| Entrambe le parti precedenti la revisioneRevisione precedente | |
| dm:start [08/05/2025 alle 15:20 (3 settimane fa)] – [Second Semester (DM2 - Data Mining: Advanced Topics and Applications)] Riccardo Guidotti | dm:start [19/05/2025 alle 09:04 (13 giorni fa)] (versione attuale) – [Second Semester (DM2 - Data Mining: Advanced Topics and Applications)] Riccardo Guidotti |
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| ^ ^ Day ^ Time ^ Room ^ Topic ^ Material ^ Lecturer ^ | ^ ^ Day ^ Time ^ Room ^ Topic ^ Material ^ Lecturer ^ |
| |01.| 18.02.2025 | 14-16 |A1| Overview, Imbalanced Learning | {{ :dm:16_dm2_intro_2024_25.pdf | Introduction}}, {{ :dm:dm2_project_guidelines_24_25.pdf | Guidelines}}, {{ :dm:17_dm2_imbalanced_learning_2024_25.pdf | Imbalanced Learning}} | Guidotti| | |01.| 18.02.2025 | 14-16 |A1| Overview, Imbalanced Learning | {{ :dm:16_dm2_intro_2024_25.pdf | Introduction}}, {{ :dm:dm2_project_guidelines_24_25.pdf | Guidelines}}, {{ :dm:17_dm2_imbalanced_learning_2024_25.pdf | Imbalanced Learning}}, [[https://unipiit.sharepoint.com/:v:/s/a__td_64992/EWrX2F6xAS9JtNXh1l5JIgMByAU0eMWBFr5sbGIYL3jakA|Link]] | Guidotti| |
| |02.| 19.02.2025 | 09-11 |E| Dimensionality Reduction (Overview, Random, PCA) | {{ :dm:18_dm2_dimred_2024_25.pdf | Dimensionality Reduction}}, {{ :dm:dm2_lab01_imbalance.zip | LabImbLearn}}, {{ :dm:dm2_lab02_dimred.zip | LabDimRed}} | Guidotti| | |02.| 19.02.2025 | 09-11 |E| Dimensionality Reduction (Overview, Random, PCA) | {{ :dm:18_dm2_dimred_2024_25.pdf | Dimensionality Reduction}}, {{ :dm:dm2_lab01_imbalance.zip | LabImbLearn}}, {{ :dm:dm2_lab02_dimred.zip | LabDimRed}}, [[https://unipiit.sharepoint.com/:v:/s/a__td_64992/EXtiUFDI075FsJ5JZxc1AjkBZ06S7MJhVKhVUD8plrEMrg?e=RbH3To|Link]] | Guidotti| |
| |03.| 24.02.2025 | 14-16 |E| Dimensionality Reduction (MDS, tSNE), Outlier Detection (Overview) | {{ :dm:19_dm2_anomaly_detection_2024_25.pdf | Outlier Detection}} | Guidotti| | |03.| 24.02.2025 | 14-16 |E| Dimensionality Reduction (MDS, tSNE), Outlier Detection (Overview) | {{ :dm:19_dm2_anomaly_detection_2024_25.pdf | Outlier Detection}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EWeMgbhOR0lGjrIRnidGv_QBltzRtyriUeXqMHlOZXq1bA?e=8GN0eC |Link]] | Guidotti| |
| |04.| 26.02.2025 | 09-11 |E| Outlier Detection (Methods) | {{ :dm:19_dm2_anomaly_detection_2024_25.pdf | Outlier Detection}}, {{ :dm:dm2_lab03_outlier_det.zip |LabOutDet}} | Guidotti| | |04.| 26.02.2025 | 09-11 |E| Outlier Detection (Methods) | {{ :dm:19_dm2_anomaly_detection_2024_25.pdf | Outlier Detection}}, {{ :dm:dm2_lab03_outlier_det.zip |LabOutDet}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EWrBINmEU_9En7HBfFl9RV8Bsfh0gv2_1scH5P0BqDkdXQ |Link]], [[https://unipiit.sharepoint.com/:v:/s/a__td_64992/EW-ssQNGV8JGvCMhhUD-xNUBFrJFU5MKNwBMy8i6u5g5IA?e=Mc3HHN | Link2]] | Guidotti| |
