⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢀⣠⠤⠤⠤⠤⣄⠀⠀⠀⠀⠀⠀⢀⣀⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⣶⡊⠉⠉⣉⣱⡷⠶⢢⣠⢴⣶⡝⠒⠉⢉⣭⡽⠟⢉⣀⡀⠹⢭⠒⢤⣀⣀⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢀⡠⠔⢚⣩⡽⠿⠊⢉⣉⡂⣀⣩⠭⢴⠟⠋⠉⠉⠉⠛⠳⢦⣬⣤⡴⠞⠛⠁⠛⠳⣾⣧⠀⠟⠀⠉⠲⢄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡠⢚⠁⠀⠰⠋⢡⠄⠀⠞⣫⢟⡥⠒⠉⠹⣿⡀⠀⠀⢦⡀⠀⠀⠀⠈⠻⡧⡀⠀⠀⠀⠀⠈⠻⣗⡶⠶⠶⢤⡀⠱⣄⡀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢮⣤⡾⠀⠀⣠⡴⠋⠀⡠⣚⠥⠒⢛⡲⠄⠀⠈⢻⡆⠀⠀⠻⣦⣀⠀⠀⠀⣿⠻⣦⣀⣴⠶⠂⠀⠘⣷⡄⠀⠀⢀⣴⡿⠈⠢⡀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⡠⠖⣉⣁⡀⠀⢀⣾⠋⠴⢿⣽⠋⠀⠞⢉⣉⣽⣳⣄⣀⠀⠋⠀⠀⠀⠈⠙⣷⡄⠀⠁⠀⠙⢤⣯⡀⠀⠀⠀⣼⡇⠀⡾⠋⠁⠀⠳⣄⠘⢆⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⡰⠋⠰⠛⢻⡞⢉⣠⣼⡇⢀⣴⠟⠛⠒⣴⠟⠋⠉⠀⠀⢀⣀⣀⡀⠀⠀⠀⠀⠀⣸⡇⠀⠀⠳⣄⠀⠉⢿⣄⠀⢰⣿⣧⡀⠀⣴⠶⠶⣦⡼⢧⠈⢣⠀⠀⠀⠀
⠀⠀⠀⢀⡞⣡⣶⡄⠀⡟⣳⠿⠋⠙⡍⡽⠁⣀⣤⣤⣿⡄⠀⠀⠀⠀⡿⡉⣀⣀⣤⣤⣤⣴⠾⠥⠽⣦⣄⠀⠉⠻⢶⡼⢻⠀⠈⠇⠘⡷⡄⠘⠂⠀⢀⡍⠻⣷⣄⡇⠀⠀⠀
⠀⠀⠀⠘⣺⠏⢸⢃⣼⠟⢁⡤⠀⣠⢟⡷⠟⢋⣉⣤⡿⠇⠀⠀⠀⢰⣣⠞⠋⠉⠉⠁⡀⠀⠀⠀⠀⠀⠙⢷⣄⠀⠀⢹⣾⠀⠀⠀⠀⢸⡇⠀⣀⡀⣾⠀⠀⠈⢻⡁⢦⠀⠀
⠀⠀⣠⢚⣵⣄⠈⣼⡇⠀⢸⠧⢞⡵⠋⠠⠚⠉⠉⠀⠀⢀⡇⠀⣰⣟⣁⣀⠀⠀⠀⠀⠉⠒⠶⣤⣤⣀⠀⠀⠙⠀⠀⢸⡇⢰⣟⠛⢶⡋⣇⠀⠉⠻⡟⡄⠀⢀⢀⣿⠀⢧⠀
⠀⣰⠃⢸⠁⣿⠀⠸⣧⠀⢸⢣⠋⠀⣠⣤⠶⢶⢒⣤⣔⣻⠣⢼⠟⠁⠀⠙⢷⡄⠀⠀⢀⠀⠀⠀⠈⠓⢟⢦⠀⠀⠀⢸⡇⠈⠻⣦⡀⠈⠻⣷⣄⠀⠘⣿⠀⠸⣿⣇⣀⢸⠀
⠀⡇⠀⠀⣼⠇⠀⢀⣿⠀⣇⣇⣴⠟⠋⢠⣾⠟⠉⠀⠀⠈⠳⣼⠀⠀⠀⠀⠀⠳⠀⠀⠈⢳⣄⠀⠀⠀⢸⣼⠀⠀⠀⠈⡟⢆⠀⠈⢻⡀⠀⠈⢻⣆⠀⣻⠃⠀⠀⢹⡟⠻⡀
⠀⢧⡆⣼⠏⠀⣾⠟⠁⢰⠃⡵⠃⢀⣴⡿⠁⠀⡀⠀⠀⠀⠀⠹⣧⡀⠰⣦⡀⠀⠀⠀⠀⠀⣻⢦⣀⣠⡾⣇⠀⠀⢀⣰⠟⠙⢷⣄⠀⠀⠀⠀⠀⣿⠀⠉⢠⠄⠀⣼⡇⠀⢧
⢀⠞⢡⡟⠀⠀⣿⠀⢀⡏⡼⠁⣴⠟⠁⠀⠀⠀⣿⠀⣀⣀⢀⣴⠘⣷⡀⠈⢻⣦⣀⠀⢀⣾⠟⠉⠀⠀⠉⠻⣷⣄⠀⠀⠀⠀⠀⠙⢷⡄⠀⠀⠀⠉⠀⣠⡟⠀⣼⣟⠀⠀⢸
⢸⠀⠘⣧⠀⡴⠛⠳⢸⢰⠁⢰⠏⠀⠀⠀⢀⣼⡯⠟⠋⠙⠻⣷⡀⠘⠀⠀⠀⠈⠉⠻⣿⠁⠀⠀⢰⡟⠉⠀⠈⢻⣦⠀⠀⠀⣄⠀⠀⡗⠀⢸⡇⣠⣾⠟⢀⣾⠋⠹⣷⢀⡇
⠈⢆⠀⠹⢷⣤⣀⣠⠎⡇⠀⠸⠀⠀⢀⣴⠟⠉⠀⠀⠀⢄⠀⠹⣧⡀⠀⠀⣀⡀⠀⠀⣿⠀⠀⠀⠘⣿⡄⠀⠀⠀⢹⣦⡀⠀⢿⣄⠀⢀⣠⡿⠽⣯⡁⠀⠸⠃⠀⠀⡏⠉⠀
