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*Total -- 9,712.85kb -> 6,995.92kb (27.97%) /3_Unsupervised_Machine_Learning/Week 3. Reinforcement Learning/images/rl_formalism.png -- 621.86kb -> 201.34kb (67.62%) /3_Unsupervised_Machine_Learning/Week 3. Reinforcement Learning/images/deep_q_algorithm.png -- 366.58kb -> 129.69kb (64.62%) /2_Advanced_Learning_Algorithms/Week 1. Neural Networks/images/C2_W1_RoastingNetwork.png -- 8.68kb -> 4.22kb (51.41%) /3_Unsupervised_Machine_Learning/Week 2. Recommender Systems/images/distmatrix.png -- 9.83kb -> 4.88kb (50.43%) /2_Advanced_Learning_Algorithms/Week 1. Neural Networks/images/C2_W1_Assign1_BroadcastIndexes.png -- 3.55kb -> 1.79kb (49.57%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1W3_XW.png -- 8.66kb -> 4.45kb (48.68%) /3_Unsupervised_Machine_Learning/Week 2. Recommender Systems/images/film_filter.png -- 9.55kb -> 5.04kb (47.3%) /3_Unsupervised_Machine_Learning/Week 2. Recommender Systems/images/ColabFilterLearn.png -- 25.78kb -> 13.71kb (46.8%) /3_Unsupervised_Machine_Learning/Week 2. Recommender Systems/images/ColabFilterUse.png -- 24.72kb -> 13.37kb (45.92%) /1_Supervised_Machine_Learning/Week 2. Regression with multiple input variables/images/C1_W2_Lab04_Vectors.png -- 5.82kb -> 3.15kb (45.87%) /1_Supervised_Machine_Learning/Week 2. Regression with multiple input variables/images/C1_W2_Lab04_Matrices.png -- 13.76kb -> 7.60kb (44.76%) /3_Unsupervised_Machine_Learning/Week 1. Unsupervised Learning/images/figure 1.png -- 251.73kb -> 139.62kb (44.54%) /3_Unsupervised_Machine_Learning/Week 1. Unsupervised Learning/images/figure 3.png -- 796.21kb -> 444.08kb (44.23%) /3_Unsupervised_Machine_Learning/Week 1. Unsupervised Learning/images/figure1.png -- 141.01kb -> 80.29kb (43.06%) /2_Advanced_Learning_Algorithms/Week 1. Neural Networks/images/C2_W1_Assign1_VectorAdd.png -- 22.01kb -> 12.62kb (42.66%) /3_Unsupervised_Machine_Learning/Week 2. Recommender Systems/images/film_strip_vertical.png -- 13.03kb -> 7.56kb (41.96%) /1_Supervised_Machine_Learning/Week 3. Classification/images/figure 3.png -- 110.17kb -> 64.50kb (41.45%) /3_Unsupervised_Machine_Learning/Week 1. Unsupervised Learning/images/figure2.png -- 312.20kb -> 184.87kb (40.78%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_mclass_relu.png -- 15.18kb -> 9.05kb (40.4%) /3_Unsupervised_Machine_Learning/Week 1. Unsupervised Learning/images/figure 2.png -- 1,089.31kb -> 651.96kb (40.15%) /1_Supervised_Machine_Learning/Week 3. Classification/images/figure 4.png -- 125.53kb -> 76.00kb (39.46%) /3_Unsupervised_Machine_Learning/Week 1. Unsupervised Learning/images/figure3.png -- 277.50kb -> 170.50kb (38.56%) /3_Unsupervised_Machine_Learning/Week 2. Recommender Systems/images/film_reel.png -- 147.59kb -> 101.60kb (31.16%) /1_Supervised_Machine_Learning/Week 3. Classification/images/figure 2.png -- 66.71kb -> 46.66kb (30.07%) /1_Supervised_Machine_Learning/Week 3. Classification/images/figure 1.png -- 86.46kb -> 60.65kb (29.86%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_LogisticRegression_left.png -- 24.02kb -> 17.16kb (28.56%) /3_Unsupervised_Machine_Learning/Week 2. Recommender Systems/images/film_man_action.png -- 5.19kb -> 3.80kb (26.83%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_LogisticRegression_right.png -- 21.92kb -> 16.45kb (24.93%) /3_Unsupervised_Machine_Learning/Week 2. Recommender Systems/images/film_rating.png -- 98.25kb -> 75.12kb (23.54%) /3_Unsupervised_Machine_Learning/Week 2. Recommender Systems/images/movie_camera.png -- 41.64kb -> 32.25kb (22.56%) /3_Unsupervised_Machine_Learning/Week 2. Recommender Systems/images/film_movie_camera.png -- 41.64kb -> 32.25kb (22.56%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1W3_mcpredict.png -- 28.91kb -> 22.55kb (21.99%) /1_Supervised_Machine_Learning/Week 1. Introduction to Machine Learning/images/C1W1L1_Tour.png -- 8.66kb -> 6.82kb (21.32%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_mclass_layer2.png -- 189.33kb -> 148.98kb (21.31%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_ReLU_Graph.png -- 10.27kb -> 8.17kb (20.52%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_Lab07_overfitting.png -- 26.28kb -> 20.90kb (20.46%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_mclass_lab_network.png -- 44.84kb -> 