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[ImgBot] Optimize images #1

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@imgbot imgbot bot commented Mar 19, 2024

Beep boop. Your images are optimized!

Your image file size has been reduced by 22% 🎉

Details
File Before After Percent reduction
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/Labs/Lab 1/Lab 1a/Results/new-data-convergance.png 12.41kb 5.16kb 58.42%
/Labs/Lab 3/Rakin/Results/3.2-3Patterns.png 13.37kb 6.33kb 52.63%
/Labs/Lab 4/Rakin/rf.iter012000.png 48.32kb 27.97kb 42.12%
/Labs/Lab 4/Hasan_4/rf.iter000505.png 47.57kb 27.83kb 41.50%
/Labs/Lab 4/Hasan_4/rf.iter000205.png 42.62kb 25.14kb 41.01%
/Labs/Lab 4/Steinar/rf.iter005000.png 84.70kb 52.13kb 38.45%
/Labs/Lab 4/Steinar/rf.iter000000.png 84.88kb 52.73kb 37.87%
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/Labs/Lab 2/Steinar/results/weights-cl.png 23.90kb 16.49kb 30.99%
/Labs/Lab 1/Lab 1a/Results/perceptron-decision-boundary-not-separable.png 27.44kb 18.96kb 30.90%
/Labs/Lab 1/Lab 1a/Results/p_non_linear11000.png 22.51kb 15.77kb 29.94%
/Labs/Lab 1/Lab 1a/Results/perceptron_learning_nonLinear_with_bias.png 21.51kb 15.07kb 29.93%
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/Labs/Lab 1/Lab 1a/Results/scenario3.png 21.73kb 15.97kb 26.54%
/Labs/Lab 4/Rakin/6_gif_img.png 8.54kb 6.31kb 26.14%
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/Labs/Lab 4/Hasan_4/rf.iter000385.png 49.45kb 36.60kb 25.99%
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/Labs/Lab 2/Steinar/results/comparison-weights-shifted.png 51.46kb 38.92kb 24.37%
/Labs/Lab 3/images/energy.png 28.27kb 21.39kb 24.36%
/Labs/Lab 3/images/stored_patterns_theta.png 30.31kb 23.01kb 24.09%
/Labs/Lab 4/Hasan_4/rf.iter000200.png 52.27kb 39.70kb 24.05%
/Labs/Lab 2/Steinar/results/mlp-rbf-comparison-more-nodes.png 45.18kb 34.40kb 23.85%
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/Labs/Lab 1/Lab 1b/Steinar/plots/plots-1-hidden-neurons.png 123.25kb 94.70kb 23.16%
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/Labs/Lab 1/Lab 1b/Part2/figure/5-9.png 29.86kb 23.12kb 22.58%
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/Labs/Lab 1/Lab 1a/Results/decicion-boundary-not-separable.png 23.80kb 18.50kb 22.25%
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/Labs/Lab 1/Lab 1b/Steinar/plots/plots-16-hidden-neurons.png 116.76kb 91.01kb 22.05%
/Labs/Lab 1/Lab 1b/Steinar/plots/plots-7-hidden-neurons.png 111.10kb 86.88kb 21.80%
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/Labs/Lab 4/Steinar/reconstruction_convergence.png 24.69kb 19.36kb 21.61%
/Labs/Lab 1/Lab 1b/Figure/15HiddenLayer.png 68.41kb 53.67kb 21.54%
/Labs/Lab 1/Lab 1b/Steinar/plots/plots-22-hidden-neurons.png 112.37kb 88.27kb 21.45%