⠀⢠⢷⣄⠀⠈⣉⣉⢢⢳⡀⠀⠀⠀⣾⡏⠀⠀⠠⣀⡤⢿⠀⠀⠙⠷⠶⠛⠉⠈⠀⣰⠟⠀⠀⠀⠀⠘⣷⡀⠀⠠⠛⠉⠉⠀⢈⣯⠗⠛⠁⠀⠀⠈⠃⠀⢀⣴⠇⢠⠇⠀⠀
⠀⢸⡀⠻⣧⠈⠉⠹⣏⢀⣑⠤⣀⣀⠼⠳⣄⠀⠀⠀⠙⠺⠖⣦⣤⠤⣀⡀⠀⠀⠘⠁⠀⠀⠀⠀⠀⠀⢸⢧⡀⠀⠀⢀⣀⢴⣿⣅⡀⠠⠶⢿⢦⣀⣠⣴⠟⠃⡠⠋⠀⠀⠀
⠀⠀⠳⡀⠘⠃⠀⡤⠸⣼⠀⠉⠛⠋⠉⠉⠙⠻⣦⣄⠀⠀⠀⠀⠈⠉⠙⠻⣦⠀⠀⠀⠀⡀⠀⠀⠀⢀⣾⠖⠚⠛⠛⠛⠋⠁⠀⠙⣷⠀⠀⣸⡴⠛⠉⢁⡤⠊⠁⠀⠀⠀⠀
⠀⠀⠀⠘⢦⡀⠸⣧⠀⢻⢇⠀⠳⡤⣤⠆⠀⠀⠈⢻⡇⠀⠀⠀⢰⡄⠀⠀⣿⡇⢀⡾⠛⠛⠻⡝⣲⠟⠋⠀⢀⡄⠀⠀⠀⣀⡄⠀⠋⢀⡴⣻⡄⣤⡶⡍⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠈⠙⠁⠉⠉⠈⠣⡀⠹⣇⠀⠀⠀⠀⠘⠀⠀⠀⢀⡾⢳⡶⠾⠋⠀⠈⠃⠀⠀⣠⠟⢄⣀⣠⡴⠋⠀⠀⠀⣼⢻⣤⣴⠶⠟⠋⣡⡷⣏⢿⡧⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠓⢫⣲⣤⣀⣀⣀⣀⣤⣶⣻⠋⠛⠷⣦⣤⣤⣄⡤⢤⣺⠕⠋⠉⠉⠁⠀⠀⣀⣤⣾⠏⢩⠀⠀⢀⣤⣾⠛⣧⢻⣼⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠓⠮⢭⣉⣉⡩⠥⠚⠈⢇⠀⢠⡄⠀⠉⠉⠙⣿⠀⢠⠶⠖⢫⣩⠟⠛⠛⠉⠀⣠⣿⣦⠶⠿⣭⣸⣇⡿⠞⠁⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠳⣌⡿⣄⠀⠒⠚⠋⠀⠀⠀⣠⡾⠃⠀⢀⣀⠴⠚⠉⠣⢍⣛⣶⡶⠝⠃⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⠒⠂⠀⠒⠒⠉⠀⠉⠉⠉⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀
AlzAI is a machine learning project that predicts the likelihood of Alzheimer's Disease based on clinical & lifestyle data.
Built with Python, Scikit-Learn, Pandas, .....
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Model: Gradient Boosting Classifier Dataset: 2149 patients, 32 features Split: 80% train / 20% test
Accuracy: 95.81% Precision: 95.92% Recall: 92.16% Missed: 12 out of 153 sick patients
Validated: 5-fold Stratified CV Accuracy: 94.88% ± 0.69% Recall: 91.84% ± 1.98%
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