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didattica:ay2122:ml:main [2021/12/28 17:24] – [Material] marcop | didattica:ay2122:ml:main [2022/01/20 18:18] – marcop |
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* 04/10/2021 - Notes Gradient Descent | * 04/10/2021 - Notes Gradient Descent |
* 05/10/2021 {{didattica:ay2122:ml:lezione2_locked.pdf|Lezione3}} - {{didattica:ay2122:ml:svm_locked.pdf|svm_notes}} | * 05/10/2021 {{didattica:ay2122:ml:lezione2_locked.pdf|Lezione3}} - {{didattica:ay2122:ml:svm_locked.pdf|svm_notes}} |
* 11/10/2021 - kernel Notes [[https://unicam.webex.com/unicam/ldr.php?RCID=c1db86adaef47cfe0220d2ef48571f95|Lesson-6]] | * 11/10/2021 {{didattica:ay2122:ml:07kernels_protetto.pdf|kernel Notes I}} {{didattica:ay2122:ml:rbfkernel_protetto.pdf|kernel Notes II}} [[https://unicam.webex.com/unicam/ldr.php?RCID=c1db86adaef47cfe0220d2ef48571f95|Lesson-6]] |
* 12/10/2021 {{didattica:ay2122:ml:backprop_locked.pdf|Note_backprop}} - {{didattica:ay2122:ml:lezione7_locked.pdf|Lezione7}} - [[https://unicam.webex.com/unicam/ldr.php?RCID=5a2fc84d53fa27cede891f293b4fd04d|Lesson-7]] | * 12/10/2021 {{didattica:ay2122:ml:backprop_locked.pdf|Note_backprop}} - {{didattica:ay2122:ml:lezione7_locked.pdf|Lezione7}} - [[https://unicam.webex.com/unicam/ldr.php?RCID=5a2fc84d53fa27cede891f293b4fd04d|Lesson-7]] |
* 18/10/2021 [[https://unicam.webex.com/unicam/ldr.php?RCID=0f4c91088d113bd9495d79e7518e257e|Lesson-8]] | * 18/10/2021 [[https://unicam.webex.com/unicam/ldr.php?RCID=0f4c91088d113bd9495d79e7518e257e|Lesson-8]] |
* 09/11/2021 {{didattica:ay2122:ml:lezione8_21_22_locked.pdf|Lezione13}} | * 09/11/2021 {{didattica:ay2122:ml:lezione8_21_22_locked.pdf|Lezione13}} |
* 15/11/2021 {{didattica:ay2122:ml:lezione9_21_22_locked.pdf|Lezione14}} | * 15/11/2021 {{didattica:ay2122:ml:lezione9_21_22_locked.pdf|Lezione14}} |
* 16/11/2021 {{didattica:ay2122:ml:lezione10_21_22_locked.pdf|Lezione15}} | * 16/11/2021 --> 07/12/2021 |
* 21/11/2021 {{didattica:ay2122:ml:lezione11_21_22_locked.pdf|Lezione16}} | * 21/11/2021 --> 07/12/2021 |
* 22/11/2021 {{didattica:ay2122:ml:lezione12_21_22_locked.pdf|Lezione17}} | * 22/11/2021 --> 07/12/2021 |
* 29/11/2021 ''CANCELED'' | * 29/11/2021 ''CANCELED'' |
* 30/11/2021 {{didattica:ay2122:ml:lezione13_21_22_locked.pdf|Lezione18}} | * 30/11/2021 {{didattica:ay2122:ml:lezione13_21_22_locked.pdf|Lezione18}} |
* 06/12/2021 not recorded for technical problems | * 06/12/2021 not recorded for technical problems |
* 07/12/2021 | * 07/12/2021 {{didattica:ay2122:ml:lezione9_21_22_protetto.pdf|Lezione19}} |
* 13/13/2021 | * 13/13/2021 {{didattica:ay2122:ml:lezione10_21_22_protetto.pdf|Lezione20}} |
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** Link to Recorded Lessons ** | ** Link to Recorded Lessons ** |
* 23/09/2021 {{didattica:ay2122:ml:math4ml.pdf|Math for Machine Learning - no Bayesian Probability}} | * 23/09/2021 {{didattica:ay2122:ml:math4ml.pdf|Math for Machine Learning - no Bayesian Probability}} |
* 11/10/2020 {{didattica:magistrale:ml:ay_1920:cortes-vapnik1995_article_support-vectornetworks.pdf|Vapnik paper}} | * 11/10/2020 {{didattica:magistrale:ml:ay_1920:cortes-vapnik1995_article_support-vectornetworks.pdf|Vapnik paper}} |
* 11/10/2020 {{didattica:magistrale:ml:ay_2021:hoeffding_protetto.pdf|Hoeffding's}} | * 27/12/2021 {{didattica:ay2122:ml:hoeffding_protetto.pdf|Hoeffding's}} |
* 28/09/2019 {{didattica:ay2122:ml:optimization_protetto.pdf|Optimization_notes}} | * 28/09/2019 {{didattica:ay2122:ml:optimization_protetto.pdf|Optimization_notes}} |
* 28/09/2019 {{didattica:magistrale:ml:ay_2021:svm_notes1.pdf|SVM1}} | * 28/09/2019 {{didattica:magistrale:ml:ay_2021:svm_notes1.pdf|SVM1}} |
* 03/11/2021 {{didattica:ay2122:ml:explaining_adaboost_schapire.pdf|Explaining AdaBoost- Schapire}} | * 03/11/2021 {{didattica:ay2122:ml:explaining_adaboost_schapire.pdf|Explaining AdaBoost- Schapire}} |
* 03/11/2021 {{didattica:ay2122:ml:ensemble_methods_zhou.pdf|Ensemble Methods - Zhou}} | * 03/11/2021 {{didattica:ay2122:ml:ensemble_methods_zhou.pdf|Ensemble Methods - Zhou}} |
* 28/12/2021 {{didattica:magistrale:ml:ay_2021:bias_variance_protetto.pdf|Bias-Variance I}} | * 28/12/2021 {{didattica:ay2122:ml:bias_variance_protetto.pdf|Bias-Variance I}} |
* 28/12/2021 {{didattica:magistrale:ml:ay_2021:bias_varianceii_protetto.pdf|Bias-Variance II}} | * 28/12/2021 {{didattica:ay2122:ml:bias_varianceii_protetto.pdf|Bias-Variance II}} |
* 28/12/2021 {{didattica:magistrale:ml:ay_2021:vapnik_recap_protetto.pdf|Generalization Theory}} | * 28/12/2021 {{didattica:ay2122:ml:vapnik_recap_protetto.pdf|Generalization Theory}} |
* 28/12/2021 {{didattica:magistrale:ml:ay_2021:guilhoto_nn_for_math.pdf|Generalization Theory}} | * 28/12/2021 {{didattica:ay2122:ml:guilhoto_nn_for_math.pdf|Neural Networks Theory}} |
| *****EXAMS***** |
| * 28/12/2021 {{didattica:ay2122:ml:esame_ml_04_02_2019_protetto.pdf|Exam_04_02_2021}}{{didattica:ay2122:ml:ml_exam_5_02_2021_protetto.pdf|Exam_5_02_2021}}{{didattica:ay2122:ml:ml_exam_23_10_2020_protetto.pdf|Exam_23_10_2020}} |
</WRAP> | </WRAP> |
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| ===== RESULTS ===== |
| <WRAP center round important 95%> |
| * ''14/01/2022'' {{didattica:ay2122:ml:ml_exam_14_01_2021-rsults.pdf|Risults}} |
| * |
| * |
| |
| </WRAP> |
| ---- |
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