/Labs/Lab 1/Lab 1b/Figure/plots-25-hidden-neurons.png 107.72kb 84.93kb 21.16%
/Labs/Lab 1/Lab 1b/Steinar/plots/plots-25-hidden-neurons.png 107.72kb 84.93kb 21.16%
/Labs/Lab 1/Lab 1b/Steinar/plots/plots-10-hidden-neurons.png 112.06kb 88.36kb 21.15%
/Labs/Lab 1/Lab 1b/Figure/plots-10-hidden-neurons.png 112.06kb 88.36kb 21.15%
/Labs/Lab 1/Lab 1b/Steinar/plots/plots-0.30000000000000016-train-data.png 110.87kb 87.48kb 21.10%
/Labs/Lab 1/Lab 1b/Steinar/plots/plots-0.5000000000000001-train-data.png 120.28kb 94.93kb 21.08%
/Labs/Lab 4/Steinar/rf.iter000006.png 48.07kb 37.96kb 21.03%
/Labs/Lab 1/Lab 1b/Steinar/plots/plots-0.7000000000000001-train-data.png 109.45kb 86.50kb 20.97%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-0.8-train-data.png 16.92kb 13.38kb 20.93%
/Labs/Lab 1/Lab 1b/Steinar/plots/plots-0.6000000000000001-train-data.png 108.91kb 86.14kb 20.90%
/Labs/Lab 1/Lab 1b/Steinar/plots/plots-19-hidden-neurons.png 103.91kb 82.20kb 20.89%
/Labs/Lab 4/Rakin/plots/Hidden_layers_200_batch_50_iterations_2.png 25.13kb 19.90kb 20.80%
/Labs/Lab 1/Lab 1b/Figure/plots-4-hidden-neurons.png 107.31kb 85.00kb 20.79%
/Labs/Lab 1/Lab 1b/Steinar/plots/plots-4-hidden-neurons.png 107.31kb 85.00kb 20.79%
/Labs/Lab 4/Steinar/rf.iter000005.png 47.69kb 37.82kb 20.70%
/Labs/Lab 3/images/energies-symmetric.png 23.78kb 18.86kb 20.67%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-4-hidden-neurons.png 17.05kb 13.53kb 20.66%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-0.20000000000000018-train-data.png 19.99kb 15.86kb 20.65%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-13-hidden-neurons.png 17.91kb 14.21kb 20.64%
/Labs/Lab 1/Lab 1b/Part2/figure/best_vs_worst_loss.png 20.54kb 16.30kb 20.61%
/Labs/Lab 1/Lab 1b/Steinar/plots/plots-13-hidden-neurons.png 107.41kb 85.39kb 20.50%
/Labs/Lab 1/Lab 1b/Figure/plots-0.8-train-data.png 108.04kb 85.91kb 20.48%
/Labs/Lab 1/Lab 1b/Steinar/plots/plots-0.8-train-data.png 108.04kb 85.91kb 20.48%
/Labs/Lab 4/Steinar/rf.iter000004.png 47.76kb 37.99kb 20.46%
/Labs/Lab 1/Lab 1b/Steinar/plots/plots-0.40000000000000013-train-data.png 111.34kb 88.57kb 20.44%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-0.5000000000000001-train-data.png 17.44kb 13.90kb 20.26%
/Labs/Lab 2/Steinar/results/mlp-rbf-comparison.png 39.40kb 31.45kb 20.18%
/Labs/Lab 2/figures/3.2/MSE_square(2x)_delta.png 45.66kb 36.50kb 20.08%
/Labs/Lab 2/Steinar/results/comparison-sigma-2-delta-batch.png 45.61kb 36.48kb 20.02%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-22-hidden-neurons.png 16.30kb 13.07kb 19.80%
/Labs/Lab 2/Steinar/results/noise-function-cl.png 52.59kb 42.19kb 19.77%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-7-hidden-neurons.png 16.60kb 13.35kb 19.55%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-25-hidden-neurons.png 14.83kb 11.94kb 19.49%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-0.40000000000000013-train-data.png 20.78kb 16.73kb 19.48%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-16-hidden-neurons.png 14.46kb 11.65kb 19.46%
