Dang Phuong Nam
AI ENGINEER
091******* ***************@*****.*** https://s.net.vn/Ll86 Ha Noi, Viet Nam OBJECTIVE
I want to apply my specialized knowledge and experience in AI to create real value for the company. In addition, I will continuously learn, keep up with the latest trends, and further enhance my skills. EDUCATION
Bien Hoa High School for the Gifted 2017 - 2020
Information Technology
Posts and Telecommunications Institute of Technology 2020 - 2025 Information Technology
GPA: 3.06/4.0
WORK EXPERIENCE
StepUp 04/2022 - 11/2022
Data Engineer
Generate and label English data. Test the flow and evaluate the performance of the chatbot model after training. Naver Lab 12/2022 - 02/2023
Resident
Researching Vietnamese Spell-Checking.
FTECH - AI 02/2023 - 06/2024
AI Engineer
Research, experiment, train, and develop AI models for Information Retrieval and Semantic Similarity in the domain of secondary and high school subjects.
VINADES 12/2023 - 06/2024
AI Engineer - Remote
Research, experiment, train, and develop Chatbot AI to answer questions about the laws on bidding of Vietnam. FTECH - AI 04/2023 - 12/2023
Project: Asymetric Semantic Similarity
Research, experiment, train, and develop AI Models for Information Retrieval and Semantic Similarity in the domain of secondary and high school subjects.
Main Repository:
• I'm the PIC for this project.
• Collect, process data.
• Using Inverse Cloze Task to generate query-document pairs from the collected dataset.
• Research, propose and build model: I leverage several methods such as ColBERT, RankEncoder, SimCSE Then, I use hybrid search method that combines BM25 + Keywords Extraction + Dense Vector for Information Retrieval.
• Framework: Pytorch.
FTECH - AI 01/2024 - 04/2024
Project: Long Context Model
Research, experiment, train, and develop Long Context Models to overcome the shortcomings of Transformers on extremely long sequences.
Main Repository:
• I'm the PIC for this project.
• Collect, process data.
• Research, propose and build model: I leverage several methods such as Longformer, Flash Attention, Memory Efficient Attention, Blockwise Parallel Transformer, BigBird, Nomic Embed, BGE-M3
• Framework: Pytorch.
FTECH - AI 01/2024 - 04/2024
Project: Text Embedding Service
Research, experiment, and develop a Text Embedding Service providing embedding vectors through an API. Main Repository:
• I'm the PIC for this project.
• Research, propose and build service: Build a service that supports PyTorch models and ONNX models with a latency requirement of no more than 1 second per request and a minimum throughput of 100 requests per second.
• Framework: ONNX, Pytorch.
VINADES 12/2023 - 06/2024
Project: Dauthau.info Chatbot
Research, experiment, train, and develop Chatbot AI to answer questions about the laws on bidding of Vietnam by RAG (Retrieval Augmented Generation).
Main Repository:
• Collect, process data.
• Research, propose and build model: I leverage several methods such as ColBERT, RankEncoder, SimCSE, Longformer, Flash Attention, Memory Efficient Attention, Blockwise Parallel Transformer, BigBird, Nomic Embed, BGE-M3... Then, I use hybrid search method that combines BM25 + Keywords Extraction + Dense Vector for Information Retrieval..
• Research, propose and build Large Language Model: I use fine-tuning on several pretrained models such as Vietcuna-7b-v3, vinalama-7b, bkai/llama2-7b, Vistral-7B-Chat
• Framework: PEFT, H2O LLM Studio, Pytorch.
HONORS & AWARDS
Bronze Medal In National Math Olympiad 2024
Second Prize In The Kalapa Bytebattles 2023 Vietnamese Medical Question Answering Challenge 2023 Third Prize In Viet Future 2023
Fourth Prize In ICPC PTIT 2023
Fourth Prize In AI Tetris Battle Naver 2023
Silver Medal In National Math Olympiad 2023
Honor Prize National ICPC 2022
First Prize In ICPC PTIT 2022
Students Of The National Informatics Team 2022
First Prize In Code Exchange Contest For South and North PTIT 2022 Candidate Master Codeforces 2022
Students Of The National Informatics Team 2020
https://s.net.vn/X8Dj Link Of The Prizes
SKILLS
C/C++ 5 years of experience in Data structures and algorithm. Aritificial Intelligence 1.5 years of experience in Python, Pytorch, Machine Learning, Deep Learning, Natural Language Processing.
Other Skills Task management, teamwork, self-learning. ACTIVITIES
ProPTIT Club 06/2022 - 06/2023
Teacher
Teach the students about Data Structures And Algorithms, OOP C++, Basic Java. ProPTIT Club 06/2023 - 12/2023
Leader Of Team AI
Teach the students about machine learning and basic deep learning models such as CNN, RNN, LSTM, Transformers, ... © topcv.vn