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Advanced Machine Learning 2022 - day 30 Future of… duration 1 hour 19 minutes Advanced Machine Learning 2022 - day 30 Future of… Advanced Machine Learning 2022 - day 30 Future of Deep Learning and Beyond	Advanced Machine Learning 2022 - day 30 Future of Deep Learning and Beyond GradCAM examples; future of Deep Learning and AI things model lot problem learning models cam kinds class examples bit grad images validation parameters glasses hand question saliency lots From Andrew Fagg 0 likes 6 plays 0
Advanced Machine Learning 2022 - HW3 Code… duration 22 minutes 41 seconds Advanced Machine Learning 2022 - HW3 Code… Advanced Machine Learning 2022 - HW3 Code Discussion	Advanced Machine Learning 2022 - HW3 Code Discussion Zoom Recording ID: 97315189191 UUID: mnFo3jbAQBakR6XILsDh7Q== Meeting Time: 2022-02-28 07:35:29pm validation training images generator homework image function object dataframe bit size things pickle process epoch steps testing test parameters directory From Andrew Fagg 0 likes 12 plays 0
Advanced Machine Learning 2022 - Generators duration 29 minutes 4 seconds Advanced Machine Learning 2022 - Generators Advanced Machine Learning 2022 - Generators	Advanced Machine Learning 2022 - Generators Generators, ImageDataGenerators images generator validation training image batch dataset batches process object epoch loop things homework range testing step gradient desk memory From Andrew Fagg 0 likes 9 plays 0
Advanced Machine Learning 2022 - HW3 Intro duration 17 minutes 11 seconds Advanced Machine Learning 2022 - HW3 Intro Advanced Machine Learning 2022 - HW3 Intro	Advanced Machine Learning 2022 - HW3 Intro Homework 3 object validation dataset classes objects scissors mugs images mug class training files glasses homework accuracy testing rotation layers network test From Andrew Fagg 0 likes 1 plays 0
Advanced Machine Learning 2022 - day 12… duration 1 hour 20 minutes Advanced Machine Learning 2022 - day 12… Advanced Machine Learning 2022 - day 12 Convolutional Neural Networks	Advanced Machine Learning 2022 - day 12 Convolutional Neural Networks Convolutional neural networks: first code, 2D convolution; Dropout; First image classification architecture layer class kernel things input questions image bit images training point network dataset validation parameters size model padding channels thing From Andrew Fagg 0 likes 14 plays 0
Advanced Machine Learning 2022 - HW2, part 1 duration 12 minutes 56 seconds Advanced Machine Learning 2022 - HW2, part 1 Advanced Machine Learning 2022 - HW2, part 1	Advanced Machine Learning 2022 - HW2, part 1 HW2 introduction training size lambda performance choice regularization rotations grid homework hyperparameter validation question experiments cell sizes function respect choices stage layers From Andrew Fagg 0 likes 6 plays 0
Advanced Machine Learning 2022 - day 10… duration 1 hour 17 minutes Advanced Machine Learning 2022 - day 10… Advanced Machine Learning 2022 - day 10 Regularization and Dropout	Advanced Machine Learning 2022 - day 10 Regularization and Dropout L1 and L2 Regularization, Dropout, including regularization in Keras models training regularization homework dropout bit network function things model size validation questions l1 l2 performance input curve parameters layer neuron From Andrew Fagg 0 likes 11 plays 0
Advanced Machine Learning 2022 - day 08… duration 34 minutes 57 seconds Advanced Machine Learning 2022 - day 08… Advanced Machine Learning 2022 - day 08 Supplemental HW1 Code	Advanced Machine Learning 2022 - day 08 Supplemental HW1 Code Experiment control code for HW1; Cross-Validation with variations in training set size. training folds bit validation arguments rotation dataset things function parameter homework command shoulder thing dictionary error experiment model outputs exp From Andrew Fagg 0 likes 9 plays 0
Advanced Machine Learning 2022 - day 08… duration 22 minutes 26 seconds Advanced Machine Learning 2022 - day 08… Advanced Machine Learning 2022 - day 08 Supplemental Cross-Validation	Advanced Machine Learning 2022 - day 08 Supplemental Cross-Validation Cross-Validation for examining model sensitivity for training set size. HW 1 training model validation performance folds size homework test fold respect rotation models testing process question row metrics bit practice dataset From Andrew Fagg 0 likes 9 plays 0
Advanced Machine Learning 2022 - day 08… duration 1 hour 14 minutes Advanced Machine Learning 2022 - day 08… Advanced Machine Learning 2022 - day 08 Cross-Validation	Advanced Machine Learning 2022 - day 08 Cross-Validation Cross-Validation; large-scale experiment design; HW 1 model test training performance dataset validation things point bit models hypothesis homework variance approach question difference questions universe thing parameters From Andrew Fagg 0 likes 11 plays 0
Advanced Machine Learning 2022 - day 06… duration 1 hour 15 minutes Advanced Machine Learning 2022 - day 06… Advanced Machine Learning 2022 - day 06 Implementing DL Experiments	Advanced Machine Learning 2022 - day 06 Implementing DL Experiments Writing python files that are supercomputer-ready; saving/retrieving experiment state to/from pickle files; command-line execution of experiments things training point bit experiments experiment process function arguments questions epochs validation command supercomputer string directory base files history dataset From Andrew Fagg 0 likes 27 plays 0
Advanced Machine Learning - Day 27 duration 1 hour 15 minutes Advanced Machine Learning - Day 27 Advanced Machine Learning - Day 27	Advanced Machine Learning - Day 27 HW 7; Generative Adversarial Networks vchr3051 images training image convolution discriminator generator step parameters pathway channels memory lot validation bit process model sense operation steps filters From Andrew Fagg 0 likes 24 plays 0
Advanced Machine Learning - Day 17 duration 1 hour 18 minutes Advanced Machine Learning - Day 17 Advanced Machine Learning - Day 17	Advanced Machine Learning - Day 17 Metrics and learning curves; Recurrent neural networks vchr3051 rate training network threshold accuracy layer output validation point curve signal networks homework examples performance class lot things label question From Andrew Fagg 0 likes 51 plays 0
Advanced Machine Learning - Day 14 duration 1 hour 19 minutes Advanced Machine Learning - Day 14 Advanced Machine Learning - Day 14	Advanced Machine Learning - Day 14 Convolutional Neural Networks in practice vchr3051 class classes layer image cross network entropy log output objects loss probability things bit dataset parameters object images label validation From Andrew Fagg 0 likes 45 plays 0
Advanced Machine Learning - Day 9 duration 1 hour 21 minutes Advanced Machine Learning - Day 9 Advanced Machine Learning - Day 9	Advanced Machine Learning - Day 9 Cross-validation; HW 2 vchr3051 training validation model test rotation performance hyperparameters dataset parameters choice sample choices folds questions process models question rotations experiment layers From Andrew Fagg 0 likes 38 plays 0
Advanced Machine Learning - Day 8 duration 1 hour 17 minutes Advanced Machine Learning - Day 8 Advanced Machine Learning - Day 8	Advanced Machine Learning - Day 8 Experiment design vchr3051 test performance model validation hyperparameters distribution degree hyperparameter choice training dataset choices question parameters samples models things tests bit variance From Andrew Fagg 0 likes 26 plays 0