NASA ARSET: Data Preparation of Imagery for Large-Scale ML Modeling, Part 1/3

preview_player
Показать описание
Large Scale Applications of Machine Learning using Remote Sensing for Building Agriculture Solutions

Part 1: Data Preparation of Imagery for Large-Scale ML Modeling

Trainers: Sean McCartney
Guest Instructors: John Just (Deere & Co.), Erik Sorensen (Deere & Co.)

-Submit lists of boundaries to the NASS API and retrieve CDL rasters back
-Subsample and visualize retrieved data from CDL with interactive spatial images and other statistical plots
-Obtain Sentinel-2 raster files for a given area and timeframe corresponding to the retrieved CDL data and manipulate the sentinel-2 rasters into tables in preparation for analysis and model training.
-Verify correct processing of data via various interactive plots (e.g. time series of pixels of various land covers).

  1. NASA Video
  2. nasa
  3. ARSET
Рекомендации по теме
NASA ARSET: Data 1:47:50

NASA ARSET: Data Preparation of Imagery for Large-Scale ML Modeling, Part 1/3

NASA ARSET Data 1:47:50

NASA ARSET Data Preparation of Imagery for Large Scale ML Modeling, Part 1 3

NASA ARSET: SAR 0:42:00

NASA ARSET: SAR Processing and Data Analysis, Session 2/4

NASA ARSET: Overview 1:31:07

NASA ARSET: Overview of Machine Learning, Part 1/3

NASA ARSET: Introduction 1:42:55

NASA ARSET: Introduction to Image Processing & Data Access, Session 2/3

NASA ARSET: Data 1:27:46

NASA ARSET: Data Loaders for Training ML Models on Irregularly-Spaced Time-Series Imagery, Part 2/3

NASA ARSET: Introduction 1:31:48

NASA ARSET: Introduction to Datasets, Part 1/3

NASA ARSET: Basics 0:55:24

NASA ARSET: Basics of Synthetic Aperture Radar (SAR), Session 1/4

NASA ARSET: UN 1:25:19

NASA ARSET: UN Biodiversity Lab: Introduction and Training, Part 2/3

NASA ARSET: Crop 2:30:46

NASA ARSET: Crop Classification with Time Series of Polarimetric SAR Data, Part 1/3

NASA ARSET: Overview 2:44:55

NASA ARSET: Overview of Drought Monitoring Data and Tools using Earth Observations, Part 1/4

NASA ARSET: Biodiversity 1:28:18

NASA ARSET: Biodiversity Applications for Airborne Imaging Systems, Part 1/4

NASA ARSET: Access 1:35:54

NASA ARSET: Access Data at Organization and Individual Levels, Part 3/3

NASA ARSET: Crop 2:30:54

NASA ARSET: Crop Classification with Time Series Optical and Radar Data, Part 2/3

NASA ARSET: Using 1:52:41

NASA ARSET: Using UN Biodiversity Lab to Support Biodiversity & Sustainable Development, Part 1/...

NASA ARSET: Introduction 1:18:34

NASA ARSET: Introduction to Mapping, GIS, and Drones, Session 1/3

NASA ARSET: Overview of 0:53:19

NASA ARSET: Overview of Satellite Remote Sensing of Aquatic Environments, Part 1/4

NASA ARSET: Satellites, 0:44:04

NASA ARSET: Satellites, Sensors, Data and Tools for Land Management and Wildfire Applications

NASA ARSET: Overview 1:41:10

NASA ARSET: Overview of Remote Sensing Observations to Assess Water Quality, Part 1/3

NASA ARSET: Introduction 1:33:07

NASA ARSET: Introduction to Spatial Data and Policies for Biodiversity, Part 1/3

NASA ARSET: INSAT 1:08:50

NASA ARSET: INSAT Aerosol Observations over Asia and Africa, Session 4/4

NASA ARSET: Accessing 1:31:05

NASA ARSET: Accessing and Analyzing SIF Data for Vegetation Studies, Part 4/4

NASA ARSET: Utility 1:17:30

NASA ARSET: Utility and Advantage of Multi-Scale Analysis, Part 3/3

NASA ARSET: Introduction 2:02:42

NASA ARSET: Introduction to Population Grids and Their Uses, Part 1/2