Tien Tran

Tien Tran


A Learner

Work Experience


Liberty Mutual Group logo

Liberty Mutual Group

Business Analyst Intern

May 2024 - September 2024

  • Business Process Analysis and IT Solutions: Conducted requirement gathering and business process analysis using Confluence and Jira to align IT solutions with business goals. Facilitated the successful delivery of the Zalo Mini App through stakeholder collaboration and user acceptance testing (UAT) coordination.
  • Testing and Quality Assurance: Implemented comprehensive testing strategies across internal systems, including regression, automation, and API testing. This effort unified web experiences for various business owners, streamlined the checkout process, and increased insurance policy sales. Additionally, enhanced mobile app quality through manual and automated tests on iOS and Android devices.
UC Berkeley Rausser College of Natural Resources logo

UC Berkeley Rausser College of Natural Resources

Data Analyst Assistant

August 2023 - October 2023

  • Data Refinement and Visualization: Refined data from eddy covariance into informative graphs through algorithmic analysis, enhancing the understanding of ecological processes.
  • Scalability Solutions: Developed a scalable Python engine to accommodate large meteorological datasets from global weather stations, improving data processing capabilities.
UC Berkeley Electrical Engineering & Computer Sciences logo

UC Berkeley Electrical Engineering & Computer Sciences

Learning Assistant Intern

September 2019 - May 2020

  • Code Debugging and Feedback: Offered detailed code debugging assistance, providing feedback to more than 20 students per session. This effort contributed to the conceptual understanding of over 1600 students, enhancing their problem-solving skills and coding principles.
  • Conceptual Review and Support: Played a significant role in conducting conceptual reviews, fostering a deeper understanding of data structures and algorithms among students, thereby improving their academic performance in the course.
Department of Building and Housing and Inspection logo

Department of Building and Housing and Inspection

Data Analyst Intern

October 2019 - May 2020

  • Responsible for digitizing, compiling, and analyzing more than 1000 housing inspection reports for the city of San Francisco.
  • Presented weekly to a panel of senior inspectors, providing critical data on the state of local housing conditions.
JCYC - Japanese Community Youth Council logo

JCYC - Japanese Community Youth Council

Fellowship

August 2020 - August 2021

  • Gaining valuable experience in networking and technical skills in computers through 32 workshops and meetings.
  • Demonstrated strong collaboration and project management abilities by working with fellows to plan and execute successful strategies to meet paper and grant deadlines.
High School's Administration Office logo

High School's Administration Office

Student Assistant

September 2019 - May 2020

  • Performing a variety of tasks including answering phone calls, responding to emails, filing documents, managing schedules, and assisting with event planning.
  • Demonstrated excellent communication and interpersonal skills while interacting with students, parents, and staff members.

Education


University of California, Berkeley logo

University of California, Berkeley

Bachelor of Arts in Data Science

August 2021 - May 2025

Data Structures, Data Science Principles & Techniques, Discrete Mathematics & Probability Theory, Linear Algebra, Designing Information Devices & Systems, Structure & Interpretation of Computer Programs, Data Inference & Decisions, Concepts of Probability, Blockchain for Developers, Data Mining, Data Engineering.

City College of San Francisco logo

City College of San Francisco

High School Dual Enrollment

Spring 2019 - Fall 2020

Pre-Calculus, Trigonometry, Calculus 1, Calculus 2, Calculus 3

San Francisco State University logo

San Francisco State University

High School Dual Enrollment

Fall 2020 - Spring 2021

Ethnic Studies

Certifications


Supervised Machine Learning: Regression and Classification

DeepLearning.AI & Stanford University

June 29, 2025

  • Predictive Modeling
  • Supervised Learning
  • Regression Analysis
  • Feature Engineering
  • NumPy
  • Scikit Learn
View Certificate

Advanced Learning Algorithms

DeepLearning.AI & Stanford University

June 29, 2025

  • Deep Learning
  • TensorFlow
  • Random Forest
  • Neural Networks
  • Performance Tuning
View Certificate

Unsupervised Learning, Recommenders, Reinforcement Learning

DeepLearning.AI & Stanford University

June 30, 2025

  • Unsupervised Learning
  • Recommender Systems
  • Reinforcement Learning
  • Anomaly Detection
View Certificate

Machine Learning Specialization

DeepLearning.AI & Stanford University

June 2025

  • Machine Learning
  • Artificial Intelligence
  • Python
  • Data Science
View Certificate

A Crash Course in Causality: Inferring Causal Effects from Observational Data

University of Pennsylvania

June 30, 2025

  • Data Analysis
  • Regression Analysis
  • Statistical Modeling
  • R Programming
View Certificate

Machine Learning


Housing Price Analytics icon

Housing Price Analytics

What is the price of a 3 Bedroom House?

