Artificial Intelligence in Medicine
COURSE & WORKSHOP ARCHIVE
Mar 29, 2023
Case-based learning, conclusion & wrap-up - Ehsan Misaghi
Join Ehsan Misaghi in this video as he concludes a case-based learning session using medical AI papers and wraps up the key takeaways. Explore the power of case-based learning in deepening your understanding of medical AI publications and their practical applications. Gain insights into real-world case studies that demonstrate the relevance of theoretical knowledge in solving healthcare-related problems.
Mar 22, 2023
AI in primary care and evaluating an AI paper
Join Dr. Amira Aissiou in this video as she explores the fascinating world of artificial intelligence (AI) in primary care. Gain valuable insights into how AI is revolutionizing the field of medicine, specifically in primary care settings. Additionally, Dr. Aissiou provides guidance on how to effectively read and interpret AI in medicine research papers, ensuring you stay up-to-date with the latest advancements in this rapidly evolving field.
Mar 15, 2023
Explore the groundbreaking intersection of artificial intelligence (AI), omics, and oncology in this enlightening video. Discover how AI is revolutionizing cancer research and treatment by analyzing vast omics datasets, including genomics, transcriptomics, proteomics, and metabolomics. Gain insights into the role of AI in uncovering biomarkers, predicting treatment responses, and personalizing cancer therapies. Explore real-world examples of AI applications in oncology, from early cancer detection to precision medicine and drug discovery. Join us on this captivating journey to understand the transformative potential of AI in omics and oncology, as it accelerates advancements in cancer diagnosis, treatment, and research.
Mar 8, 2023
Radiology, Pathology, and Cardiology
Delve into the fascinating realm of artificial intelligence (AI) in radiology and pathology with this introductory video. Gain a foundational understanding of how AI is revolutionizing the fields of radiology and pathology, transforming diagnostic accuracy and efficiency. Explore real-world applications of AI, including image analysis, pattern recognition, and disease classification. Discover how machine learning algorithms are being trained on vast datasets to aid radiologists and pathologists in accurate diagnoses and treatment planning. We end with a look into AI in Cardiology. Explore how AI is revolutionizing the field of cardiology, enabling advanced analysis of cardiovascular data and improving patient outcomes. Discover the diverse applications of AI in cardiology, from risk prediction and early detection of cardiovascular diseases to personalized treatment plans and remote monitoring.
Mar 1, 2023
Neurology and Neurosurgery
Join Dr. Shane Eaton in this introductory video as he explores the applications of artificial intelligence (AI) in neurology and neurosurgery. Discover how AI is revolutionizing the field, aiding in the diagnosis, treatment, and management of neurological conditions. Explore cutting-edge techniques such as image analysis, predictive modeling, and precision surgery planning, all powered by AI algorithms. Gain insights into the potential of AI in enhancing neurological imaging, facilitating early detection, and improving surgical outcomes.
Feb 22, 2023
Machine Learning and Infectious Diseases - Dr. David Wishart
Discover the powerful fusion of machine learning and infectious diseases with international AI expert David Wishart. Explore how cutting-edge algorithms and predictive models are revolutionizing disease surveillance and outbreak prediction. Dive into real-world case studies where machine learning techniques have been leveraged to analyze large-scale epidemiological data, identify patterns, and forecast the spread of infectious diseases. Join us on this enlightening journey to understand the role of machine learning in combating infectious diseases and shaping the future of global health.
Feb 22, 2023
AI Applications in Public Health - Genan Hamad
Join Genan Hamad in this informative video as she explores the exciting applications of artificial intelligence (AI) in the field of public health. Follow real-world examples and case studies that showcase the transformative potential of AI in improving population health and well-being.
Feb 15, 2023
Privacy in Medical Applications of Artificial Intelligence - Dr. Nidhi Hegde
Join Dr. Nidhi Hegde in this thought-provoking video as she explores the crucial topic of privacy in medical applications of artificial intelligence (AI). Gain a comprehensive understanding of the privacy challenges and considerations that arise when implementing AI in healthcare. Delve into the ethical and legal implications surrounding patient data privacy and protection. Discover how AI technologies can be designed and utilized to maintain patient confidentiality while maximizing the benefits of data-driven medical advancements. Join us on this enlightening journey to explore the intersection of privacy and AI in medical applications, ensuring that patient privacy remains a paramount concern in the age of AI-enabled healthcare.
