Vahid

Vahid

ML Engineer with both industrial and academic experience specializing in data analysis, machine...
Taiwan
Persian (Farsi), English

About Me

ML Engineer with both industrial and academic experience specializing in data analysis, machine learning and deep learning algorithm development. Effective decision-making solutions, forecasting, classification, regressi…

Experience

Researcher, Deep Learning Research Assistant

Academia Sinica, Taiepi, Taiwan
May 2023 - Present · 3 years 2 months

Research and Develop Deep learning models for multi-omics and multimodal data,
• Research on integrated neuroimaging methods:
o Medical imaging and genetic data classification (Cancer, Alzheimer Disease, …),
o GWAS association via deep learning models,
o PheWAS association and classification,
o Explainable AI and model interpretation,

Researcher – Deep Learning Research Assistant in Bioinformatics

Institute of Statistical Science, Academia Sinica, Nankang, Taipei, Taiwan
May 2023 - Present · 3 years 2 months

Research and develop deep learning models for multi-omics and multimodal data
Research integrated neuroimaging methods
Medical imaging and genetic data classification for cancer and Alzheimer disease
GWAS association via deep learning models
PheWAS association and classification
Explainable AI and model interpretation

Researcher – Deep Learning Research Assistant in Bioinformatics

Institute of Statistical Science, Academia Sinica, Nankang, Taipei, Taiwan
May 2023 - Present · 3 years 2 months

Research and Develop Deep learning models for multi-omics and multimodal data
Research on integrated neuroimaging methods: Medical imaging and genetic data classification (Cancer, Alzheimer Disease, …)
GWAS association via deep learning models
PheWAS association and classification
Explainable AI and model interpretation

AI-ML Development Engineer

KaiKuTek Inc., Nankang Software Park, Taipei, Taiwan
Jun 2020 - Jun 2022 · 2 years

Developed ML/deep learning models for gesture recognition using millimeter wave radar
Worked on customers’ projects as a team member and individually
Completed three projects individually
Contributed as a team member in five projects
Worked with image data (Range-Doppler Image), radar signals, and XY tracking data
Worked with FAE team towards handling customer’s projects
Supported customer service for ML solutions
Participated in hiring process

Researcher

Cooperative project with Intel, IoX center at National Taiwan University, Taipei, Taiwan
Jan 2019 - May 2020 · 1 year 4 months

Worked on an interactive machine learning framework
Proposed a machine tutoring approach for skill-transfer and knowledge-transfer
Skill-transfer case study: Taiko-drum playing game
Knowledge-transfer case study: Robot assembly task
Published a paper in IEEE BigData international conference, Los Angeles, 2019
Submitted a journal paper “Machine Tutoring in Mutual Interactive Learning: a Robot Assembly Case Study”, IEEE Internet of Things Journal, 2023

Researcher – Ministry of Science and Technology (MOST) project

National Taiwan University of Science and Technology, Taipei
Feb 2017 - Dec 2018 · 1 year 10 months

Worked on business revenue forecasting project
Customer behavior analysis
Implemented as a practical case study in a coffee shop
Published a paper in Machine Learning and Data Mining (MLDM) international conference, New York, 2018
Submitted a journal paper “Revenue Forecasting in Smart Retail through Customer Clustering Analysis”, in 2023

Developer, Designer and SEO

Serbaz car rental LTD., Dubai, UAE
Jul 2015 - Jun 2016 · 11 months

Designed and developed company’s website www.serbazrentacar.com mostly using Joomla
Search Engine Optimizer (SEO)

Research assistant

Yuan Ze University, Chung-Li, Taiwan
Feb 2013 - Jan 2015 · 1 year 11 months

Worked on Ethernet Passive Optical Network (EPON), WDMA Lab
Managed network traffic from OLT to ONU and passed to end users
Published three papers

AI-ML Development Engineer

KaiKuTek Inc., Nankang Software Park, Taipei, Taiwan
Jun 2020 - Jun 2022 · 2 years

Developed ML/Deep learning models for gesture recognition using millimeter wave radar
Worked on customers’ projects as a team member and individually
Worked with image data (Range-Doppler Image), Radar Signals, XY tracking data
Worked with FAE team towards handling customer’s projects
Support as customer service for ML solutions
Participated in hiring process

Researcher – Cooperative project with Intel, IoX center

National Taiwan University, Taipei, Taiwan
Jan 2019 - May 2020 · 1 year 4 months

Worked on an Interactive Machine Learning framework
Proposed a machine tutoring approach for skill-transfer and knowledge-transfer
Skill-transfer case study: Taiko-drum playing game
Knowledge-transfer case study: Robot assembly task
Published a paper in IEEE BigData international conference, Los Angeles, 2019
Submitted a journal paper “Machine Tutoring in Mutual Interactive Learning: a Robot Assembly Case Study”, IEEE Internet of Things Journal, 2023

Researcher – Ministry of Science and Technology (MOST) project

National Taiwan University of Science and Technology, Taipei, Taiwan
Feb 2017 - Dec 2018 · 1 year 10 months

Worked on business revenue forecasting project
Customer behavior analysis
Published a paper in Machine Learning and Data Mining (MLDM) international conference, New York, 2018
Implemented as a practical case study in a coffee shop
Submitted a journal paper “Revenue Forecasting in Smart Retail through Customer Clustering Analysis”, in 2023

Research assistant

Yuan Ze University, Chung-Li, Taiwan
Feb 2013 - Jan 2015 · 1 year 11 months

Worked on Ethernet Passive Optical Network (EPON), WDMA Lab
Manage network traffic from OLT to ONU and passed to end users
Published three papers

Developer, Designer and SEO

Serbaz car rental LTD., Dubai, UAE
Jan 2018

Designed and developed company’s website www.serbazrentacar.com mostly using Joomla
Search Engine Optimizer (SEO)

Skills

PostgreSQL Python Computer Vision Keras Machine Learning Algorithms Pytorch R Programming Language Deep Learning MATLAB NLP SVM Random Forest CNN RNN (LSTM GRU MGU) Transformers VAE GAN AAE Machine Learning Natural Language Processing PyTorch Support Vector Machine Convolutional Neural Networks Recurrent Neural Networks LSTM GRU MGU Variational Autoencoder Generative Adversarial Network Adversarial Autoencoder Linux MLP Siamese Network Transfer Learning BiLSTM CNN-LSTM Multi-Purpose Adversarial Autoencoder XAI Autoencoders Joomla SEO
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