sooheang

LegalTech startups

Immigration

Startups

• Lawfully - provide immigration documents and issue trackers for H1 Visa, started at Jan, 2018. HQ: New York, USA

• Visa Extension - provide immigration documents and issue trackers to extend visitor(B-1/B-2) VISA. started at 2017 HQ: CA, USA

  • Business Model: Khan's Hubrid Model
    • Our Delaware C-Corp is building the tech and scales up.

• Our immigration law firm works hand in hand with the C-Corp and licenses our technology.

sooheang

Explainable Deep Learning

Overview of Explainable Deep Learning

Three major research directions in explainable deep learning: understanding, debugging, and refinement/steering

Model understanding

aims to explain the rationale behind model predictions and the inner workings of deep learning models, and it attempts to make these complex models at least partly understanding

• Perturbation experiments (CVPR2014): Large Convolutional Network models have recently demonstrated impressive classification performance on the ImageNet benchmark. However there is no clear understanding of why they perform so well, or how they might be improved. In this paper we address both issues. We introduce a novel visualization technique that gives insight into the function of intermediate feature layers and the operation of the classifier. We also perform an ablation study to discover the performance contribution from different model layers. This enables us to find model archite

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R miniCRAN Tutorial

References

• https://cran.r-project.org/web/packages/miniCRAN/vignettes/miniCRAN-introduction.html

sooheang

Network Storage 구성

Dual NAS systme with dual router. Each

• Synology 1817+ 8G: KRW 1,300,000 [Enuri]
  • 8 HDD Bay, 8GB Ram
• Synology 918+: KRW 700,000 [Enuri]

• 4 HDD Bay

sooheang

Surgical Robotics with Deep Learning

Papers and Patents

Data Pipelines (Engineering)

• [18.05] 학습용 데이터 관리방법, 장치 및 프로그램 by 정희철 [Link]

Surgical Robotics

• [04.01] Robotic Surgery by Anthony R. Lanfranco and others @ the Annals of Surgery

sooheang

Terminal Setting

Install Brew

/usr/bin/ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)" 

• Install wget