diff --git a/.gitattributes b/.gitattributes
index d8ae34b77b30d23672c1fe37dbcf5368f52a605b..4bf50186647f325f33d9af3151ed52fd872c4f29 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -40,3 +40,76 @@ Why[[:space:]]AI[[:space:]]is[[:space:]]Harder[[:space:]]Than[[:space:]]We[[:spa
 10.[[:space:]]Data[[:space:]]Augmentation[[:space:]]Cats[[:space:]]vs[[:space:]]Dogs/4.[[:space:]]Boosting[[:space:]]Accuracy[[:space:]]with[[:space:]]Data[[:space:]]Augmentation.mp4 filter=lfs diff=lfs merge=lfs -text
 10.[[:space:]]Data[[:space:]]Augmentation[[:space:]]Cats[[:space:]]vs[[:space:]]Dogs/5.[[:space:]]Types[[:space:]]of[[:space:]]Data[[:space:]]Augmentation.mp4 filter=lfs diff=lfs merge=lfs -text
 11.[[:space:]]Assessing[[:space:]]Model[[:space:]]Performance/1.[[:space:]]Introduction[[:space:]]to[[:space:]]the[[:space:]]Confusion[[:space:]]Matrix[[:space:]]&[[:space:]]Viewing[[:space:]]Misclassifications.mp4 filter=lfs diff=lfs merge=lfs -text
+11.[[:space:]]Assessing[[:space:]]Model[[:space:]]Performance/2.[[:space:]]Understanding[[:space:]]the[[:space:]]Confusion[[:space:]]Matrix.mp4 filter=lfs diff=lfs merge=lfs -text
+11.[[:space:]]Assessing[[:space:]]Model[[:space:]]Performance/3.[[:space:]]Finding[[:space:]]and[[:space:]]Viewing[[:space:]]Misclassified[[:space:]]Data.mp4 filter=lfs diff=lfs merge=lfs -text
+11.[[:space:]]Confusion[[:space:]]Matrix[[:space:]]and[[:space:]]Viewing[[:space:]]Misclassifications/MNIST_history.pickle filter=lfs diff=lfs merge=lfs -text
+12.[[:space:]]Optimizers,[[:space:]]Learning[[:space:]]Rates[[:space:]]&[[:space:]]Callbacks[[:space:]]with[[:space:]]Fruit[[:space:]]Classification/1.[[:space:]]Introduction[[:space:]]to[[:space:]]the[[:space:]]types[[:space:]]of[[:space:]]Optimizers,[[:space:]]Learning[[:space:]]Rates[[:space:]]&[[:space:]]Callbacks.mp4 filter=lfs diff=lfs merge=lfs -text
+12.[[:space:]]Optimizers,[[:space:]]Learning[[:space:]]Rates[[:space:]]&[[:space:]]Callbacks[[:space:]]with[[:space:]]Fruit[[:space:]]Classification/2.[[:space:]]Types[[:space:]]Optimizers[[:space:]]and[[:space:]]Adaptive[[:space:]]Learning[[:space:]]Rate[[:space:]]Methods.mp4 filter=lfs diff=lfs merge=lfs -text
+12.[[:space:]]Optimizers,[[:space:]]Learning[[:space:]]Rates[[:space:]]&[[:space:]]Callbacks[[:space:]]with[[:space:]]Fruit[[:space:]]Classification/3.[[:space:]]Keras[[:space:]]Callbacks[[:space:]]and[[:space:]]Checkpoint,[[:space:]]Early[[:space:]]Stopping[[:space:]]and[[:space:]]Adjust[[:space:]]Learning[[:space:]]Rates[[:space:]]that[[:space:]]Pl.mp4 filter=lfs diff=lfs merge=lfs -text