Python, Matplotlib, Seaborn, NumPy, Pandas, Quantitative Analysis

  • Conducted exploratory data analysis (EDA) on a housing dataset of 204,792 data points and 61S different features using Python and pandas, identifying key features and trends to inform modeling decisions and improve predictive accuracy for house price.
  • Built and fit linear regression models using scikit-learn to predict housing prices based on relevant features, achieving a root mean squared error (RMSE) of 227K, and identified potential areas for model improvement through analysis of residuals and feature importance.
Housing Price Analytics screenshot 1
Climate Change Prediction icon

Climate Change Prediction

Drought?

Python, Matplotlib, NumPy, Quantitative Analysis

  • Conduct an analysis of historical temperature data to identify trends over a prolonged period and utilize this information to make predictions about future weather patterns.
  • Categorize and create visual representations of data from 210 U.S cities for the last hundred years.
Climate Change Prediction screenshot 1
Email Classification icon

Email Classification

No spam please!

Python, Numpy, Pandas, Qualitative Analysis, Mathplotlib, Seaborn

  • Developed and fine-tuned a spam email classifier from a 9,348 emails dataset using natural language processing techniques and machine learning models, achieving an accuracy rate of 96%.
  • Leveraged data engineering strategies to extract pertinent features, such as filtering out common words and identifying distinct syntax patterns between spam and non-spam emails.
Email Classification screenshot 1
Population - Poverty icon

Population - Poverty

Poverty is the consequences of overpopulation or what other factors?

Python, Matplotlib, NumPy, Quantitative Analysis

  • Collected and analyzed 43,537 data points from gapminder.org to create visual representations of 12 statistical features pertaining to mortality, fertility, and poverty rates of 197 countries.
  • Utilized graphing and tabling methods to effectively convey trends and changes over time.
Population - Poverty screenshot 1
Loan Logic: Understanding Credit Decisions with Machine Learning icon

Loan Logic: Understanding Credit Decisions with Machine Learning

Loan Approval Prediction

Python, Jupyter Notebook, Machine Learning, Stacking, Neural Networks, Data Analysis, Data Visualization

  • Research Question: Can we predict whether a loan should be approved based on applicant and loan parameters?
  • Motivation: Helps financial institutions minimize risk while ensuring fair decision-making. Enables faster and scalable loan processing, improving customer experience.
Asthma and Power Plants: Environmental Impacts on Health icon

Asthma and Power Plants: Environmental Impacts on Health

Predicting Asthma ER Visits Using Environmental and Demographic Data

Python, Jupyter Notebook, Machine Learning, Causal Inference, Random Forest, GLM, Data Analysis, Data Visualization

  • This project investigates the relationship between asthma-related emergency room visits and environmental factors such as CO2 emissions, power plant locations, altitude, and population demographics across U.S. states.
  • Data sources include CDC asthma data, EPA eGRID power plant data, EIA CO2 emissions, and U.S. Census population datasets.

Personal Projects


My World Game icon

My World Game

Build My Own World

Java

  • Design and implement a 2D tile-based world exploration engine for educational purposes, simulating product development cycles with minimal starter code.
  • Focused on software engineering principles, code management, and problem-solving, while utilizing various data structures and algorithms for simplicity and efficiency.
My World Game screenshot 1
Word Guess Game icon

Word Guess Game

What is the word?

Java

  • In this project, I developed AI-based guessers and word choosers for the game "Awakening of Azathoth," gaining hands-on experience with Java's built-in List and Map data structures.
  • I successfully created three distinct AI guessers that could play the game, along with two innovative word selection classes that elevated the complexity of the problem.
Word Guess Game screenshot 1
Words Map icon

Words Map

Connecting...

Java

  • I developed a browser-based tool for exploring the historical usage of words in English texts. Utilizing a subset of the Google Ngram dataset, I built the back-end in Java to analyze word frequencies over time, focusing on individual words (1grams).
  • The project involved implementing various data structures and working with the WordNet semantic lexicon, which groups words into synsets and describes semantic relationships between them.
Words Map screenshot 1

Scholarships


Promise Scholars logo

Promise Scholars

Cohort 10

Class of 2021

Promise Scholars is a program that provides financial support and academic resources to students.

San Francisco Foundation logo

San Francisco Foundation

Koshland Young Leader Award

Class of 2020

San Francisco Foundation provides support to various community organizations and initiatives.

Summer Search logo

Summer Search

Bay Area

Class of 2021

Summer Search is a program that provides leadership development and college access support.

Hearthstone Housing Foundation logo

Hearthstone Housing Foundation

Bay Area

Class of 2021

Hearthstone Housing Foundation provides housing support and community development services.

Volunteering


VietHope logo

VietHope

Technical Volunteer

Spring 2023 - Present

  • Volunteering with VietHope to provide technical support and assistance to the organization's programs and initiatives.
The Berkeley Project logo

The Berkeley Project

Volunteer

Spring 2023 - Present

  • Participating in community service projects organized by The Berkeley Project to improve the local community.