC0101EN)
IBM
Jun. 2024
The CISO's View — Cybersecurity Series (CYB002x)
UWashingtonX — University of Washington
Jan. 2020
Introduction to Cybersecurity (CYB001x)
UWashingtonX — University of Washington
Dec. 2019
GitHub