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Welcome Reception
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Displaying
35
contributions
out of
35
AI and MC simulations in medical physics. Virtual clinical trials
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AI in radiation medicine: Regulatory and ethical considerations
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Advanced statistical Methods: cont’d (+ Q and A)
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Advanced statistical Methods: regression for predictive modelling and classification, co-variance, corelation, ROC analysis
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Basic requirements and IT infrastructure for AI application in radiation medicine + Q and A
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Challenges and pitfalls of AI in radiation medicine
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Clinical implementation of AI tools: process from medical physicist’s perspective
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Data management: Data curation
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Data management: data collection and quality assessment
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Deep learning: transformer networks, GANs, transfer learning, augmentation, metrics of evaluation
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Discussion and Q&A
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Group 1: DL CNN vs. GAN. Colab + Python
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Group 1: Decision Trees, testing, splitting, evaluation vs. Conf. Matrices, etc
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Group 1: Demo: Real example of auto TP AI-based tool
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Group 1: ML Regression + Classification using Google Colab + Python
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Group 2: DL CNN vs. GAN. Colab + Python
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Group 2: Decision Trees, testing, splitting, evaluation vs. Conf. Matrices, etc
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Group 2: Demo: Real example of auto TP AI-based tool
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Group 2: ML Regression + Classification using Google Colab + Python
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IAEA support to medical physics and AI related activities
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Introduction to AI, historical background, vocabulary and definition of terms related to AI
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Introduction to deep learning
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Machine learning models and data analytics tools
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Machine learning models and data analytics tools
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Overview of diagnostic radiology and nuclear medicine procedures utilizing AI (or may potentially benefit from)
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Overview of radiation therapy procedures utilizing AI (or may potentially benefit from)
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Practical's Q and A TBC
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Pre course test
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Regulatory considerations on AI for radiation medicine
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Roles and Responsibilities of Medical Physicists in AI-based Clinical Applications
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Training of machine learning models
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Validation of machine learning models
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Welcome and introduction of participants
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Workshop closure
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Workshop evaluation and post course test
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Organizers
Olivera CIRAJ-BJELAC (IAEA, Austria), Egor TITOVICH (IAEA, Austria), Local Organiser: Renato Padovani (ICTP)
Co-sponsors
