CODES Online Short Course: Geodata Analytics

Australian Institute of Geoscientists > Events > CODES Online Short Course: Geodata Analytics

CODES Online Short Course: Geodata Analytics

MASTER OF ECONOMIC GEOLOGY SHORT COURSE

Geodata Analytics


 

Date & Time

8 February – 19 March 2021 (6 weeks)
MODULE 1 – FUNDAMENTALS – Online self-directed & self-paced learning

22-27 March 2021 (1 week)
MODULE 2 – METHODS AND TOOLS – Online lectures and practicals – intensive delivery

29 March – 16 April 2021 (4 weeks)
MODULE 3 – COLLABORATION, INTERPRETATION AND COMMUNICATION
Online self-directed & collaborative self-paced learning


 

PRELIMINARY PROGRAM

MODULE 1 – FUNDAMENTALS – Online self-directed & self-paced learning
Basic statistics, databases and exploratory data analysis, data formats and data preparation such as filtering and transformation, classification and querying of database queries, image analysis and segmentation. Peer-review of literature and a case study involving data analytics
Lesson topics:

  • Data analytics and basic statistics
  • Databases and data wrangling
  • Data transforms, dimensionality reduction and text processing
  • Unsupervised learning
  • Supervised learning
  • Image processing

MODULE 2 – METHODS AND TOOLS – Online lectures and practicals – intensive delivery
Identify, integrate and process relevant data to produce models, carry out analysis and visualization with an emphasis on reproducibility and reporting outcomes. Datasets will focus on mineral exploration or mining-related problems.

  • Geological databases and online data access
  • Compositional data analysis
  • Text processing and mining
  • Network analysis
  • Unsupervised learning and segmentation
  • Supervised image classification
  • Deep learning

MODULE 3 – COLLABORATION, INTERPRETATION AND COMMUNICATION –
Online self-directed & collaborative self-paced learning

Using a variety of geoscience datasets and working both individually and in groups, students will carry out a series of data analyses to, for example, identify prospective areas in mineral exploration environment, or predict rock properties around a mine. Students will be required to integrate their analyses and findings in small groups and contribute to an online seminar.


 

COURSE PRESENTERS

Matthew Cracknell is a Lecturer and Researcher at CODES. He is an expert in geoscience data analysis, modelling and visualisation.

Guest presenters for the course will be confirmed soon.


 

COURSE INFORMATION

Participants should ensure they have admin rights on their computer. Those completing Modules 2 and 3 will also need to be able to access/use various platforms/software packages such as Youtube and Zoom in order to complete assessment items. More information will be provided in an FAQ document once registration is complete.


 

REGISTRATION FEES

All fees are in Australian dollars (AUD) and include GST.

Minerals Geoscience Masters Program (MGM) Students:
Full course (free)- University of Tasmania enrolled
Full course (free)- University of Western Australia enrolled

Industry Participants:
Full course ($3,300)*
Module one ($990)
Module two (requires completion of Module one) ($1,650)*
Module three (requires completion of Module two) ($1,650)*
Other Full-time Students:
Full course ($550)*
Module one ($165)
Module two (requires completion of Module one) ($275)*
Module three (requires completion of Module two) ($275)*

* Participant numbers for Modules two and three are capped, with preference to enrolled MGM students. Other interested parties will be advised whether their preferred participation option is available by February 2nd.


 

Registration

REGISTRATION FORM