| |05.| 04.03.2025 | 11-13 |D3| Outlier Detection (Methods) | {{ :dm:19_dm2_anomaly_detection_2024_25.pdf | Outlier Detection}}, {{ :dm:dm2_lab03_outlier_det.zip |LabOutDet}} | Guidotti| | |05.| 04.03.2025 | 11-13 |D3| Outlier Detection (Methods) | {{ :dm:19_dm2_anomaly_detection_2024_25.pdf | Outlier Detection}}, {{ :dm:dm2_lab03_outlier_det.zip |LabOutDet}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EY6wbzFDXkRHndtIx90Ayb0B77VTX8mcXQXI_Z3nIOYo9g?e=BJ3CNf |Link]], [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/Ect99g3RSAlDrdTYJgZ2Fm0B2BbVTtr-WqUE3hYjkJuQEA?e=2LnXZG |Link2]] | Guidotti| |
| |06.| 05.03.2025 | 09-11 |C| Outlier Detection (Methods), Gradient Descent | {{ :dm:19_dm2_anomaly_detection_2024_25.pdf | Outlier Detection}}, {{ :dm:dm2_lab03_outlier_det.zip |LabOutDet}}, {{ :dm:20_dm2_gradient_descent_2024_25.pdf | GD}} | Guidotti| | |06.| 05.03.2025 | 09-11 |C| Outlier Detection (Methods), Gradient Descent | {{ :dm:19_dm2_anomaly_detection_2024_25.pdf | Outlier Detection}}, {{ :dm:dm2_lab03_outlier_det.zip |LabOutDet}}, {{ :dm:20_dm2_gradient_descent_2024_25.pdf | GD}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/ETgyScDQOW5Dgaoiu_RmQKsBvu7i5AIXn-hItudrFzvg4g?e=yzD6WN |Link]] | Guidotti| |
| |07.| 10.03.2025 | 11-13 |E| Maximum Likelihood Estimation, Odds, Log Odds, Logistic Regression | {{ :dm:21_dm2_maximum_likelihood_estimation_2024_25.pdf | MLE}}, {{ :dm:22_dm2_odds_2024_25.pdf | Odds}},{{ :dm:23_dm2_logistic_regression_2024_25.pdf | LogReg}}, {{ :dm:dm2_lab04_logistic_reg.zip | LabLogReg}} | Guidotti| | |07.| 10.03.2025 | 11-13 |E| Maximum Likelihood Estimation, Odds, Log Odds, Logistic Regression | {{ :dm:21_dm2_maximum_likelihood_estimation_2024_25.pdf | MLE}}, {{ :dm:22_dm2_odds_2024_25.pdf | Odds}},{{ :dm:23_dm2_logistic_regression_2024_25.pdf | LogReg}}, {{ :dm:dm2_lab04_logistic_reg.zip | LabLogReg}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/ETgyScDQOW5Dgaoiu_RmQKsBvu7i5AIXn-hItudrFzvg4g?e=yzD6WN |Link]], [[ [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/ETgyScDQOW5Dgaoiu_RmQKsBvu7i5AIXn-hItudrFzvg4g?e=yzD6WN |Link]] |Link2]] | Guidotti| |
| |08.| 12.03.2025 | 09-11 |E| Support Vector Machines | {{ :dm:24_dm2_svm_2024_25.pdf | SVM}}, {{ :dm:dm2_lab05_svm.zip | LabSVM}} | Guidotti| | |08.| 12.03.2025 | 09-11 |E| Support Vector Machines | {{ :dm:24_dm2_svm_2024_25.pdf | SVM}}, {{ :dm:dm2_lab05_svm.zip | LabSVM}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EU10T1Ogn7pHkUMRB0t3iGgBAJE_TX_FnXtmH2_w3w95Pw?e=wBg4Kn |Link]], [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EVn8waCZketMmS5jE3m-u5sBZHZYTbvAx87DGPgynFMv0g?e=0ohaLq |Link2]] | Guidotti| |