Feb 8, 2023
Introducing AI models and applications - Golnaz Mesbahi and Dr. Shane Eaton
Join Golnaz Mesbahi and Dr. Shane Eaton in this introductory video exploring AI models and applications. Gain a foundation in understanding the various types of AI models, including machine learning, deep learning, and reinforcement learning. Discover real-world examples of AI applications, ranging from image and speech recognition to natural language processing and recommendation systems. Join us on this enlightening journey as we explore the potential of AI models and their wide-ranging applications, unlocking new possibilities in technology and shaping the future of numerous industries.
Feb 1, 2023
Medical Data and Preprocessing - Aminreza Khandan
In this video, Aminreza Khandan walks us through medical data and preprocessing. He explore the fundamental aspects of working with healthcare data. Gain an understanding of the unique characteristics and challenges associated with medical data, including its complexity and heterogeneity. Explore the importance of data preprocessing techniques in preparing medical data for analysis and machine learning applications. Discover common preprocessing steps such as data cleaning, feature selection, normalization, and handling missing values. Follow real-world examples and practical demonstrations that highlight the significance of proper data preprocessing in extracting meaningful insights from medical datasets.
Jan 25, 2023
Reviewing Major Python Libraries Relevant to AI -Afia Afrin
Join Afia Afrin in this informative video as she reviews the major Python libraries relevant to artificial intelligence (AI). Explore the powerful libraries that enable AI practitioners to build robust and sophisticated AI models. Discover the functionalities and capabilities of popular libraries such as TensorFlow, PyTorch, Scikit-learn, and Keras. Gain insights into how these libraries simplify complex tasks like deep learning, natural language processing, and data manipulation. Follow along with practical demonstrations and examples to understand how to leverage these libraries effectively in your AI projects. Don't miss this opportunity to expand your knowledge of Python libraries and enhance your AI skills with Afia Afrin's expert guidance.
Jan 18, 2023
Workshop session introducing Programming & Python - Afia Afrin
Join Afia Afrin in this introductory programming workshop as she walks us through the fundamentals of programming and Python. Dive into the basics of programming concepts like variables and datatypes. Explore the power of Python, a versatile and user-friendly programming language widely used in various domains. Follow along with practical examples and exercises to build a strong foundation in programming and gain confidence in writing Python code. Don't miss this opportunity to embark on your coding journey with Afia Afrin's engaging workshop.
Jan 11, 2023
Introduction to Artificial Intelligence and Medicine -Dr. Hollis Lai
Embark on an illuminating journey into the world of AI in medicine with Dr. Hollis Lai. Gain a comprehensive understanding of how artificial intelligence is transforming healthcare. Explore the wide-ranging applications of AI, from medical imaging and diagnosis to drug discovery and personalized medicine. Discover the potential of machine learning and deep learning algorithms in improving disease detection, treatment planning, and patient outcomes. Dive into real-world examples and success stories that highlight the impact of AI in revolutionizing healthcare delivery. Join us as we explore the exciting possibilities and future implications of AI in medicine, empowering healthcare professionals and improving lives.
Mar 26, 2022
Artificial Intelligence in Computational Psychiatry - Dr. Bo Cao
Join Dr. Bo Cao in this thought-provoking video as he explores the transformative role of artificial intelligence (AI) in the field of psychiatry. Discover how AI is revolutionizing mental healthcare by enhancing diagnosis, treatment, and patient care. Gain insights into the applications of AI in areas such as early detection of mental health disorders, personalized treatment plans, and mental health monitoring. Follow real-world examples and case studies that demonstrate the potential of AI in improving mental health outcomes.
Mar 19, 2022
An Overview of Medical Survival Prediction using AI - Sacha Davis
Join Sacha Davis in this insightful video as she provides an overview of medical survival prediction using artificial intelligence (AI). Discover how AI algorithms are transforming the field of medicine by accurately predicting patient survival outcomes based on various factors. Explore the use of machine learning techniques in analyzing medical data, such as patient demographics, clinical variables, and treatment information, to forecast survival probabilities. Gain insights into the challenges and opportunities associated with survival prediction models in healthcare. Follow real-world examples and case studies that demonstrate the potential of AI in improving clinical decision-making and patient care.