35.97kb (19.79%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_smallnetwork.png -- 45.09kb -> 36.96kb (18.05%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_mclass_layer1.png -- 228.83kb -> 188.76kb (17.51%) /2_Advanced_Learning_Algorithms/Week 1. Neural Networks/images/C2_W1_dense.png -- 55.78kb -> 46.31kb (16.97%) /1_Supervised_Machine_Learning/Week 1. Introduction to Machine Learning/images/C1W1L1_Run.png -- 7.14kb -> 5.96kb (16.51%) /1_Supervised_Machine_Learning/Week 1. Introduction to Machine Learning/images/C1_W1_Lab03_lecture_learningrate.png -- 83.60kb -> 70.23kb (16%) /1_Supervised_Machine_Learning/Week 2. Regression with multiple input variables/images/C1_W2_Lab03_lecture_learningrate.png -- 83.60kb -> 70.23kb (16%) /1_Supervised_Machine_Learning/Week 1. Introduction to Machine Learning/images/C1_W1_Lab03_alpha_too_big.png -- 59.94kb -> 50.39kb (15.93%) /1_Supervised_Machine_Learning/Week 2. Regression with multiple input variables/images/C1_W2_Lab03_alpha_to_big.png -- 59.94kb -> 50.39kb (15.93%) /1_Supervised_Machine_Learning/Week 1. Introduction to Machine Learning/images/C1_W1_L3_S1_trainingdata.png -- 86.24kb -> 72.62kb (15.8%) /1_Supervised_Machine_Learning/Week 2. Regression with multiple input variables/images/C1_W2_L1_S1_trainingdata.png -- 86.24kb -> 72.62kb (15.8%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_Assigment_NN.png -- 52.50kb -> 44.40kb (15.43%) /2_Advanced_Learning_Algorithms/Week 1. Neural Networks/images/C2_W1_Assign1_BroadcastMatrix.png -- 29.12kb -> 24.72kb (15.1%) /2_Advanced_Learning_Algorithms/Week 3. Advice for applying machine learning/images/C2_W4_degree.png -- 33.81kb -> 28.72kb (15.04%) /3_Unsupervised_Machine_Learning/Week 2. Recommender Systems/images/film_award.png -- 37.36kb -> 32.08kb (14.15%) /2_Advanced_Learning_Algorithms/Week 3. Advice for applying machine learning/images/C2_W3_TrainingVsNew.png -- 13.45kb -> 11.59kb (13.8%) /1_Supervised_Machine_Learning/Week 1. Introduction to Machine Learning/images/C1_W1_L3_S1_model.png -- 75.59kb -> 65.37kb (13.52%) /1_Supervised_Machine_Learning/Week 2. Regression with multiple input variables/images/C1_W2_L1_S1_model.png -- 75.59kb -> 65.37kb (13.52%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_LogisticRegression.png -- 38.05kb -> 33.00kb (13.28%) /1_Supervised_Machine_Learning/Week 2. Regression with multiple input variables/images/C1_W2_Lab06_LongRun.png -- 301.91kb -> 263.99kb (12.56%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_BinaryVsMultiClass.png -- 43.35kb -> 37.94kb (12.49%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_mclass_header.png -- 43.35kb -> 37.94kb (12.49%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1W3_example2.png -- 25.77kb -> 22.57kb (12.4%) /3_Unsupervised_Machine_Learning/Week 2. Recommender Systems/images/RecSysNN.png -- 21.00kb -> 18.42kb (12.26%) /2_Advanced_Learning_Algorithms/Week 1. Neural Networks/images/C2_W1_L3_Lab01_3Neurons.png -- 54.63kb -> 47.97kb (12.2%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_ReLU_Network.png -- 39.05kb -> 34.47kb (11.72%) /1_Supervised_Machine_Learning/Week 2. Regression with multiple input variables/images/C1_W2_Lab06_scale.png -- 64.88kb -> 57.56kb (11.29%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_NNSoftmax.png -- 49.96kb -> 44.39kb (11.14%) /1_Supervised_Machine_Learning/Week 1. Introduction to Machine Learning/images/C1_W1_Lab02_GoalOfRegression.png -- 105.14kb -> 93.60kb (10.98%) /1_Supervised_Machine_Learning/Week 2. Regression with multiple input variables/images/C1_W2_Lab02_GoalOfRegression.png -- 105.14kb -> 93.60kb (10.98%) /2_Advanced_Learning_Algorithms/Week 1. Neural Networks/images/C2_W1_Assign1.png -- 22.13kb -> 19.73kb (10.84%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1W3_trainvpredict.png -- 273.15kb -> 243.54kb (10.84%) /2_Advanced_Learning_Algorithms/Week 3. Advice for applying machine learning/images/C2_W3_TrainingVsNew_Slide.png -- 31.98kb -> 28.68kb (10.33%) /1_Supervised_Machine_Learning/Week 1. Introduction to Machine Learning/images/C1_W1_Lab03_lecture_slopes.png -- 67.44kb -> 60.49kb (10.31%) /1_Supervised_Machine_Learning/Week 2. Regression with multiple input variables/images/C1_W2_Lab03_lecture_slopes.png -- 67.44kb -> 60.49kb (10.31%) /2_Advanced_Learning_Algorithms/Week 