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Geoscience with Computer Tech. Corner

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Remote Sensing & Math Corner

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Language Learning Corner

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Geoscience with Computer Tech. Corner

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Basic of Google Earth Engine's Python API (Geemap)

Set a GEE Python Env,

Basic Operations of Objects,

Remote Sensing Image Classification

Advance of Gee Python API (1)

Spatiotemporal Smoothing,

Trend analysis,

GEE Interaction of Local Side Data, Image Download...

Advance of Gee Python API (2)

Cloud Storage for Image Uploads,

Personal Assets,

Image Availability Analysis,

Spectral and Temporal Analysis,

Advance of Gee Python API (3)

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Python for

Machine Learning

Basic Python Operations,

Python Machine Learning,

Python Scientific Cartography,

Basic of Pytorch...

Introduction: Computer simulation with geoscience

What is Computer Simulation,

Hypothesis-driven VS Data-driven Science...

Machine Learning

K-Nearest Neighbor,

Nearest Neighbor,

Support Vector Machine,

Siamese Network...

Ensemble Learning

Decision Trees, ID3,

Random Forest, Adaboost, GBDT, XGBoost, LightGBM...

Basics of

Deep Image Learning

Four Major Tasks,

Linear Function,

Loss Function, Softmax Classifier,

Dropout, Augumentation...

Convolutional Neural Network

Basic of CNN, Pooling,

VGG, ResNet

Image Segmentation

UNet Series, Deeplab Series

Image Generation

& Super Resolution

GAN, SAGAN

Object Detection

YOLO, Mask RCNN

Diffusion Model

Forward Process - Noise Adding,

Backward Process - Denoising,

Example code...

Contrastive Learning and Multimodality

SimCLR Framework,

CLIP, VQGAN-CLIP,

DALLE,

SimSCE...

Type of Learning

Supervised Learning,

Weakly Supervised Learning,

Self-Supervised Learning,

Few-Shot Learning,

Zero-shot learning...

Fewshot Learning

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Domain Adaptation

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Weakly Supervised Learning

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Self-supervised Learning

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Time series analysis - prophet

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Time series analysis - ARIMA

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Time series analysis - HMM

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Kalman filtering

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3D point cloud

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Robot Learning

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Natural Language Processing

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Knowledge Graph

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GPT

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Construction...

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Remote Sensing and Math Corner

Basic of SAR

SAR Amplitude, Single Polarization, Multi-Polarization, SAR Phase

Interferogram - Sentinel1

Know-how about Create Interferogram from Sentinel-1

$Math Formulas$

Exploratory Data Analysis

What is Exploratory Data Analysis; Statistics used in exploratory data analysis;

Plotting graphs to explore data distribution

Probability

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Academic Writing Corner

Writing technique1: Effective Academic Writing

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Writing technique2:

Logical Manuscript Structure

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Writing technique3:

Maximizing Discoverability

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English Vocabulary and Grammar Easily Misused (by East Asian)

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LaTeX Guide Book

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Language Learning Corner

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Italian (Primary level)

Italian (Middle level)

Korean (coming soon)

(coming soon)

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