+12.[[:space:]]Optimizers,[[:space:]]Learning[[:space:]]Rates[[:space:]]&[[:space:]]Callbacks[[:space:]]with[[:space:]]Fruit[[:space:]]Classification/4.[[:space:]]Build[[:space:]]a[[:space:]]Fruit[[:space:]]Classifier.mp4 filter=lfs diff=lfs merge=lfs -text
+12.[[:space:]]Optimizers,[[:space:]]Learning[[:space:]]Rates[[:space:]]&[[:space:]]Callbacks[[:space:]]with[[:space:]]Fruit[[:space:]]Classification/4.2[[:space:]]fruits-360.tar.gz filter=lfs diff=lfs merge=lfs -text
+13.[[:space:]]Batch[[:space:]]Normalization[[:space:]]&[[:space:]]LeNet,[[:space:]]AlexNet[[:space:]]Clothing[[:space:]]Classifier/1.[[:space:]]Intro[[:space:]]to[[:space:]]Building[[:space:]]LeNet,[[:space:]]AlexNet[[:space:]]in[[:space:]]Keras[[:space:]]&[[:space:]]Understand[[:space:]]Batch[[:space:]]Normalization.mp4 filter=lfs diff=lfs merge=lfs -text
+13.[[:space:]]Batch[[:space:]]Normalization[[:space:]]&[[:space:]]LeNet,[[:space:]]AlexNet[[:space:]]Clothing[[:space:]]Classifier/2.[[:space:]]Build[[:space:]]LeNet[[:space:]]and[[:space:]]test[[:space:]]on[[:space:]]MNIST.mp4 filter=lfs diff=lfs merge=lfs -text
+13.[[:space:]]Batch[[:space:]]Normalization[[:space:]]&[[:space:]]LeNet,[[:space:]]AlexNet[[:space:]]Clothing[[:space:]]Classifier/3.[[:space:]]Build[[:space:]]AlexNet[[:space:]]and[[:space:]]test[[:space:]]on[[:space:]]CIFAR10.mp4 filter=lfs diff=lfs merge=lfs -text
+13.[[:space:]]Batch[[:space:]]Normalization[[:space:]]&[[:space:]]LeNet,[[:space:]]AlexNet[[:space:]]Clothing[[:space:]]Classifier/4.[[:space:]]Batch[[:space:]]Normalization.mp4 filter=lfs diff=lfs merge=lfs -text
+14.[[:space:]]Advanced[[:space:]]Image[[:space:]]Classiers[[:space:]]-[[:space:]]ImageNet[[:space:]]in[[:space:]]Keras[[:space:]](VGG1619,[[:space:]]InceptionV3,[[:space:]]ResNet50)/1.[[:space:]]Chapter[[:space:]]Introduction.mp4 filter=lfs diff=lfs merge=lfs -text
+14.[[:space:]]Advanced[[:space:]]Image[[:space:]]Classiers[[:space:]]-[[:space:]]ImageNet[[:space:]]in[[:space:]]Keras[[:space:]](VGG1619,[[:space:]]InceptionV3,[[:space:]]ResNet50)/2.[[:space:]]ImageNet[[:space:]]-[[:space:]]Experimenting[[:space:]]with[[:space:]]pre-trained[[:space:]]Models[[:space:]]in[[:space:]]Keras[[:space:]](VGG16,[[:space:]]ResNet50,[[:space:]]Mobi.mp4 filter=lfs diff=lfs merge=lfs -text
+14.[[:space:]]Advanced[[:space:]]Image[[:space:]]Classiers[[:space:]]-[[:space:]]ImageNet[[:space:]]in[[:space:]]Keras[[:space:]](VGG1619,[[:space:]]InceptionV3,[[:space:]]ResNet50)/3.[[:space:]]Understanding[[:space:]]VGG16[[:space:]]and[[:space:]]VGG19.mp4 filter=lfs diff=lfs merge=lfs -text
