Pfizer logoCurrently an Extern @Pfizer
Bryan Kim Bauyon portrait

AI Enthusiast Eager to Innovate

Reentering the workforce with a focus on AI and data extraction, I'm ready to tackle real-world challenges and enhance my professional journey.

Work samples

I focus on impactful projects utilizing AI technologies, like my work with Pfizer on automated document insights and data extraction.

  • Pfizer Advanced: AI-Powered Document Insights & Data Extraction Externship
    Pfizer Advanced: AI-Powered Document Insights & Data Extraction Externship
    Pfizer logo

    Pfizer · ✅ Verified by Extern · ⏱️ In progress

    Pfizer Advanced: AI-Powered Document Insights & Data Extraction Externship

    Prototype AI-powered document intelligence with Pfizer—using OCR, LLMs, and RAG to automate real enterprise PDF workflows and build a standout portfolio project.

    AI & MLPythonDocument IntelligencePresentation Skills
  • Business Intelligence Dashboards – Real Estate & E-Commerce
    Business Intelligence Dashboards – Real Estate & E-Commerce

    Developed interactive dashboards using Power BI/Tableau to track e-commerce sales performance and real estate pricing trends. Synthesized raw data into actionable KPIs, enabling stakeholders to identify market shifts and conversion bottlenecks at a glance.

    Power BITableau

About me

Reentering the workforce with a focus on AI and data extraction, I'm ready to tackle real-world challenges and enhance my professional journey.

I'm an experienced professional reentering the workforce after a break, eager to leverage my skills and knowledge in new opportunities. With a Bachelor’s degree and a commitment to continuous learning, I strive to enhance my competitiveness in the job market. My recent externship at Pfizer has allowed me to work on cutting-edge AI projects, further enriching my expertise and portfolio.

Externships

Pfizer Advanced: AI-Powered Document Insights & Data Extraction Externship

Pfizer

Experience

Process Technical Engineer

Samsung Electro-Mechanics Philippines · Jan 2024 – Apr 2025

Education

University of the Philippines – Los Baños

Bachelor of Science in Chemical Engineering (Cum Laude) · Class of 2023

Xaltius Academy — Singapore (Remote)

Data Science and AI Professional Certificate · Class of 2025

McKinsey.org — Forward Program (Core Skills Level)

Class of 2026

DataCamp

Python Data Associate Certificate

Skills

AIData ExtractionDocument IntelligenceOCRLLMsRAG

✅ Verified by Extern · ⏱️ In progress

Pfizer Advanced: AI-Powered Document Insights & Data Extraction Externship

Prototype AI-powered document intelligence with Pfizer—using OCR, LLMs, and RAG to automate real enterprise PDF workflows and build a standout portfolio project.

AI & MLPythonDocument IntelligencePresentation Skills

Overview

The externship prototyped AI document-intelligence workflows for pharmaceutical PDFs, combining OCR, computer vision, large language models, and retrieval-augmented generation. The work analyzed a sample vendor file, documented OCR and NLP failure modes with specific examples, and produced cleaned dataframes after initial data inspection and correction.

Pfizer Advanced: AI-Powered Document Insights & Data Extraction Externship

What I've accomplished

I documented OCR and NLP failure modes observed in a vendor PDF and produced cleaned, corrected dataframes from inspected datasets, naming specific error patterns and fixes.

Project breakdown

I analyzed a sample vendor file and described OCR and NLP failure modes: CV struggled with multi-column tables, scientific graphs, and checkboxes; NLP missed domain terms, complex legal logic, and inconsistent date formats. I reported specific error risks and examples.

The module work described initial data inspection with Pandas, identified and corrected inconsistencies (e.g., malformed ZIPs, negative Experience, mixed-format CCAvg), and produced cleaned dataframes ready for analysis.

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Business Intelligence Dashboards – Real Estate & E-Commerce

Developed interactive dashboards using Power BI/Tableau to track e-commerce sales performance and real estate pricing trends. Synthesized raw data into actionable KPIs, enabling stakeholders to identify market shifts and conversion bottlenecks at a glance.

Power BITableau
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Heart Disease Prediction (Healthcare)

Conducted Exploratory Data Analysis (EDA) on clinical and lifestyle datasets to identify and visualize significant health risk factors; developed a Tuned XGBoost model using Randomized Search and applied advanced preprocessing, feature scaling, and cross-validation to achieve a model AUC of 0.80 and evaluate feature importance.

XGBoostRandomized SearchPythonPandasNumPy
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Data Quality Engineering – “Cleaning Data and the Skies” (DataCamp)

Performed extensive cleaning and validation on EPA ozone pollution datasets using Python (Pandas & NumPy), executed missing-value treatment, outlier detection, and data type standardization, and developed visualizations to communicate the impact of data quality on pollution trend accuracy.

PythonPandasNumPy
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