This training course explores the practical applications of artificial intelligence in the field of healthcare.
Objectives
Understanding the technical, ethical, and organizational issues related to the use of AI in diagnostics, medical data management, personalized medicine, and decision support tools.
Is it for you ?
Healthcare professionals
Prerequisite
• Basic knowledge of Python and machine learning • Basic understanding of data processing
Your benefits
Content
Fundamentals and use cases of AI in healthcare
Chapter 1: Introduction to AI in the medical sector
- Key definitions and concepts
- Differences between AI, machine learning, and deep learning
- Specific characteristics of medical data
Chapter 2: Use cases of AI in healthcare
- AI-assisted diagnosis (radiology, dermatology, pathology)
- Risk prediction and preventive medicine
- Hospital flow management and resource optimization
- Personalized medicine and genomics
Workshop 1: Exploring a medical dataset
- Data cleaning and visualization (e.g., patient data, imaging)
- Exploratory analysis with Python (Pandas, Matplotlib)
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Modeling, ethics, and prototyping
Chapter 3: Predictive modeling in healthcare
- Logistic regression, decision trees, neural networks
- Performance evaluation: precision, recall, ROC curve
- Anomaly detection and disease classification
Chapter 4: Ethical and regulatory issues
- Health data protection (Law 25, HDS)
- Algorithmic bias and fairness
- Acceptability by professionals and patients
Chapter 5: Prototyping a healthcare AI application
- Choosing a use case (e.g., diabetes prediction, file sorting)
- Building a simple model with scikit-learn or Keras
- Presentation of results and discussion
Workshop 2: Mini-project – Creating a predictive model
- Training on a medical dataset
- Interpreting results
- Reflection on integration into a care pathway
💡 Useful information
Our training sessions are offered in Montreal or Quebec City, in person or in virtual format. Dates and locations are provided when you select your session below. If you have any questions regarding registration, schedules, the language of instruction, or cancellation policies, please consult our FAQ .
Trainers
Private or personalized training
Do you have several employees interested in the same training course? Whether in person at your offices or remotely in virtual mode, we offer private training courses tailored to your team's needs. Group rates are available. Contact us for more details or request a quote online.
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