/Labs/Lab 2/figures/3.2/MSE_random_VS_my.png 26.36kb 21.24kb 19.41%
/Labs/Lab 3/images/inverted_pattern.png 20.62kb 16.66kb 19.20%
/Labs/Lab 4/Rakin/plots/Hidden_layers_500_batch_50_iterations_3.png 30.75kb 24.86kb 19.18%
/Labs/Lab 1/Lab 1b/Figure/1Hiddenlayer.png 65.65kb 53.09kb 19.13%
/Labs/Lab 4/Rakin/9_gif_img.png 5.92kb 4.80kb 18.85%
/Labs/Lab 4/Steinar/rf.iter000002.png 48.03kb 39.01kb 18.78%
/Labs/Lab 4/Steinar/rf.iter000001.png 48.46kb 39.42kb 18.67%
/Labs/Lab 2/Results/Cyclic_som.png 45.58kb 37.11kb 18.58%
/Labs/Lab 4/Rakin/7_gif_img.png 5.09kb 4.16kb 18.19%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-0.6000000000000001-train-data.png 18.11kb 14.82kb 18.16%
/Labs/Lab 1/Lab 1b/Figure/Figure_1.png 98.92kb 81.00kb 18.12%
/Labs/Lab 1/Lab 1b/Steinar/plots/Figure_1.png 98.92kb 81.00kb 18.12%
/Labs/Lab 2/figures/3.1/sin(2x).png 51.04kb 41.86kb 17.99%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-0.7000000000000001-train-data.png 16.45kb 13.56kb 17.55%
/Labs/Lab 2/figures/3.1/square(2x)_transformation.png 32.98kb 27.19kb 17.54%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-0.30000000000000016-train-data.png 19.18kb 15.89kb 17.13%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-19-hidden-neurons.png 18.29kb 15.17kb 17.07%
/Labs/Lab 1/Lab 1b/Part2/figure/best_worst_pred.png 60.83kb 50.74kb 16.59%
/Labs/Lab 2/Steinar/results/no-noise-approx-cl.png 41.67kb 34.87kb 16.32%
/Labs/Lab 4/Rakin/plots/Hidden_layers_200_batch_50_iterations_10.png 31.38kb 26.29kb 16.22%
/Labs/Lab 2/Steinar/results/convergence-lr-0.8.png 26.62kb 22.30kb 16.21%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-1-hidden-neurons.png 18.65kb 15.70kb 15.85%
/Labs/Lab 3/Hasan_3/Result_fig/without-noise.png 26.64kb 22.44kb 15.75%
/Labs/Lab 4/Rakin/plots/Hidden_layers_250_batch_50_iterations_10.png 31.83kb 26.82kb 15.72%
/Labs/Lab 3/Rakin/Results/3.1.png 17.34kb 14.62kb 15.68%
/Labs/Lab 4/Rakin/plots/Hidden_layers_350_batch_50_iterations_10.png 35.01kb 29.58kb 15.49%
/Labs/Lab 2/Steinar/results/convergence-lr-0.01.png 28.32kb 23.95kb 15.44%
/Labs/Lab 2/Results/politics_som.png 325.04kb 275.49kb 15.24%
/Labs/Lab 3/images/stored_patterns_theta_005_activity.png 26.82kb 22.75kb 15.16%
/Labs/Lab 4/Rakin/plots/Hidden_layers_300_batch_50_iterations_10.png 34.79kb 29.53kb 15.12%
/Labs/Lab 2/figures/3.1/square(2x).png 31.30kb 26.58kb 15.10%
/Labs/Lab 2/figures/3.2/Performance_sin(2x)_clean.png 49.89kb 42.39kb 15.03%
/Labs/Lab 1/Lab 1a/Results/delta-linear-seperable-bias-BATCH.png 19.81kb 16.85kb 14.93%