Feb 26, 2022
Applications of AI in Genomic Medicine - Ehsan Misaghi
Join Ehsan Misaghi in this insightful video as he explores the fascinating applications of artificial intelligence (AI) in genomic medicine. Discover how AI is revolutionizing the field by analyzing vast genomic datasets, identifying patterns, and unlocking crucial insights into the genetic basis of diseases. Explore how AI-driven genomics is transforming precision medicine, enabling personalized treatment plans based on an individual's genetic profile. Dive into real-world examples of AI applications, including disease risk prediction, drug discovery, and genetic variant interpretation. Gain a deeper understanding of the powerful synergy between AI and genomic medicine, as Ehsan Misaghi shares his expertise and sheds light on the future of personalized healthcare.
Feb 19, 2022
Applications of AI in Medical Images - Kevin Zhan
Join Kevin Zhan in this captivating video as he explores the diverse applications of artificial intelligence (AI) in medical images. Discover how AI is revolutionizing the field of radiology and medical imaging, enhancing diagnostic accuracy and efficiency. Explore how AI algorithms can analyze and interpret medical images, assisting in the detection and classification of various conditions and abnormalities. Gain insights into cutting-edge techniques such as computer-aided diagnosis, image segmentation, and image-based disease progression monitoring. Follow real-world examples that highlight the potential of AI in transforming medical imaging practices. Don't miss this opportunity to delve into the realm of AI in medical images with Kevin Zhan as your guide, unlocking new possibilities for improved patient care.
Feb 18, 2022
Assessing performance (Feb 18)
Join Dr. Shane Eaton in this informative video as he guides you through the process of assessing the performance of AI models. Gain a comprehensive understanding of the key metrics and techniques used to evaluate the effectiveness of AI models in various applications. Explore concepts such as accuracy, precision, recall, F1 score, and area under the curve (AUC). Learn how to interpret and analyze performance metrics to make informed decisions about the effectiveness and reliability of AI models. Follow practical examples and case studies to gain insights into best practices for model evaluation and comparison. Don't miss this opportunity to enhance your knowledge of assessing the performance of AI models with Dr. Shane Eaton's expert guidance.
Feb 12, 2022
Drug design and protein folding by artificial intelligence - Chun Xiao
Join Chun Xiao in this introductory video as she delves into the world of drug design by artificial intelligence (AI). Discover how AI is transforming the traditional drug discovery process, accelerating the development of new and effective medications. Explore the innovative approaches and techniques employed by AI in drug design, such as virtual screening, molecular docking, and predictive modeling. Gain insights into how machine learning algorithms analyze vast chemical and biological datasets to identify potential drug candidates with higher precision and efficiency. Follow real-world examples and success stories that highlight the impact of AI in revolutionizing the field of drug discovery.
Feb 11, 2022
Working with Medical Data - Dr. Amira Aissiou
Join Dr. Amira Aissiou in this video as she explores the crucial aspects of working with data in the context of artificial intelligence (AI). Gain a deeper understanding of the essential steps involved in data preprocessing, feature engineering, and data augmentation for AI applications. Learn about the importance of data quality and the impact of data preprocessing on the performance of AI algorithms. Follow practical examples and best practices shared by Dr. Amira Aissiou to unlock the true potential of data in the context of AI.
Feb 5, 2022
Natural Language Processing in Healthcare - Chun Xiao
Join Chun Xiao in this video as she explores the applications of natural language processing (NLP) in healthcare. Discover how NLP techniques are transforming the way medical information is analyzed and utilized. Explore how NLP algorithms can extract valuable insights from clinical notes, research articles, and patient records, enabling improved decision-making and patient care. Gain insights into the challenges and opportunities associated with processing and interpreting unstructured healthcare text data. Follow real-world examples and case studies that demonstrate the power of NLP in tasks such as clinical documentation, information retrieval, and clinical decision support.
Feb 4, 2022
An Introduction to AI and Neural Networks - Dr. Shane Eaton
Embark on an enlightening journey into the world of artificial intelligence (AI) and neural networks with this captivating video by Dr. Shane Eaton. Gain a comprehensive introduction to the fundamentals of AI and explore the fascinating concept of neural networks, a key building block of AI systems. Discover the basic architecture of neural networks, including layers, nodes, and activation functions. Dive into the principles of training neural networks using backpropagation and gradient descent algorithms. Explore real-world examples and case studies that showcase the power of neural networks in solving complex problems across various domains. Join us in this informative video to lay a solid foundation in AI and neural networks, unlocking new possibilities in machine learning and intelligent systems.