Machine Learning Data Science

Nguyen Duy Dat

§ duydattqta** ï duydatng # ************@*****.*** H +84.967.190.855

Introduction

Having experience in coursework and personal projects related to machine learning, data science and natural language processing. Delivered the best technologies with applications and manipulated problem- solving skills with strong communication, analysis and leadership to control successful projects. Education

2020 - 2024 B.Sc, Honors Program, in Computer Science at Vietnam National University HCMC

- University of Information Technology (GPA: 8.45/10) 2024 - Now M.Sc in Artificial Intelligence at Vietnam National University HCMC - University of Science

Experience

April 2023 - Now Data Scientist at Viettel Group

• Simulated flight coordinates of missiles and targets, then implemented models such as RNN, LSTM, and Transformer to predict the coordinates of missiles and targets. Aligned predicted points and tuned hyperparam- eters to control missile direction and target identification.

• Conducted research on LLMs (Large Language Models - Chain of Thought (CoT) Prompting) to analyze and interpret vBI reports. De- ployed within the vMLP (Machine Learning Platform) systems.

• Implemented Metabase, an open-source visualization tool, and queried data using PostgreSQL. Organized opportunity and customer databases and data warehouse in DBeaver. Built functions for reporting with a modular format and maintained function calls in Metabase. Certificates

TensorFlow March 2024 - June 2024

– TensorFlow Developer Certificate

Google Cloud Platform March 2023 - March 2024

– Google Cloud Skill Boost Certificates

Viettel Digital Talent 2023 April 2023 - July 2023

– VDT2023-DS/AI

Coursera Web March 2022 - November 2022

– Problem Solving Using Computational Thinking - MICHIGAN

– Natural Language Processing in TensorFlow - DeepLearning.AI

– Deploying Machine Learning Models in Production - DeepLearning.AI

– ETL and Data Pipelines with Shell, Airflow and Kafka - IBM

– Machine Learning with Python - IBM

– SQL for Data Science - UCDAVIS

Projects

Controlling the missile - Viettel Phase 1 Link to Demo Developing a deep learning model in military that can help our nation to control direction of missile. Framework: Python, TensorFlow, Numpy, Pandas, Keras Anomaly detection and reasoning report - vMLP Link to Demo Anomaly detection and root cause analysis system in vBI statistical reports was developed to identify statistical anomalies and provide insights into their underlying causes, enhancing the accuracy and inter- pretability of vBI reports.

Framework: Python, Numpy, Pandas, Docx

Deploy heart disease prediction application with MLFlow Link to Demo Analyze the indicators related to heart disease in humans, statistically evaluate the variables, and tune the model. Manage experiments and log information about hyperparameters, metrics and models using the MLFlow platform. Deploy application using ECR (Elastic Container Registry) of AWS automaticly. Platform: Python, MLFlow, Docker, AWS

Deploy diffusion models on mobile and web - Final thesis at UIT Link to Demo Developed an artistic photo application designed for users who wish to enhance their personal photos in their own unique style using text prompts or available image patterns. This application offers an engaging experience for mobile users, allowing them to easily edit photos with text prompts or blend various styles. Framework: Python, PyTorch Quantization, TensorFlow, OpenCV, Numpy, Flutter Language Proficiency

English Working proficiency - TOEIC LR: 615/990, TOEIC SW: 280/400 Vietnamese Native

Skills

Programming Python, SQL, PySpark, C++, Flutter

Frameworks FastAPI, Tensorflow, Pytorch, Scikit-learn, Pandas, Numpy, OpenCV, Streamlit Misc. Git, Bash Scripting, Linux, Docker, Kubernetes, AWS, GCP Last updated: July 31, 2024

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