/Labs/Lab 2/Steinar/results/convergance-random-weights.png 32.84kb 27.95kb 14.90%
/Labs/Lab 1/Lab 1b/Steinar/plots/train-error-10-hidden-neurons.png 17.72kb 15.09kb 14.84%
/Labs/Lab 2/figures/3.2/MSE_with_d_learning_rate.png 39.59kb 33.96kb 14.22%
/Labs/Lab 1/Lab 1a/Results/delta-linear-seperable-bias-sequential.png 19.02kb 16.32kb 14.18%
/Labs/Lab 4/Rakin/plots/Hidden_layers_500_batch_50_iterations_10.png 35.24kb 30.37kb 13.82%
/Labs/Lab 4/Rakin/plots/Hidden_layers_400_batch_50_iterations_10.png 34.76kb 29.96kb 13.80%
/Labs/Lab 2/Steinar/results/convergence-lr-0.001.png 36.03kb 31.12kb 13.64%
/Labs/Lab 4/Rakin/plots/Hidden_layers_450_batch_50_iterations_10.png 35.13kb 30.44kb 13.36%
/Labs/Lab 2/Steinar/results/convergence-weight-shifted.png 32.79kb 28.50kb 13.09%
/Labs/Lab 2/Steinar/results/two-functions.png 34.72kb 30.44kb 12.33%
/Labs/Lab 3/images/energies-asymmetric.png 46.42kb 40.77kb 12.16%
/Labs/Lab 3/Hasan_3/Result_fig/noise.png 23.28kb 20.51kb 11.88%
/Labs/Lab 2/figures/3.2/performance_square(2x)_clean.png 34.96kb 30.92kb 11.56%
/Labs/Lab 1/Lab 1a/Results/perceptron-training-error-convergence.png 35.72kb 31.65kb 11.41%
/Labs/Lab 3/Rakin/Results/3.2-p11.png 39.47kb 35.30kb 10.57%
/Labs/Lab 1/Lab 1a/Results/perceptron-NON_SEPERABLE_training_errorRate(rakin-modifed).png 41.01kb 36.85kb 10.15%
/Labs/Lab 1/Lab 1b/Part2/figure/data.png 59.47kb 53.57kb 9.92%
/Labs/Lab 2/10000.jpg 44.62kb 42.00kb 5.89%
/Labs/Lab 2/77.jpg 40.21kb 37.95kb 5.62%
Total : 7,997.90kb 6,215.92kb 22.28%

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*Total -- 7,997.90kb -> 6,215.92kb (22.28%)

/Labs/Lab 2/Results/animal_som.png -- 24.63kb -> 9.04kb (63.31%)
/Labs/Lab 1/Lab 1a/Results/new-data-convergance.png -- 12.41kb -> 5.16kb (58.42%)
/Labs/Lab 3/Rakin/Results/3.2-3Patterns.png -- 13.37kb -> 6.33kb (52.63%)
/Labs/Lab 4/Rakin/rf.iter012000.png -- 48.32kb -> 27.97kb (42.12%)
/Labs/Lab 4/Hasan_4/rf.iter000505.png -- 47.57kb -> 27.83kb (41.5%)
/Labs/Lab 4/Hasan_4/rf.iter000205.png -- 42.62kb -> 25.14kb (41.01%)
/Labs/Lab 4/Steinar/rf.iter005000.png -- 84.70kb -> 52.13kb (38.45%)
/Labs/Lab 4/Steinar/rf.iter000000.png -- 84.88kb -> 52.73kb (37.87%)
/Labs/Lab 4/Steinar/rf.iter000018.png -- 47.33kb -> 29.45kb (37.79%)
/Labs/Lab 4/Steinar/rf.iter000016.png -- 47.79kb -> 29.80kb (37.64%)
/Labs/Lab 4/Steinar/rf.iter000017.png -- 47.45kb -> 29.60kb (37.62%)
/Labs/Lab 4/Steinar/rf.iter000019.png -- 47.16kb -> 29.43kb (37.6%)
/Labs/Lab 4/Steinar/rf.iter000015.png -- 47.74kb -> 29.85kb (37.48%)
/Labs/Lab 4/Steinar/rf.iter000009.png -- 47.80kb -> 30.29kb (36.62%)
/Labs/Lab 4/Steinar/rf.iter000008.png -- 47.53kb -> 30.33kb (36.2%)
/Labs/Lab 4/Steinar/rf.iter000007.png -- 47.64kb -> 30.40kb (36.19%)
/Labs/Lab 4/Steinar/rf.iter000003.png -- 47.42kb -> 30.94kb (34.74%)
