Machine Learning Business Analytics

Nguyen Thanh Tam

+** ******** ***************@*****.*** github.com/ngthtam1001

EDUCATION

National University of Singapore (NUS) Singapore

Bachelor of Science, Business Analytics Expected 2027 WORK EXPERIENCE

MiTek Inc. Vietnam

Business Intelligence - Internship May 2024 – Aug 2024

Designed and implemented ETL processes to extract and transform data from CRM and HCM software using SQL, ensuring data quality and consistency for marketing and sales analysis.

Develop dashboards and reports on Power BI to visualize and analyze data, providing insights for stakeholders, tracking Key Performance Indicators (KPIs) and ensuring data integrity.

Utilized NLP models (NTLK, scikit-learn) to structure free-text data, enhancing data processing workflows and documentation.

Participated in business requirements gathering and assisted in the development of functional specifications and use cases for new BI solutions.

Conducted system integration testing and supported user acceptance testing to ensure seamless implementation of BI solutions

AVT Consulting and Technology Remote

AI Engineer - Contract Apr 2024 – Jul 2024

Develop an AI model to generate professional CV photos for users by integrating the InsightFaceSwap API and face detection algorithm, with an accuracy rate of 80% - Source code

Utilize the StableDiffusionPipeline to generate customized avatars for users on a CRM software

Assisted in project planning, scheduling, and tracking of AI model development activities, ensuring timely delivery of project milestones.

Supported risk assessment and mitigation strategies by identifying potential issues in AI model deployment and proposing solutions.

Institute of Health Innovation and Technology (iHealthtech NUS) Singapore Data Analyst - Internship Jan 2024 – May 2024

Performed data cleaning, visualization, and analysis on 300 extensive time-series datasets related to sensor data, heart rate, and monitoring tracking using Python and R

Applied statistical techniques and conducted hypothesis tests to investigate the physical health of individuals, aiding in strategic decision-making.

Implemented a Butterworth filter algorithm to process the signal data from sensor equipment.

Creating dashboards and writing reports for publication. HONORS & AWARDS

Third Prize of Vietnam Mathematical Olympiad 2022

Silver Medal of Vietnam National Collegiate Mathematics Olympiad 2022

Gold Medal of Southern Vietnam Mathematics Olympiad 2021

Second Prize in Summer Camp 2022 of Vietnam Institute for Advanced Study in Mathematics

Be selected to participate in the National Program for the Development of Mathematics PROJECTS

Stock Price Prediction - Google Colab

Gathered and preprocessed historical stock data for FPT Company from 2020 to 2021, implementing data cleaning and normalization techniques in Python to prepare for analysis.

Conducted extensive Exploratory Data Analysis (EDA) to identify trends, patterns, and anomalies in the stock data, employing statistical and visualization tools to inform model development.

Developed and trained machine learning models, including Linear Regression and Long Short- Term Memory (LSTM) networks, to forecast stock movements of FPT Company with enhanced accuracy, leveraging Python's scientific computing libraries. SKILLS, ACTIVITIES & INTERESTS

Programming Languages: Java, Python, R

Data Visualization: Numpy, Pandas, Matplotib, Seaborn, Power BI, Tableau Database: MySQL, PostgreSQL, Microsoft Azure

Web Development: HTML/CSS/JavaScript

AI Domain: Image Processing, NLP

Machine Learning Tools: Scikit-Learn, PyTorch, TensorFlow, Soft Skills: Attention to detail, teamwork, problem-solving, adaptability, strong communication skills

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