+14.[[:space:]]Advanced[[:space:]]Image[[:space:]]Classiers[[:space:]]-[[:space:]]ImageNet[[:space:]]in[[:space:]]Keras[[:space:]](VGG1619,[[:space:]]InceptionV3,[[:space:]]ResNet50)/4.[[:space:]]Understanding[[:space:]]ResNet50.mp4 filter=lfs diff=lfs merge=lfs -text
+14.[[:space:]]Advanced[[:space:]]Image[[:space:]]Classiers[[:space:]]-[[:space:]]ImageNet[[:space:]]in[[:space:]]Keras[[:space:]](VGG1619,[[:space:]]InceptionV3,[[:space:]]ResNet50)/5.[[:space:]]Understanding[[:space:]]InceptionV3.mp4 filter=lfs diff=lfs merge=lfs -text
+15.[[:space:]]Transfer[[:space:]]Learning[[:space:]]Build[[:space:]]a[[:space:]]Flower[[:space:]]&[[:space:]]Monkey[[:space:]]Breed[[:space:]]Classifier/1.[[:space:]]Chapter[[:space:]]Introduction.mp4 filter=lfs diff=lfs merge=lfs -text
+15.[[:space:]]Transfer[[:space:]]Learning[[:space:]]Build[[:space:]]a[[:space:]]Flower[[:space:]]&[[:space:]]Monkey[[:space:]]Breed[[:space:]]Classifier/2.[[:space:]]What[[:space:]]is[[:space:]]Transfer[[:space:]]Learning[[:space:]]and[[:space:]][[:space:]]Fine[[:space:]]Tuning.mp4 filter=lfs diff=lfs merge=lfs -text
+15.[[:space:]]Transfer[[:space:]]Learning[[:space:]]Build[[:space:]]a[[:space:]]Flower[[:space:]]&[[:space:]]Monkey[[:space:]]Breed[[:space:]]Classifier/3.[[:space:]]Build[[:space:]]a[[:space:]]Monkey[[:space:]]Breed[[:space:]]Classifier[[:space:]]with[[:space:]]MobileNet[[:space:]]using[[:space:]]Transfer[[:space:]]Learning.mp4 filter=lfs diff=lfs merge=lfs -text
+15.[[:space:]]Transfer[[:space:]]Learning[[:space:]]Build[[:space:]]a[[:space:]]Flower[[:space:]]&[[:space:]]Monkey[[:space:]]Breed[[:space:]]Classifier/4.[[:space:]]Build[[:space:]]a[[:space:]]Flower[[:space:]]Classifier[[:space:]]with[[:space:]]VGG16[[:space:]]using[[:space:]]Transfer[[:space:]]Learning.mp4 filter=lfs diff=lfs merge=lfs -text
+16.[[:space:]]Design[[:space:]]Your[[:space:]]Own[[:space:]]CNN[[:space:]]-[[:space:]]LittleVGG/LittleVGG.png filter=lfs diff=lfs merge=lfs -text
+16.[[:space:]]Design[[:space:]]Your[[:space:]]Own[[:space:]]CNN[[:space:]]-[[:space:]]LittleVGG[[:space:]]A[[:space:]]Simpsons[[:space:]]Classifier/1.[[:space:]]Chapter[[:space:]]Introduction.mp4 filter=lfs diff=lfs merge=lfs -text
+16.[[:space:]]Design[[:space:]]Your[[:space:]]Own[[:space:]]CNN[[:space:]]-[[:space:]]LittleVGG[[:space:]]A[[:space:]]Simpsons[[:space:]]Classifier/2.[[:space:]]Introducing[[:space:]]LittleVGG.mp4 filter=lfs diff=lfs merge=lfs -text
+16.[[:space:]]Design[[:space:]]Your[[:space:]]Own[[:space:]]CNN[[:space:]]-[[:space:]]LittleVGG[[:space:]]A[[:space:]]Simpsons[[:space:]]Classifier/3.[[:space:]]Simpsons[[:space:]]Character[[:space:]]Recognition[[:space:]]using[[:space:]]LittleVGG.mp4 filter=lfs diff=lfs merge=lfs -text
