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DateLectureSessionTopicsAssignmentInstructors
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December 21, 2024Lecture 1Introduction to AICourse introduction and overviewHW1 outMd. Jubayer Hossain
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History of AI and healthcare data
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Introduction to AI concepts and terminology
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Key applications of AI in public health
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Ethics of AIEthics and governance of artificial intelligence for health
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WHO six principles to ensure AI works for the public interest in all countries
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December 23, 2024Lecture 2Fundamentals of Python: Part 1Introduction to PythonExercise: Fundamentals of Python (Part 1)Md. Nazmul Hossain
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Python Data Structures
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Flow Control
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Python Functions
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Anonymous (Lambda), Map and Filter Functions
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Errors and Debugging
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Lecture 3Fundamentals of Python: Part 2Exercise: Fundamentals of Python (Part 2)Md. Nazmul Hossain
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Lecture 4Scientific Computing with NumpyExercise: NumpyMd. Mahadi Hasan
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Lecture 5Data Wrangling with PandasExercise: PandasMuhibullah Shahjahan
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Lecture 6Data Visualization with Matplotlib and SeabornExercise: Matplotlib and SeabornMuhibullah Shahjahan
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Lecture 7Machine Learning and Deep Learning Basics for Public HealthQ&A: ML and DL ConceptsMd. Jubayer Hossain
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Lecture 8Data Preprocessing for Machine LearningExercise: Preprocessing for ML and DLTasmim Rahman Adib
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Lecture 9Image Data Preprocessing for Deep LearningExercise: Image Preprocessing for ML and DLMd. Jubayer Hossain
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Lecture 10Classification Models in MLExercise: Classification TaskTasmim Rahman Adib
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Lecture 11Regression Models in MLExercise: Regression TaskMd. Jubayer Hossain
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Lecture 12Deep Learning ModelsExercise: Deep Learning ModelsTasmim Rahman Adib
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Lecture 13ChatGPT Prompt Engineering for Public Health ResearchersQ&A: ChatGPTMd. Jubayer Hossain
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Lecture 14AI for Public Health Framework (Explore, Design): Part IQ&A: AI for Good FrameworkMd. Jubayer Hossain
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Lecture 15AI for Public Health Framework (Implement, Evaluate): Part IIQ&A: AI for Good FrameworkMd. Jubayer Hossain
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