3. Advice for applying machine learning/images/C2_W3_BiasVarianceDegree.png -- 45.05kb -> 40.64kb (9.78%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_Overfitting_b.png -- 38.10kb -> 34.40kb (9.7%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_Overfitting_c.png -- 34.08kb -> 30.79kb (9.66%) /1_Supervised_Machine_Learning/Week 2. Regression with multiple input variables/images/C1_W2_Lab06_ShortRun.png -- 363.19kb -> 328.57kb (9.53%) /2_Advanced_Learning_Algorithms/Week 1. Neural Networks/images/C2_W1_RoastingDecision.png -- 39.90kb -> 36.19kb (9.28%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_Overfitting_a.png -- 32.49kb -> 29.51kb (9.19%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1W3_boundary.png -- 24.42kb -> 22.18kb (9.14%) /2_Advanced_Learning_Algorithms/Week 3. Advice for applying machine learning/images/C2_W3_Compute_Cost_linear.png -- 45.63kb -> 41.66kb (8.7%) /2_Advanced_Learning_Algorithms/Week 1. Neural Networks/images/C2_W1_VectorMatrix.png -- 17.23kb -> 15.78kb (8.4%) /2_Advanced_Learning_Algorithms/Week 1. Neural Networks/images/C2_W1_dense2.png -- 45.21kb -> 41.42kb (8.38%) /2_Advanced_Learning_Algorithms/Week 3. Advice for applying machine learning/images/C2_W4_justright.png -- 100.51kb -> 92.12kb (8.35%) /2_Advanced_Learning_Algorithms/Week 1. Neural Networks/images/C2_W1_NeuronsAndLayers.png -- 57.56kb -> 52.87kb (8.15%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_Classification.png -- 43.34kb -> 39.86kb (8.03%) /1_Supervised_Machine_Learning/Week 2. Regression with multiple input variables/images/C1_W2_Lab06_contours.png -- 37.07kb -> 34.11kb (7.98%) /2_Advanced_Learning_Algorithms/Week 1. Neural Networks/images/C2_W1_CoffeeRoasting.png -- 51.85kb -> 47.82kb (7.77%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_GradDesc.png -- 48.59kb -> 44.83kb (7.74%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_SoftMaxCost.png -- 47.19kb -> 43.61kb (7.58%) /1_Supervised_Machine_Learning/Week 1. Introduction to Machine Learning/images/C1W1L1_Markdown.png -- 31.27kb -> 28.93kb (7.47%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_LogisticCostRegularized.png -- 46.59kb -> 43.22kb (7.24%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_softmax_accurate.png -- 33.25kb -> 30.88kb (7.11%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_SoftmaxReg_NN.png -- 45.23kb -> 42.03kb (7.07%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_Softmax.png -- 53.31kb -> 49.54kb (7.07%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_Logistic_gradient_descent.png -- 42.64kb -> 39.72kb (6.85%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_ReLu.png -- 56.49kb -> 52.67kb (6.77%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_LogisticGradientRegularized.png -- 49.99kb -> 46.73kb (6.53%) /2_Advanced_Learning_Algorithms/Week 1. Neural Networks/images/C2_W1_MatrixMatrix.png -- 19.19kb -> 17.99kb (6.25%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_LinearGradientRegularized.png -- 52.60kb -> 49.39kb (6.1%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_LogisticLoss_b.png -- 49.14kb -> 46.19kb (6.02%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_LinearCostRegularized.png -- 52.92kb -> 49.77kb (5.95%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_SqErrorVsLogistic.png -- 52.12kb -> 49.23kb (5.56%) /1_Supervised_Machine_Learning/Week 2. Regression with multiple input variables/images/C1_W2_Lab07_FeatureEngLecture.png -- 93.15kb -> 88.06kb (5.46%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_LogisticLoss_a.png -- 44.30kb -> 41.89kb (5.43%) /1_Supervised_Machine_Learning/Week 3. Classification/images/C1_W3_LogisticLoss_c.png -- 34.88kb -> 33.95kb (2.66%) /1_Supervised_Machine_Learning/Week 2. Regression with multiple input variables/images/C1_W2_L1_S2_Lectureb.png -- 133.29kb -> 130.32kb (2.22%) /1_Supervised_Machine_Learning/Week 1. Introduction to Machine Learning/images/C1_W1_L3_S2_Lecture_b.png -- 133.29kb -> 130.32kb (2.22%) /2_Advanced_Learning_Algorithms/Week 2. Neural network training/images/C2_W2_ReLU_Plot.png -- 55.18kb -> 54.05kb (2.04%) Signed-off-by: ImgBotApp <ImgBotHelp@gmail.com>
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Beep boop. Your images are optimized!
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