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Hello World, I'm Lidet!

πŸ‘©πŸ»β€πŸ”¬ Researcher by Head, πŸ‘©πŸ»β€πŸ’» Engineer by Heart and πŸ€“ Geek by Design.

  • Leveraging machine perception and generative AI to generate realistic simulations of EV mobility data.
  • Exploring human mobility patterns and energy challenges in EV and Vehicle-to-Grid (V2G) dynamics.

🌐 Expertise Highlights:

  • Machine Perception: Adept at leading data science projects that bridge remote sensing and tree modeling, designing street-tree detection experiments, and developing Super-resolution GANs for satellite imagery enhancement. Extensive experience in object detection, geo-localization, and socio-economic analysis.

  • Generative AI: Proficient in designing and implementing GANs models, particularly demonstrated in a project addressing dementia-related challenges, specifically wandering behavior. Successfully applied GANs for generating synthetic data, leading to technical disclosures, a patent, and a tech offer. Expertise includes GANs, indoor positioning, and deep learning applications.

  • Geospatial Data Mining: Experienced in fusing geospatial data and machine perception, focusing on urban mobility and electric vehicle strategies. Leveraged location-based services and mobility data to derive insights into spatial-temporal flow and behavioral patterns. Keywords: Location-based Services, Urban Mobility, Spatial-temporal Flow, Behavioral Pattern.

  • Positioning and Navigation: Extensive contributions to the field, ranging from developing an Indoor Localization System using Deep Learning and IoT. A key contributor to the development of an Indoor Localization System and a prototype for locating wandering individuals with dementia, demonstrating real-world viability.

πŸš€ Skills:

  • Programming: Proficient in Python, and Java.
  • Data Analysis: Experienced with tools like Pandas, NumPy, etc.
  • Machine Learning: Skilled in TensorFlow and PyTorch frameworks, with expertise in various algorithms.
  • Big Data: Familiar with concurrent programming and leveraging multiprocessors to enhance computational efficiency and performance.
  • Collaboration: Strong teamwork and communication skills, fostering effective collaboration.

πŸ’¬ Connect with me:

πŸ’Ό Looking for Opportunities:

  • Passionate about applying research excellence to real-world challenges.
  • Seeking opportunities in Generative Models, Machine Perception, and Geospatial Data Mining.

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πŸ“‡ Latest Blog Post

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Lidet_YS's Projects

android-layout icon android-layout

My first few Android app as I am getting familiar with Android and Git

dcgan.torch icon dcgan.torch

A torch implementation of http://arxiv.org/abs/1511.06434

deep-learning-v2-pytorch icon deep-learning-v2-pytorch

Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101

exp_helper icon exp_helper

my personal collection of helper script to used for my ML projects.

practice-udacity-sunshine-project icon practice-udacity-sunshine-project

This is just a practice while learning from Udacity - Sunshine Project. For more information check https://classroom.udacity.com/courses/ud851

rehabpartner icon rehabpartner

Developer: Lim Shao Loong (FYP Student AY1617), Yean Seanglidet (PhD Candidate)

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