HELLO
I'M Sudip Laudari

PROFILE

ABOUT ME

"The best way to predict the future is to create it." — Abraham Lincoln

AI / Machine Learning Engineer with 5+ years of experience delivering production-grade AI solutions for large-scale engineering and energy-related systems. Background in Civil Engineering, Mathematics, and applied data science, with expertise in machine learning, computer vision, and statistical modeling for geotechnical, energy, and industrial data. Proven track record of leading overseas and internal projects, translating complex engineering problems into scalable AI/ML solutions deployed in real-world environments.

RESUME

SUMMARY

AI / Machine Learning Engineer with 5+ years of experience delivering production-grade AI solutions for large-scale engineering and energy-related systems. Background in Civil Engineering and applied data science, with expertise in machine learning, computer vision, and statistical modeling for geotechnical, energy, and industrial data. Proven track record of leading overseas and internal projects, translating complex engineering problems into scalable AI/ML solutions deployed in real-world environments.

EXPERIENCE

Senior Researcher, AI/ML – CADian INC. Seoul, South Korea | Feb 2024 – Present

  • Designed and deployed end-to-end AI/ML pipelines to convert complex engineering drawings into structured 3D CAD data.
  • Developed object detection and structural reasoning models (including OBB) for extracting spatial elements from engineering layouts.
  • Built production-grade AI tools, including LLM-assisted systems, to automate CAD workflows.
  • Implemented standardized DWG layer generation pipelines to ensure scalability across large projects.
  • Led AI development from model design to deployment in collaboration with backend and engineering teams.
  • Delivered AI systems under real-world constraints balancing accuracy, latency, and reliability.

Key Projects:

  • Led development of a full 2D-to-3D CAD automation pipeline.
  • Delivered a production-ready RAG system supporting customer service and internal teams.

Data Scientist – Soul Energy Seoul, South Korea | Apr 2021 – Apr 2022

  • Developed time-series forecasting and anomaly detection models (ARIMA, CUSUM, LSTM, VAE).
  • Built backend APIs to process high-volume sensor and geospatial data.
  • Designed GIS-based spatial and terrain models for energy site selection.
  • Automated ML pipelines and deployments using AWS.

Key Projects:

  • Delivered an energy anomaly detection system combining statistical and deep learning models.
  • Implemented GIS-based elevation and site-selection tools for renewable energy feasibility.

AI / ML Engineer – InterMinds Seoul, South Korea | Apr 2019 – Apr 2021

  • Built real-time computer vision systems for smart retail and automated checkout.
  • Designed low-latency object detection and OCR pipelines for production environments.
  • Integrated ML inference pipelines into web applications via REST APIs.
  • Developed reusable ML services for detection, classification, and segmentation.

Key Projects:

  • Delivered a smart retail AI system for automated checkout and inventory monitoring.
  • Deployed real-time CV services integrated with retail platforms.

SKILLS

Programming

Python, C++, SQL

Machine Learning & GenAI

CV, OCR, Time-Series, Anomaly Detection, LLMs, RAG, PyTorch, TensorFlow

Industrial AI

Sensor & Geospatial Data, Statistical Modeling, Feature Engineering

Systems & Deployment

FastAPI, REST, CI/CD, Git, On-Prem & Cloud Deployment

Data Analysis

NumPy, Pandas, Matplotlib, PowerBI

Cloud & Infrastructure

AWS (SageMaker), Linux, GPU Environments

EDUCATION

PhD – Civil Engineering University of Sydney | 2020 – 2024

Project: AI-based material sorting and energy optimization in mining.
Thesis: Detecting Particle Properties From Their Kinematics in Granular Flows.

MSc – Mathematics Sungkyunkwan University | 2016 – 2019

Thesis: Graph Centrality Pruning in Echo State Networks.
GPA: 4.11 / 4.5

PATENT APPLICATIONS

Method and System for Raster-to-Vector Conversion and 2D–3D CAD Generation Using OBB-Based Transformation Republic of Korea | 2025

Patent application submitted. Covers OBB-based geometry transformation for robust CAD automation from raster drawings.

System and Method for Object Projection and DWG Layer Standardization for BIM Applications Republic of Korea | 2025

Patent application submitted. Focused on standardized DWG layer generation and projection logic for scalable BIM workflows.

HONOURS & AWARDS

  • Faculty of Engineering Scholarship – University of Sydney (2020)
  • International Student Scholarship – Sungkyunkwan University (2016)

PORTFOLIO

PORTFOLIO

My projects----.

I will update soon ------

FAMOUS QUOTES

CONTACT

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CONTACT DETAILS


Sydney, Australia


sudiplaudari@gmail.com


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