Pichler, M. and Hartig, F., 2023. Machine learning and deep learning—A review for ecologists. Methods in Ecology and Evolution, 14(4), pp.994-1016.
Learn independently with with this LLM
Large Language Model comprising the prerequisites page
Generative AI conversation summarizing the prerequisites: Here
Short course designed to grow your understanding of basic concepts at the core of ML
Video and interactive ipython notebook to walk you through the Colab environment. To utilize the Tensorflow library, Google Cloud Platform, and Google Earth Engine google colab is the main control room. Get to know how the ipython notebook works and that's your first step in connecting the dots.
Understanding the workflow between the Tensorflow library, Google Cloud Platform, Google Earth Engine, and Google Colab is a challenging undertaking, however, it is exceptionally useful to have an awareness of how you are utilizing the Google Ecosystem to create the eventual end-product. Review the material below to build your confidence to use these systems.
Now its time to start looking at code and get a sense of how utilize the TensorFlow library to deploy neural networks to solve problems like image classification. Below are four colab notebooks that walk-through step by step examples. See the Recommended material below such as the slides and glossaries for more context on models, terms, etc. that you will encounter in these examples.