| |09.| 17.03.2025 | 11-13 |E| Neural Networks, Linear Perceptron | {{ :dm:25_dm2_perceptron_2024_25.pdf | Neural Network}}, {{ :dm:dm2_lab06_neural_networks.zip | LabNN}} | Guidotti| | |09.| 17.03.2025 | 11-13 |E| Neural Networks, Linear Perceptron | {{ :dm:25_dm2_perceptron_2024_25.pdf | Neural Network}}, {{ :dm:dm2_lab06_neural_networks.zip | LabNN}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EYpWxyzOb2BOriv-qzdF1LgBULySoNUU5qS18_Kj3D1pTg?e=lpdcyq |Link]] | Guidotti| |
| |10.| 19.03.2025 | 09-11 |E| Deep Neural Networks | {{ :dm:26_dm2_neural_network_2024_25.pdf | Deep Neural Network}}, {{ :dm:dm2_lab06_neural_networks.zip | LabNN}} | Guidotti| | |10.| 19.03.2025 | 09-11 |E| Deep Neural Networks | {{ :dm:26_dm2_neural_network_2024_25.pdf | Deep Neural Network}}, {{ :dm:dm2_lab06_neural_networks.zip | LabNN}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EXn8ZmDM0q5FuqqGSe8VabYBS2jmjjhlS_Z5J8gqNaW-QQ?e=vg5QWG |Link]] | Guidotti| |
| |11.| 24.03.2025 | 11-13 |E| Ensemble Methods | {{ :dm:27_dm2_ensemble_2024_25.pdf | Ensemble Methods}}, {{ :dm:dm2_lab07_ensemble.zip |LabEnsemble}} | Guidotti| | |11.| 24.03.2025 | 11-13 |E| Ensemble Methods | {{ :dm:27_dm2_ensemble_2024_25.pdf | Ensemble Methods}}, {{ :dm:dm2_lab07_ensemble.zip |LabEnsemble}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/Efwq4uqQptVGtUFMhzy1_-UBhGUu6dii-4ZextmLvHscug?e=me0tex |Link]] | Guidotti| |
| |12.| 26.03.2025 | 09-11 |E| Ensemble Methods | {{ :dm:27_dm2_ensemble_2024_25.pdf | Ensemble Methods}}, {{ :dm:28_dm2_gradient_boost_2024_25.pdf | Gradient Boosting}}, {{ :dm:dm2_lab07_ensemble.zip |LabEnsemble}} | Guidotti| | |12.| 26.03.2025 | 09-11 |E| Ensemble Methods | {{ :dm:27_dm2_ensemble_2024_25.pdf | Ensemble Methods}}, {{ :dm:28_dm2_gradient_boost_2024_25.pdf | Gradient Boosting}}, {{ :dm:dm2_lab07_ensemble.zip |LabEnsemble}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EXvE6wTpN2BInKpz7FjWjXQBnBGDO64a6yv73rQ7QOCwmg?e=bQYffK |Link]] | Guidotti| |
| |13.| 31.03.2025 | 11-13 |E| Ensemble Methods | {{ :dm:27_dm2_ensemble_2024_25.pdf | Ensemble Methods}}, {{ :dm:28_dm2_gradient_boost_2024_25.pdf | Gradient Boosting}}, {{ :dm:dm2_lab07_ensemble.zip |LabEnsemble}} | Guidotti| | |13.| 31.03.2025 | 11-13 |E| Ensemble Methods | {{ :dm:27_dm2_ensemble_2024_25.pdf | Ensemble Methods}}, {{ :dm:28_dm2_gradient_boost_2024_25.pdf | Gradient Boosting}}, {{ :dm:dm2_lab07_ensemble.zip |LabEnsemble}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EQkGUk8URIdDjeaCv-1f4CYBtRSZkUqtdGAKu8C3Lz8QAg?e=oNkk1u |Link]], [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/ETNVlrEbWQFLtcXIh6yPTRoBzjfiWxA_4uNuUr3K7rglhA?e=7wkTSL |Link]] | Guidotti| |