+17.[[:space:]]Advanced[[:space:]]Activation[[:space:]]Functions[[:space:]]&[[:space:]]Initializations/1.[[:space:]]Chapter[[:space:]]Introduction.mp4 filter=lfs diff=lfs merge=lfs -text
+17.[[:space:]]Advanced[[:space:]]Activation[[:space:]]Functions[[:space:]]&[[:space:]]Initializations/2.[[:space:]]Dying[[:space:]]ReLU[[:space:]]Problem[[:space:]]and[[:space:]]Introduction[[:space:]]to[[:space:]]Leaky[[:space:]]ReLU,[[:space:]]ELU[[:space:]]and[[:space:]]PReLUs.mp4 filter=lfs diff=lfs merge=lfs -text
+17.[[:space:]]Advanced[[:space:]]Activation[[:space:]]Functions[[:space:]]&[[:space:]]Initializations/3.[[:space:]]Advanced[[:space:]]Initializations.mp4 filter=lfs diff=lfs merge=lfs -text
+18.[[:space:]]Facial[[:space:]]Applications[[:space:]]-[[:space:]]Emotion,[[:space:]]Age[[:space:]]&[[:space:]]Gender[[:space:]]Recognition/1.[[:space:]]Chapter[[:space:]]Introduction.mp4 filter=lfs diff=lfs merge=lfs -text
+18.[[:space:]]Facial[[:space:]]Applications[[:space:]]-[[:space:]]Emotion,[[:space:]]Age[[:space:]]&[[:space:]]Gender[[:space:]]Recognition/2.[[:space:]]Build[[:space:]]an[[:space:]]Emotion,[[:space:]]Facial[[:space:]]Expression[[:space:]]Detector.mp4 filter=lfs diff=lfs merge=lfs -text
+18.[[:space:]]Facial[[:space:]]Applications[[:space:]]-[[:space:]]Emotion,[[:space:]]Age[[:space:]]&[[:space:]]Gender[[:space:]]Recognition/3.[[:space:]]Build[[:space:]]EmotionAgeGender[[:space:]]Recognition[[:space:]]in[[:space:]]our[[:space:]]Deep[[:space:]]Surveillance[[:space:]]Monitor.mp4 filter=lfs diff=lfs merge=lfs -text
+19.[[:space:]]Medical[[:space:]]Imaging[[:space:]]-[[:space:]]Image[[:space:]]Segmentation[[:space:]]with[[:space:]]U-Net/1.[[:space:]]Chapter[[:space:]]Overview[[:space:]]on[[:space:]]Image[[:space:]]Segmentation[[:space:]]&[[:space:]]Medical[[:space:]]Imaging[[:space:]]in[[:space:]]U-Net.mp4 filter=lfs diff=lfs merge=lfs -text
+19.[[:space:]]Medical[[:space:]]Imaging[[:space:]]-[[:space:]]Image[[:space:]]Segmentation[[:space:]]with[[:space:]]U-Net/2.[[:space:]]What[[:space:]]is[[:space:]]Segmentation[[:space:]]And[[:space:]]Applications[[:space:]]in[[:space:]]Medical[[:space:]]Imaging.mp4 filter=lfs diff=lfs merge=lfs -text
+19.[[:space:]]Medical[[:space:]]Imaging[[:space:]]-[[:space:]]Image[[:space:]]Segmentation[[:space:]]with[[:space:]]U-Net/3.[[:space:]]U-Net[[:space:]]Image[[:space:]]Segmentation[[:space:]]with[[:space:]]CNNs.mp4 filter=lfs diff=lfs merge=lfs -text
+19.[[:space:]]Medical[[:space:]]Imaging[[:space:]]-[[:space:]]Image[[:space:]]Segmentation[[:space:]]with[[:space:]]U-Net/4.[[:space:]]The[[:space:]]Intersection[[:space:]]over[[:space:]]Union[[:space:]](IoU)[[:space:]]Metric.mp4 filter=lfs diff=lfs merge=lfs -text