/Labs/Lab 1/Lab 1a/Results/overlapping_dataset.png -- 21.65kb -> 14.29kb (33.98%)
/Labs/Lab 1/Lab 1a/Results/new-data-set.png -- 20.72kb -> 13.75kb (33.62%)
/Labs/Lab 1/Lab 1a/Results/p_non_linear10000.png -- 25.96kb -> 17.32kb (33.3%)
/Labs/Lab 1/Lab 1a/Results/Delta-linear-seperable-NO-BIAS-ITERATION100.png -- 28.20kb -> 18.81kb (33.29%)
/Labs/Lab 1/Lab 1a/Results/Delta-linear-seperable-NO-BIAS.png -- 30.35kb -> 20.46kb (32.56%)
/Labs/Lab 2/Steinar/results/weights-cl.png -- 23.90kb -> 16.49kb (30.99%)
/Labs/Lab 1/Lab 1a/Results/perceptron-decision-boundary-not-separable.png -- 27.44kb -> 18.96kb (30.9%)
/Labs/Lab 1/Lab 1a/Results/p_non_linear11000.png -- 22.51kb -> 15.77kb (29.94%)
/Labs/Lab 1/Lab 1a/Results/perceptron_learning_nonLinear_with_bias.png -- 21.51kb -> 15.07kb (29.93%)
/Labs/Lab 1/Lab 1a/Results/error-convergance.png -- 17.61kb -> 12.46kb (29.24%)
/Labs/Lab 1/Lab 1a/Results/scenario3.png -- 21.73kb -> 15.97kb (26.54%)
/Labs/Lab 4/Rakin/6_gif_img.png -- 8.54kb -> 6.31kb (26.14%)
/Labs/Lab 1/Lab 1a/Results/scenario2.png -- 23.75kb -> 17.57kb (26.03%)
/Labs/Lab 4/Hasan_4/rf.iter000385.png -- 49.45kb -> 36.60kb (25.99%)
/Labs/Lab 1/Lab 1b/Part2/figure/5-3.png -- 48.07kb -> 35.58kb (25.99%)
/Labs/Lab 4/Hasan_4/rf.iter000500.png -- 53.51kb -> 39.76kb (25.7%)
/Labs/Lab 1/Lab 1a/Results/scenario1.png -- 21.95kb -> 16.31kb (25.66%)
/Labs/Lab 1/Lab 1a/Results/new-data.png -- 21.64kb -> 16.10kb (25.64%)
/Labs/Lab 1/Lab 1a/Results/perceptron-linearly-seperable.png -- 21.43kb -> 15.96kb (25.52%)
/Labs/Lab 4/Hasan_4/rf.iter000285.png -- 47.46kb -> 35.37kb (25.48%)
/Labs/Lab 1/Lab 1a/Results/Delta-linear-seperable.png -- 22.73kb -> 16.97kb (25.32%)
/Labs/Lab 4/Hasan_4/rf.iter000280.png -- 53.02kb -> 39.81kb (24.92%)
/Labs/Lab 3/images/distortion.png -- 20.18kb -> 15.15kb (24.91%)
/Labs/Lab 1/Lab 1b/Figure/3.1.1_5 hidden nodes.png -- 191.39kb -> 143.80kb (24.86%)
/Labs/Lab 4/Hasan_4/rf.iter000380.png -- 52.42kb -> 39.39kb (24.85%)
/Labs/Lab 2/Steinar/results/comparison-random-weights.png -- 47.88kb -> 36.11kb (24.6%)
/Labs/Lab 1/Lab 1b/Part2/figure/5-6.png -- 42.47kb -> 32.12kb (24.37%)
/Labs/Lab 2/Steinar/results/comparison-weights-shifted.png -- 51.46kb -> 38.92kb (24.37%)
/Labs/Lab 3/images/energy.png -- 28.27kb -> 21.39kb (24.36%)
/Labs/Lab 3/images/stored_patterns_theta.png -- 30.31kb -> 23.01kb (24.09%)
/Labs/Lab 4/Hasan_4/rf.iter000200.png -- 52.27kb -> 39.70kb (24.05%)
/Labs/Lab 2/Steinar/results/mlp-rbf-comparison-more-nodes.png -- 45.18kb -> 34.40kb (23.85%)
/Labs/Lab 1/Lab 1a/Results/scenario4.png -- 23.61kb -> 18.05kb (23.53%)
/Labs/Lab 1/Lab 1b/Figure/plots-1-hidden-neurons.png -- 123.25kb -> 94.70kb (23.16%)
/Labs/Lab 1/Lab 1b/Steinar/plots/plots-1-hidden-neurons.png -- 123.25kb -> 94.70kb (23.16%)
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