HOA NGUYEN THI THANH

Data Scientist

034*******

Ho Chi Minh, Viet Nam

adxsjf@r.postjobfree.com

github.com/huuminh365

kaggle.com/nguynththanhho

Work experience

Researcher Feb. 2023 — May. 2023

• Collection, processing and analysis data.

• Research language modeling.

Education

Industrial University of Ho Chi Minh City 2019 — 2023 Bachelor of Science in Data Science GPA: 3.35/4.0

Skills

Technical skills

• Programming languages: Python, C++, Java.

• System: Windows, Linux.

• Tools: Github, MongoDB, pgAdmin4, DBeaver, Microsoft Office.

• Proficiency in using machine learning toolkits on data analyzing and modeling: Pandas, Numpy, SciPy, Scikit-Learn, Sympy

Data science skills

• Research.

• Statistics, Mathematics, Data Visualization.

• Deep learning(CNN, LSTM, RNN, Transformer, Conformer)

• Machine Learning(Linear Regression, Logistic Regression, Decision Tree, Random Forest...)

• Data structure and algorithm.

• Crawl data using Beautiful Soup and Selenium.

• Big Data: Firebase, Apache Spark, Hadoop.

Communication

• Vietnamese (Native), English (strong reading, listening, and intermediate writing and speaking). Projects

Diagnosis of breast cancer. Dec 2022 - May 2023

Project Computer Vision - link

• Leader

• Framework: pytorch.

• Access to cancer diagnosis from mammography using deep learning. Depth estimation from a single image using CNN with Fully Connected. Sep 2022 — Oct 2022 Project Computer Vision - link

• Leader

• Framework: pytorch.

• Using CNN with a Fully Connected model to solve the problem of estimating depth from a single image.

• Results were obtained using MSEloss: 16 for the validation and 21 for the training set. Spelling Correction May 2022- Aug 2022

Project NLP - link

• Leader

• Framework: pytorch.

• Crawling and processing data with Beautiful Soup and Selenium.

• Using the Transformer model.

• Averages a BLEU score of 74% on the test set and an accuracy of 97% on the validation set. Anomaly Detection Dec 2021- Mar 2022

YSC 2021 Eureka 2021, JST 2022

• Co-author

• Data analysis and visualization.

• Successfully applied Hypothesis Testing to an unsupervised Autoencoder for an Anomaly Detection task.

• Experiment on NSL-KDD Dataset. Achieved accuracy: 96% A Novel Approach for Vietnamese Speech Recognition Using Conformer. Aug 2022- Nov 2022 Springer 2022 Eureka 2022, FDSE 2022

• Co-author

• Model Conformer-CTC

• 115 hours Speech Training Dataset: Vivos dataset (15 hours) and VLSP 2020 ASR Corpus (100 hours).

• 0.45 hours testing dataset: Vivos dataset

• Result: WER 20% in test dataset.

Awards & Honors

Third Prize

ACM - ICPC Vietnam National Round. 2022

Scholarships

Industrial University of Ho Chi Minh City 2019-2022 Consolation prize

TDMU Entropy Data Analytics data mining competition. Apr - 2021 Activities

Co-administrator of AI Club IUH 2021 - Present

Industrial University of Ho Chi Minh City. Ho Chi Minh City Mentor of AI Club 2021 - Present

• Mentor Machine Learning fundamentals of AI Club IUH. (2022)

• Mentor Python fundamentals for K16 K17 of AI Club IUH. (2021)

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