Tanakit Phentun - Data Scientist Resume

Bangkok, Thailand

Tanakit Phentun(Tum)

tumrabertworld.vercel.app/resume

Summary

Python Developer with 3 years of experience in backend development, data processing, and automation. Proficient in Flask, FastAPI, and Django, with a strong foundation in API development, database management, and cloud deployment using AWS and GCP. Experienced in building efficient and maintainable systems, integrating data pipelines, and collaborating with frontend developers and data teams. Adept at writing clean, reusable code, optimizing performance, and implementing security best practices. Passionate about solving real-world problems through well-structured and scalable software solutions.

Achievements

Winner : Agentic AI Hackathon
2025
- Secured the top position in the Agentic AI Hackathon by leveraging the Coinbase Developer Platform.
- Developed an AI chatbot specializing in cryptocurrencies, Web3, and blockchain.
- Integrated real-time crypto price updates and market-moving news alerts.

Technologies and Languages

Programming Languages:Python (proficient), GO, TypeScript, Visual Basic .NET
Frameworks & Libraries:Flask, FastAPI, TensorFlow, PyTorch, OpenCV
Frontend Technologies:ReactJS, NextJS, JavaScript, HTML5, CSS3
Cloud & DevOps:AWS, GCP, Docker, Terraform, Apache Airflow, CI/CD
Database Management:MySQL, PostgreSQL, MongoDB
Data Analysis & Tools:Pandas, NumPy, Matplotlib, SQL
Languages:English (TOEIC 815), IELTS Overall 6.0

Education

B.Eng. Computer Engineering
2020 - 2024
Chulalongkorn University, Bangkok, Thailand, GPAX: 3.02

Capstone Project: Swine Fat Measurement with Computer Vision-Developed an automated swine fat thickness measurement system using YOLOv8, Computer Vision, and FastAPI, achieving significant accuracy improvements over manual methods.

Projects

Automobile Parts Manufacturing Monitoring System
October 2024 - Present
- Developed a backend system using Node.js integrated with React (VITE) for a real-time monitoring system in an automobile parts manufacturing facility.
- Designed and implemented RESTful APIs for data collection, processing, and visualization.
- Optimized system performance using WebSockets for real-time data updates.
- Deployed the system on AWS with CI/CD pipelines for automated testing and deployment.
Swine Fat Measurement with Computer Vision
2023-2024
- Developed an automated system for measuring pig carcass fat thickness using YOLOv8 and Computer Vision.
- Achieved high accuracy with a Mean Absolute Error (MAE) of ±0.43 cm.
- Designed a real-time processing system with a processing rate of 19 FPS.
- Built user-friendly web applications for batch, video, and real-time input using FastAPI and Next.js.
- Collaborated with Betagro to enhance the efficiency of pig processing operations.
Research Paper Multilabel Classification
January 2024
- Classified research papers into 18 subject areas using TF-IDF and a OneVsRestClassifier with LinearSVC.
- Built a machine learning pipeline integrating preprocessing, feature extraction, and model training.
- Used multi-label binarization and TF-IDF to transform text into structured numerical data.
- Optimized the model with hyperparameter tuning via GridSearchCV, achieving an F1-score of 0.54 and recall of 0.50.
- Developed a modular workflow with Airflow to streamline data extraction from Scopus API and model training.
Enhancing Food Distribution Efficiency with Ant Colony Optimization
April 2024
- Designed an optimized delivery system for Pizza Hub’s cloud kitchens using Ant Colony Optimization (ACO).
- Processed food delivery datasets from Kaggle to calculate optimal routes considering customer demand and delivery distances.
- Built a graph representation of the network, leveraging Python libraries such as NetworkX, Pandas, and Numpy.
- Modeled pheromone-based routing strategies with ACO, iterating parameters for best efficiency.
- Automated data processing with Python and visualized results using Matplotlib.
AI-Powered Travel Assistant
March 2024
- Designed an interactive chatbot for travelers using Google Cloud Vision API and Text-to-Speech
- Leveraged Google Gemini LLM to provide engaging and informative travel recommendations
- Enabled landmark recognition through image inputs, offering users personalized travel insights
Wordpress application automation deployment
February 2024
- Automated deployment of WordPress on AWS using Terraform for Infrastructure-as-Code.
- Provisioned EC2 instances, VPCs, and S3 for media storage, ensuring high availability.
- Integrated security best practices to restrict database access to internal network traffic only.

Work Experience

System Analyst

Bank of Thailand(Thai Central Bank)

August 2024 - Present

Transformed business requirements into functional implementations using Visual Basic .NET and SQL
Modified database structures to align with evolving business needs, ensuring efficient data migration and relational integrity
Developed stored procedures for data retrieval and manipulation
Migrated legacy data into modern systems while maintaining data integrity

Full Stack Developer Intern

Ayodia

January 2024 - March 2024

Built backend systems with Node.js and integrated with React-based frontends for robust performance.
Customized Strapi CMS to streamline internal banking processes for TTB Bank.
Improved application reliability by applying automated unit tests.

Software Quality Management Internship

Kasikorn Business-Technology Group (KBTG)

May 2023 - August 2023

Analyzed team workflows to measure task allocation efficiency using Excel and presented actionable recommendations
Identified process inefficiencies and proposed solutions, including resource optimization
Enhanced task management efficiency by collaborating across departments

Certificates

Google Cloud Skill Boost
Earned multiple badges through Google Cloud Skill Boost, demonstrating proficiency in infrastructure building with Terraform and language processing with ML. Highlights include expertise in AI and machine learning, generative AI with Vertex AI, and baseline infrastructure (GCP) setup.
Google Data Analytics
Expertise in data preparation, processing, and visualization using spreadsheets, SQL, Tableau, and R.
ETHGlobal Bangkok Hackathon
Participated in ETHGlobal Bangkok Hackathon competition, building 'HaveFun(d)'—a fundraising platform with Web3 and Web2 integration, utilizing Hedera as the destination chain.
EthPadThai BootCamp
Bootcamp for individuals interested in Web3, covering basic blockchain knowledge and programming smart contracts.

Interests

AreasFinancial payment systems, driven by a passion for creating impactful solutions in the banking industry., Cloud Engineer, Backend Development, Productivity & Life-hacks, Blockchain & Web3
FreetimeMovies & Series, Reading
ReadingSelf-Development, History, Business
SportsRunning (Half-Marathon finisher), Gym

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