Schedule & Program Details
Every Wednesdays
starting September 16, 2020
at 5-7 PM PST
Wed, Sept 16, 5:00 PM - 7:00 PM PST
Wed, Sept 23, 5:00 PM - 7:00 PM PST
Wed, Sept 30, 5:00 PM - 7:00 PM PST
Wed, Oct 7, 5:00 PM - 7:00 PM PST
Overview
The workshop will cover a complete workflow of data collection, feature extraction, machine learning model building, validation, prediction, and evaluation of hurricane forecast models. It will provide hands-on training in processing satellite data and organizing data for operational hurricane forecasting. The instructor will introduce methods for feature extraction and data dimensionality reduction, and multiple machine learning techniques.
RMDS Certification Benefits






Course Syllabus
Week 1: Data Collection and Feature Extraction
Understanding data
Preprocessing techniques for spatiotemporal varying satellite data
Generating features from data
Week 2: Machine Learning Algorithms and Model Building
Model building
Model validation
Model evaluation
Week 3: Implementation and Solution Creation
Script automation
A web-based real-time forecasting system
Week 4: Innovative Techniques and Methods
New findings and new methods from the latest research
Generating creative features to improve models
Learn with the best

