[ImgBot] Optimize images

[imgbot[bot]]

Beep boop. Your images are optimized!

Your image file size has been reduced by 15% 🎉

Details

| File | Before | After | Percent reduction | |:--|:--|:--|:--| | /docs/Images/perceptronGraph.png | 389.00kb | 75.28kb | 80.65% | | /Data_Preprocessing_Augmentation/Images/noise-input-2.png | 70.62kb | 27.27kb | 61.38% | | /docs/Images/noise-input-2.png | 70.62kb | 27.27kb | 61.38% | | /docs/Images/Digits-Background.png | 10.54kb | 5.23kb | 50.39% | | /docs/Images/nnAcuracySingleLayer.png | 191.41kb | 96.56kb | 49.55% | | /docs/Images/visualize weights ml4a.png | 21.50kb | 11.83kb | 44.99% | | /docs/Images/ngram.png | 134.94kb | 76.18kb | 43.54% | | /docs/Images/graph1.png | 347.39kb | 209.03kb | 39.83% | | /Data_Preprocessing_Augmentation/Images/brightness-filter.png | 429.66kb | 263.78kb | 38.61% | | /docs/Images/brightness-filter.png | 429.66kb | 263.78kb | 38.61% | | /docs/Images/Project 1 Images/28x28/1.jpg | 0.42kb | 0.26kb | 37.47% | | /Data_Preprocessing_Augmentation/Images/input.png | 120.65kb | 75.53kb | 37.40% | | /docs/Images/input.png | 120.65kb | 75.53kb | 37.40% | | /docs/Images/Project 1 Images/visualize/7.png | 1.53kb | 1.04kb | 31.69% | | /docs/Images/Project 1 Images/visualize/0.png | 1.50kb | 1.03kb | 31.66% | | /docs/Images/Project 1 Images/visualize/4.png | 1.51kb | 1.03kb | 31.63% | | /docs/Images/Project 1 Images/visualize/8.png | 1.48kb | 1.02kb | 31.31% | | /docs/Images/Project 1 Images/visualize/9.png | 1.50kb | 1.03kb | 31.21% | | /docs/Images/Project 1 Images/28x28/5.jpg | 0.50kb | 0.35kb | 31.13% | | /docs/Images/Project 1 Images/visualize/6.png | 1.49kb | 1.03kb | 31.01% | | /docs/Images/Project 1 Images/visualize/3.png | 1.48kb | 1.02kb | 30.89% | | /docs/Images/Project 1 Images/visualize/1.png | 1.47kb | 1.01kb | 30.87% | | /docs/Images/outliers.png | 13.77kb | 9.61kb | 30.21% | | /docs/Images/Project 1 Images/visualize/2.png | 1.43kb | 1.00kb | 30.13% | | /docs/Images/Project 1 Images/28x28/6.jpg | 0.53kb | 0.37kb | 29.91% | | /docs/Images/Project 1 Images/28x28/9.jpg | 0.56kb | 0.40kb | 27.72% | | /docs/Images/Project 1 Images/28x28/7.jpg | 0.54kb | 0.39kb | 27.62% | | /docs/Images/Project 1 Images/28x28/3.jpg | 0.57kb | 0.41kb | 27.27% | | /docs/Images/Project 1 Images/28x28/0.jpg | 0.59kb | 0.43kb | 26.91% | | /docs/Images/Project 1 Images/visualize/5.png | 1.23kb | 0.91kb | 25.91% | | /docs/Images/Project 1 Images/28x28/4.jpg | 0.60kb | 0.44kb | 25.90% | | /docs/Images/Project 1 Images/28x28/2.jpg | 0.60kb | 0.45kb | 25.12% | | /docs/Images/Project 1 Images/28x28/8.jpg | 0.62kb | 0.47kb | 24.05% | | /docs/Images/neural-network.png | 232.41kb | 182.00kb | 21.69% | | /docs/Images/round-orange.jpg | 860.06kb | 765.04kb | 11.05% | | /docs/Images/gaussianDistribution.jpg | 50.06kb | 47.34kb | 5.43% | | /Data_Preprocessing_Augmentation/Images/noise-output-2.png | 1,142.02kb | 1,114.30kb | 2.43% | | /docs/Images/noise-output-2.png | 1,142.02kb | 1,114.30kb | 2.43% | | /docs/Images/pile-orange.jpg | 290.11kb | 283.76kb | 2.19% | | /docs/Images/identity.jpg | 362.11kb | 354.79kb | 2.02% | | /docs/Images/Project 1 Images/5x3/1.png | 2.38kb | 2.35kb | 1.15% | | /docs/Images/leaky-relu.jpg | 325.79kb | 322.19kb | 1.11% | | /docs/Images/good-network-approx.jpg | 274.97kb | 271.98kb | 1.09% | | /docs/Images/Project 1 Images/5x3/7-2.png | 2.40kb | 2.38kb | 1.06% | | /docs/Images/Project 1 Images/5x3/2.png | 2.42kb | 2.39kb | 1.01% | | /docs/Images/Project 1 Images/5x3/5.png | 2.42kb | 2.39kb | 1.01% | | /docs/Images/Project 1 Images/5x3/4.png | 2.40kb | 2.37kb | 0.98% | | /docs/Images/Project 1 Images/5x3/6.png | 2.41kb | 2.38kb | 0.97% | | /docs/Images/Project 1 Images/5x3/3.png | 2.42kb | 2.39kb | 0.97% | | /docs/Images/Project 1 Images/5x3/0.png | 2.39kb | 2.37kb | 0.94% | | /docs/Images/Project 1 Images/5x3/9.png | 2.41kb | 2.39kb | 0.89% | | /docs/Images/sigmoid.jpg | 341.69kb | 338.65kb | 0.89% | | /docs/Images/relu.jpg | 313.08kb | 310.46kb | 0.84% | | /docs/Images/overfit-function.jpg | 244.19kb | 242.25kb | 0.80% | | /docs/Images/Project 1 Images/5x3/8.png | 2.40kb | 2.38kb | 0.77% | | /docs/Images/softplus.jpg | 311.30kb | 309.20kb | 0.68% | | /docs/Images/Project 1 Images/5x3/7-1.png | 2.39kb | 2.37kb | 0.65% | | /docs/Images/data-augmentation.png | 370.88kb | 368.55kb | 0.63% | | /docs/Images/overfitExApprox.jpg | 254.12kb | 252.74kb | 0.54% | | /docs/Images/tanh.jpg | 316.71kb | 316.48kb | 0.07% | | | | | | | **Total :** | **9,228.49kb** | **7,851.19kb** | **14.92%** |

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