| |14.| 02.04.2025 | 09-11 |E| Explainable Artiticial Intelligence | {{ :dm:29_dm2_explainability_2024_25.pdf | XAI}} | Guidotti| | |14.| 02.04.2025 | 09-11 |E| Explainable Artiticial Intelligence | {{ :dm:29_dm2_explainability_2024_25.pdf | XAI}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EZm67TidbZtIs5iscelNLNkBoL5Ou1PZ7O-rO14H0GATfw?e=R97gfd |Link]] | Guidotti| |
| |15.| 07.04.2025 | 11-13 |E| Explainable Artiticial Intelligence | {{ :dm:29_dm2_explainability_2024_25.pdf | XAI}}, {{ :dm:dm2_lab08_xai.zip | LabXAI}} | Guidotti| | |15.| 07.04.2025 | 11-13 |E| Explainable Artiticial Intelligence | {{ :dm:29_dm2_explainability_2024_25.pdf | XAI}}, {{ :dm:dm2_lab08_xai.zip | LabXAI}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/ERnvQmqb59NCkgrLpyd85w4BZYFyxX0XnsOLk0GwqTEgyQ?e=qrmnjs |Link]] | Guidotti| |
| |16.| 09.04.2025 | 09-11 |E| Transactional Clustering | {{ :dm:30_dm2_transactional_clustering_2024_25.pdf | Transactional Clustering}} | Guidotti| | |16.| 09.04.2025 | 09-11 |E| Transactional Clustering | {{ :dm:30_dm2_transactional_clustering_2024_25.pdf | Transactional Clustering}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EeRyorJxnYtLh83YVPZ66xwBkMrr14kmDGhrscX5NuTXTw?e=hOb1zx |Link]] | Guidotti| |
| |17.| 14.04.2025 | 11-13 |C| Sequential Pattern Mining | {{ :dm:31_dm2_sequential_pattern_mining_2024_25.pdf | GSP}} | Guidotti| | |17.| 14.04.2025 | 11-13 |C| Sequential Pattern Mining | {{ :dm:31_dm2_sequential_pattern_mining_2024_25.pdf | GSP}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/Efl8bH67zQ1GnSoOhGLLKgcBzF14ZdF3opb8mi-WV0KXJg?e=akHpP4 |Link]] | Guidotti| |
| |18.| 16.04.2025 | 9-11 |C| Sequential Pattern Mining | {{ :dm:31_dm2_sequential_pattern_mining_2024_25.pdf | GSP}} | Guidotti| | |18.| 16.04.2025 | 9-11 |C| Sequential Pattern Mining | {{ :dm:31_dm2_sequential_pattern_mining_2024_25.pdf | GSP}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/ERycsmADkv5Nhq8xbRadgSwBa3EWHdtBIZJhYlj1grEKCQ?e=hKYcni |Link]] | Guidotti| |
| |19.| 28.04.2025 | 11-13 |E| Time Series - Intro & Preprocessing |{{ :dm:32_dm2_time_series_preprocessing_2024_25.pdf | TS_Preprocessing}}, {{ :dm:dm2_lab09_ts_preprocessing.zip | LabTS_Prep}} | Guidotti| | |19.| 28.04.2025 | 11-13 |E| Time Series - Intro & Preprocessing |{{ :dm:32_dm2_time_series_preprocessing_2024_25.pdf | TS_Preprocessing}}, {{ :dm:dm2_lab09_ts_preprocessing.zip | LabTS_Prep}}, Video Missing | Guidotti| |
