No Code - Low Code Machine Learning For Healthcare
Learn by doing . Apply machine learning and deep learning algorithms to solve healthcare problems. Complete the course in 2-3 weeks/3hours per week
A message from the instructor
How to use this course
Introduction to AI and ML in Healthcare
Resources you need to accelerate your AI/ML journey
The basics of Python programming
Python programming by Googling
Using Codex (Open AI) to program like a Pro
The basics of machine learning in healthcare
Explainability of machine learning models
Evaluating ML models in healthcare
Lab 1: Building machine learning models with low code
Lab 2: Building machine learning models with no code
The basics of deep learning algorithms and how they are applied in healthcare
Convolutional Neural Network (CNN) / Recurrent Neural Networks (RNN) mechanics
Natural Language Processing "The Basics"
Lab 1: Building deep learning models with no code
Lab 2: Building deep learning models on AWS
After you complete this course, you will be able to:
Understand the basics of machine learning and AI, including key terminology and concepts such as supervised learning, unsupervised learning, and neural networks
Understand how machine learning and deep learning models are built and validated on healthcare data
Understand the basic syntax and structure of the Python programming language and how to build machine learning models in python by googleing
Understand how to use Codex (Open AI) to turn texts into code and accelerate your learning journey
Build (hands-on) machine learning models using real healthcare data with or without code
Understand the ethical considerations involved in using machine learning and AI in healthcare, including bias, explainability, repeatability, and others
This course is designed for healthcare professionals, researchers, data scientists, ML engineers and anyone interested in the application of ML/AI in healthcare, especially those who are new to the field
Our low/no-code course, taught by AI/ML expert physician/researcher, is the only hands-on option for learning ML/DL application on healthcare data
This course does not require any prior programming experience and is designed for those who are new to the field and looking to learn everything from scratch. No prerequisites are required.
Yes, upon course completion, a certificate will be provided.
Aziz Nazha, MD