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Machine Learning User Experience

Location:
Quan Ba Dinh, 11100, Vietnam
Posted:
October 31, 2024

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Resume:

090*******

******.***@*****.***

** **** **** *****, *** Thuan, Thanh

Khe, 550000 Da Nang

C O N T A C T P R O F I L E

S K I L L S

E D U C A T I O N

W O R K E X P E R I E N C E

Honored Bachelor

Duy Tan University

2017-2022

Graduated with GPA 3.4

Freelancer

PHP DEVELOPER - E-commerce Websiste

I am tasked with developing and enhancing the Nineship e-commerce platform using PHP and Laravel, aiming for efficient operation and a seamless user experience.

Technology:

Laravel

Redis

01/2018 - 01/2020

I am an open-minded and ambitious developer, possessing proven expertise in both website development and artificial intelligence (AI) technologies. As a fervent learner, I continuously seek to expand my knowledge and skills, particularly in the IT field. My strong interpersonal abilities allow me to effectively communicate and collaborate with teams, fostering a productive work environment. I embrace challenges as opportunities for continuous personal and professional growth, always aiming to push the boundaries of what is possible in technology and development.

L A N G U A G E S

English

Japanese

L E B A V I Ẹ T

A I E N G I N E E R

Python Developer

NodeJS DEVELOPER - Blog Website

Several development tasks have been assigned to improve a blog website, utilizing Express and Node.js, aimed at enhancing its functionality and user experience. Technology:

ExpressJS

03/2022 - 06/2023

SPELLING CORRECTION

The advanced Transformers model ensures accurate Vietnamese spelling correction, enhancing text quality and readability through deep language processing.

Technology:

Deep learning

Fine-tune T5 Model

Python

TMT Technology Company, Da Nang

Python 90%

Deep Learning 90%

Machine Learning 80%

SQL, No SQL 90%

Data Mining 100%

65%

30%

TMARKETING WEBSITE

This tool automates texting, posting, and messaging, managed via a website using Microservices for scalability and reliability. It streamlines communication and content management, enhancing user experience for individuals and businesses.

Technology:

Microservices

Fast API

CRAWL DATA:

Using Selenium to crawl data from Facebook and Instagram helps businesses automate insight gathering on customer behavior and trends, enabling more targeted marketing strategies. Technology:

Selenium

Airflow

NLP Developer (Remote) 06/2023 - 06/2024

SmartGo KR

Analyzing scientific articles involves using LDA and BERT-based models. The process starts by automating data collection from sources like ScienceDirect via web scraping tools to extract and store relevant data. Technology:

LDA

Deep Learning

Selenium

Analyze topics with scientific articles:

Aspect sentiment analysis of Da Nang tourism uses TripAdvisor data and Few-Shot Learning to assess sentiments across 20 aspects, including accommodations, cuisine, attractions, and service quality. Technology:

LLM

Deep Learning

Selenium

Aspect Sentiment analyze with tourist destination in Danang: Research and develop automatic report writing system and recommendation system: Creating an LLM-powered report system automates data analysis, while a hybrid travel recommendation system offers personalized suggestions, enhancing productivity and user experience. AI ENGINEER 06/2024 - NOW

Horus AI, Ha Noi

Optimize the Wav2Vec2 Large model for Vietnamese by fine-tuning and enhancing accuracy with SOTA Fisher Adam. Retrain a 5-gram language model to further boost performance and rebuild the dataset to support both Vietnamese and English, ensuring robust handling of numerical data.

Technology:

Deep Learning

Speech To Text

Fine-tune the ViTS model for Vietnamese.

Technology:

Deep Learning

Text To Speech

Prepare training datasets using text-to-speech and voice conversion, and train real-time wake words with a DNN model. Technology:

Deep Learning

Wake Word

Create a regulation Q&A chatbot using RAG, agents, and system prompting with LLM Gemini 1.5 Flash for accurate, efficient responses

Technology:

RAG

LLM

Prompting

Chatbot

P E R S O N A L P R O J E C T

ASPECT BASE SENTIMENT:

Developing a sentiment analysis model for TripAdvisor comments involves fine-tuning BERT to classify sentiments across aspects like service, cleanliness, location, and value. By training BERT on annotated data, the model provides detailed insights into customer feedback, helping businesses identify strengths and areas for improvement, offering valuable support to the hospitality and tourism industry.

Technology:

Fine-tuning Bert

Deep Learning

Selenium

SUMMARIZE VIETNAMESE TEXT:

Summarizing Vietnamese text, the MT5 model leverages its extensive pre-training to understand and condense the essential content of the input text. By processing the nuances and context of the Vietnamese language, it generates concise summaries that capture the core message and relevant details.

Technology:

Fine-tuning MT5

Deep Learning

Applied to summarizing text, especially in a specific language like Vietnamese, fine-tuning Flan-T5 involves training it further on a corpus of Vietnamese texts and their corresponding summaries. Technology:

Qlora with LLM - FLAN T5

Deep Learning

Word Translation Using Nearest Neighbor:

Word translation through the nearest neighbor method involves leveraging vector space models where words from different languages are represented as high-dimensional vectors. These vectors capture semantic meanings based on word usage in large text corpora. Technology:

Machine Learning

AI Mathematical Olympiad

Fine-Tuning Deepseek Math model for olympic math problem with Tora: Technology:

LLM

Lora

Deploy model with Triton and FastAPI for local server. Technology:

Docker

Triton

RestAPI

CICD



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