| |20.| 30.04.2025 | 09-11 |E| Time Series - Similarities & Distances | {{ :dm:33_dm2_time_series_similarity_2024_25.pdf | TS_Similarity}}, {{ :dm:dm2_lab10_ts_dist.zip | LabTS_Sim}} | Guidotti| | |20.| 30.04.2025 | 09-11 |E| Time Series - Similarities & Distances | {{ :dm:33_dm2_time_series_similarity_2024_25.pdf | TS_Similarity}}, {{ :dm:dm2_lab10_ts_dist.zip | LabTS_Sim}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/ER3DhpHdMqBArNpEA1NKPgcBZysjQTGU3W9HTc6bzaaCCQ?e=Aeh7CD |Link]] | Guidotti| |
| |21.| 05.05.2025 | 09-11 |E| Time Series - Aprroximation & Clustering | {{ :dm:34_dm2_time_series_approximation_clustering_2024_25.pdf | TS_ApproxClustering}}, {{ :dm:dm2_lab11_ts_approx_clustering.zip | LabTS_ApproxClustering}} | Guidotti| | |21.| 05.05.2025 | 09-11 |E| Time Series - Aprroximation & Clustering | {{ :dm:34_dm2_time_series_approximation_clustering_2024_25.pdf | TS_ApproxClustering}}, {{ :dm:dm2_lab11_ts_approx_clustering.zip | LabTS_ApproxClustering}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/ER3DhpHdMqBArNpEA1NKPgcBZysjQTGU3W9HTc6bzaaCCQ?e=Aeh7CD |Link]] | Guidotti| |
| |22.| 07.05.2025 | 11-13 |E| Time Series - Matrix Profile |{{ :dm:35_dm2_time_series_matrix_profile_2024_25.pdf | TS_MatrixProfile}}, {{ :dm:dm2_lab12_ts_matrixprofile.zip | LabTS_MatrixProfile}} | Guidotti| | |22.| 07.05.2025 | 11-13 |E| Time Series - Matrix Profile |{{ :dm:35_dm2_time_series_matrix_profile_2024_25.pdf | TS_MatrixProfile}}, {{ :dm:dm2_lab12_ts_matrixprofile.zip | LabTS_MatrixProfile}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EdtlOrd_oFRPjiOmAx-eKd0BvpEh1j9xriGhEgN8Vv0bkw?e=FpcIGt |Link]] | Guidotti| |
| |23.| 12.05.2025 | 09-11 |E| Time Series - Classification | {{ :dm:36_dm2_time_series_classification_2024_25.pdf | TS_Classification}}, {{ :dm:dm2_lab13_ts_classification.zip | LabTS_Classification}} | Guidotti| | |23.| 12.05.2025 | 09-11 |E| Time Series - Classification | {{ :dm:36_dm2_time_series_classification_2024_25.pdf | TS_Classification}}, {{ :dm:dm2_lab13_ts_classification.zip | LabTS_Classification}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EV_0MjXUb1NEkCijo7f18fgB2NUoSzKUSO6hZZn6sxKJ0w?e=WMGGL3 |Link]] | Guidotti| |
| |24.| 14.05.2025 | 11-13 |E| Time Series - Classification | {{ :dm:36_dm2_time_series_classification_2024_25.pdf | TS_Classification}}, {{ :dm:dm2_lab13_ts_classification.zip | LabTS_Classification}} | Guidotti| | |24.| 14.05.2025 | 11-13 |E| Time Series - Classification | {{ :dm:36_dm2_time_series_classification_2024_25.pdf | TS_Classification}}, {{ :dm:dm2_lab13_ts_classification.zip | LabTS_Classification}}, [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EQ6U-VR5E-5AvIxRMtT5jo0B9pLAc6khNdAQIeXr40xByg?e=jvGVph |Link]], [[ https://unipiit.sharepoint.com/:v:/s/a__td_64992/EeumwM-NkM5Jtr3Xt8BeCP4BDWGlbVJSNsAnKS4ogh_Uxg?e=naKzjZ |Link]] | Guidotti| |
| ====== Exams ====== | ====== Exams ====== |
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