see also:

• information technology main index
• cyber security courses
• Youtube: Python4Delphi
• Youtube: PyTorch on Delphi
• Youtube: OpenAI and Delphi

• general pre-requisites are:
  • healthcare knowledge base
  • Python programming
    • Read, understand, and write code in Python, including language constructs such as functions and classes.
    • Read code using vectorized operations with the NumPy library.
  • probability theory
  • single variable calculus
  • vectors and matrices
  • machine learning
    • Build a machine learning model for a supervised learning problem and understand basic methods to represent categorical and numerical features as inputs for this model
    • Perform simple machine learning tasks, such as classification and regression, from a set of features
    • Apply basic knowledge of Python data and machine learning frameworks (Pandas, NumPy, TensorFlow, PyTorch) to manipulate and clean data for consumption by different estimators/algorithms (e.g. CNNs, RNNs, tree-based models).
• syllabus may include:
  • clinical data
  • clinical knowledge systems such as physiologic time series, differential diagnosis, disease progression and modelling
  • risk stratification
  • survival modelling
  • Clinical Natural Language Processing
  • Causal Inference from Observational Data
  • AI risks
    • algorithmic bias
    • difficulty of generalizing AI models
  • use case examples
    • diagnosis
    • precision medicine - patient-centric care
    • prediction models

• RMIT AI Programming with Python - 12 weeks (8-10 hours per week)
• RMIT Developing AI Strategy - 6 weeks (5-8 hours per week)
• Latrobe Uni - Graduate Certificate in Artificial Intelligence $15,300? 6 month course Start Date: 27 FEBRUARY 2023
• UNSW Clinical Artificial Intelligence
• Udemy course The Complete Healthcare Artificial Intelligence Course 2022 $27 for 19hrs videos;
• Harvard AI for Health Care 4 day overview course
• Aust Inst. of ICT AI course - 6 months online, four exams across four certifications that need to be undertaken in-person at a testing centre near you, or in an online proctored environment; $4,544 fee.
• Udacity:
  • Udacity AI Programming with Python 3 months at 10hrs/wk
    • the programming tools (Python, NumPy, PyTorch)
    • the math (calculus and linear algebra)
    • key techniques of neural networks (gradient descent and backpropagation).
  • Udacity Deep Learning 4 months at 10hrs/wk
    • Convolutional Neural Networks
    • RNNs & Transformers
    • Building Generative Adversarial Networks
  • Udacity Intro to Machine Learning with PyTorch 3 months at 10hrs/wk
    • foundations of neural network design and training in PyTorch
    • learn to implement unsupervised learning methods for different kinds of problem domains
  • Udacity Intro to Machine Learning with TensorFlow 3 months at 10hrs/wk
    • learn about supervised learning, a common class of methods for model construction.
    • learn the foundations of neural network design and training in TensorFlow.
    • learn to implement unsupervised learning methods for different kinds of problem domains.
  • Udacity AI for Healthcare need Python, machine learning; 4 months at 15hrs/wk
    • Applying AI to 2D Medical Imaging Data
    • Applying AI to 3D Medical Imaging Data
    • Applying AI to EHR Data
    • Applying AI to Wearable Device Data