AI Engineer
Resume:
Nguyễn Khoa Tân Tiến
AI Engineer
Innovative AI Engineer with 1+ year of experience in Data Science, Machine Learning, and Deep Learning in business and school. It includes working on Machine Learning, Deep Learning projects at school, researching Computer Vision and Bioinformatics, and executing tasks in Data Analysis, Data Mining, Data Science, Computer Vision, and NLP while working at a real estate firm. Ho Chi Minh City, Vietnam
*********@*****.***
Education
2019 - 2023
University of Science - VNUHCM
Bachelor's degree, Mathematics and Computer Science Work Experience
Data Scientist Intern - Hung Thinh Corporation
August 2022 - February 2023
Collect data with website crawl methods; build data pipelines for ETL with direct load from PostgreSQL through pgAdmin4, process, filter and transfer data. Build regression and prediction models on real estate prices using Machine Learning frameworks. Use Docker, Amazon S3, FastAPI, and ReactJs to deploy projects. Research new technologies for the real estate industry, including NLP, and Computer Vision tasks. Projects
Antibiotic Resistance Research using Deep Learning and Data Mining Approaches
Analysis of the bacteria population observed through fluorescence microscopy by Deep Learning and Data Mining to explore antibiotic resistance and prevent it. Role details:
Collaborate with the University of Oxford's Ph.D students. y
Look for and read project-related literature and scientific papers. Manage data labeling team.
Process images, build the Variational Autoencoders model by TensorFlow, Keras. Implement Data Mining on new sample data from the Variational Autoencoders model. 3D Reconstruction from Real Estate 2D Image.
Use Computer Vision and Deep Learning methods to reconstruct 2D images of apartments or houses to 3D view for a state-of-the-art observation of the real estate industry. Role details:
Do it when working for Hung Thinh Corporation.
Look for and read project-related literature and scientific papers. Apply 3D reconstruction open sources for real estate image data of the company. Apartment Pricing Model API
Work with the amount of data about apartment listings on websites batdongsan.com, nhatot.com, chotot.com, muabannhadat.vn, 123nhadat.vn to manage, extract, transfer and build models to predict the price of apartments. Then implement the model with frameworks for containing, backend and frontend.
Role details:
Do it when working for Hung Thinh Corporation.
Look for and read project-related literature and scientific papers. PostgreSQL, pgAdmin to manage and load data. Python (Pandas, Numpy, Scipy, Selenium, etc.) programming to collect, extract and transfer data. Scikit-learn for RandomForestRegressor. In the implementation stage, I used the frameworks Docker, AWS, FastAPI and ReactJS for containing, backend and frontend.
Time series analysis
Use clustering and multi-dimensional analysis to identify human motion primitive activities measured by accelerometer readings.
Role details:
Do it when studying at university.
Dimensionality reduction with PCA, t-SNE, Autoencoders. Convert data from a time domain to a frequency domain by Fast Fourier Transform. Clustering with K-means Clustering.
Skills
Programming Skills
Python, C++, R, Javascript
Data Skills
Data Science, Data Analysis, Data Mining, Data
Visualization, Pandas, Numpy, SciPy, Matplotlib,
Searborn, Plotly, Selenium, Requests, Pillow
Machine Learning Skills
Machine Learning, Deep Learning,
Computer Vision, NLP, Scikit-Learn,
TensorFlow, Keras, PyTorch, OpenCV
Technologies
SQL, PostgreSQL, pgAdmin, Docker, AWS S3 Bucket,
FastAPI, ReacJS, Git, GitHub, GitLab, Power BI, Linux, Command Line
Other Specialized Skills
Probability and Statistics, Linear Algebra,
Discrete Mathematics, Bioinformatics, Time
Series Analysis
Personal Skills
Critical thinking, problem-solving, creativity,
communication skills, teamwork
Languages
B1 English
Interests
Football
Guitar
ests
Music
Travel
References
Mr. Nguyen Tan Trung
Title: Deputy General Manager of Data
First - Hung Thinh Corporation
Add: 191 Nam Ky Khoi Nghia, Vo Thi Sau, District 3 Email: *****.*********@*************.***.**
Mr. Nguyen Thanh Binh
Title: Associate Professor, University of
Science - VNUHCM
Add: 227 Nguyen Van Cu, Ward 4, District 5
Email: *******@*****.***.**
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