+19.[[:space:]]Medical[[:space:]]Imaging[[:space:]]-[[:space:]]Image[[:space:]]Segmentation[[:space:]]with[[:space:]]U-Net/5.[[:space:]]Finding[[:space:]]the[[:space:]]Nuclei[[:space:]]in[[:space:]]Divergent[[:space:]]Images.mp4 filter=lfs diff=lfs merge=lfs -text
+20.[[:space:]]Principles[[:space:]]of[[:space:]]Object[[:space:]]Detection/1.[[:space:]]Chapter[[:space:]]Introduction.mp4 filter=lfs diff=lfs merge=lfs -text
+20.[[:space:]]Principles[[:space:]]of[[:space:]]Object[[:space:]]Detection/2.[[:space:]]Object[[:space:]]Detection[[:space:]]Introduction[[:space:]]-[[:space:]]Sliding[[:space:]]Windows[[:space:]]with[[:space:]]HOGs.mp4 filter=lfs diff=lfs merge=lfs -text
+20.[[:space:]]Principles[[:space:]]of[[:space:]]Object[[:space:]]Detection/3.[[:space:]]R-CNN,[[:space:]]Fast[[:space:]]R-CNN,[[:space:]]Faster[[:space:]]R-CNN[[:space:]]and[[:space:]]Mask[[:space:]]R-CNN.mp4 filter=lfs diff=lfs merge=lfs -text
+20.[[:space:]]Principles[[:space:]]of[[:space:]]Object[[:space:]]Detection/4.[[:space:]]Single[[:space:]]Shot[[:space:]]Detectors[[:space:]](SSDs).mp4 filter=lfs diff=lfs merge=lfs -text
+20.[[:space:]]Principles[[:space:]]of[[:space:]]Object[[:space:]]Detection/5.[[:space:]]YOLO[[:space:]]to[[:space:]]YOLOv3.mp4 filter=lfs diff=lfs merge=lfs -text
+21.[[:space:]]TensorFlow[[:space:]]Object[[:space:]]Detection[[:space:]]API/1.[[:space:]]Chapter[[:space:]]Introduction.mp4 filter=lfs diff=lfs merge=lfs -text
+21.[[:space:]]TensorFlow[[:space:]]Object[[:space:]]Detection[[:space:]]API/2.[[:space:]]TFOD[[:space:]]API[[:space:]]Install[[:space:]]and[[:space:]]Setup.mp4 filter=lfs diff=lfs merge=lfs -text
+21.[[:space:]]TensorFlow[[:space:]]Object[[:space:]]Detection[[:space:]]API/3.[[:space:]]Experiment[[:space:]]with[[:space:]]a[[:space:]]ResNet[[:space:]]SSD[[:space:]]on[[:space:]]images,[[:space:]]webcam[[:space:]]and[[:space:]]videos.mp4 filter=lfs diff=lfs merge=lfs -text
+21.[[:space:]]TensorFlow[[:space:]]Object[[:space:]]Detection[[:space:]]API/4.[[:space:]]How[[:space:]]to[[:space:]]Train[[:space:]]a[[:space:]]TFOD[[:space:]]Model.mp4 filter=lfs diff=lfs merge=lfs -text
+22.[[:space:]]Object[[:space:]]Detection[[:space:]]with[[:space:]]YOLO[[:space:]]&[[:space:]]Darkflow[[:space:]]Build[[:space:]]a[[:space:]]London[[:space:]]Underground[[:space:]]Sign[[:space:]]Detector/1.[[:space:]]Chapter[[:space:]]Introduction.mp4 filter=lfs diff=lfs merge=lfs -text
+22.[[:space:]]Object[[:space:]]Detection[[:space:]]with[[:space:]]YOLO[[:space:]]&[[:space:]]Darkflow[[:space:]]Build[[:space:]]a[[:space:]]London[[:space:]]Underground[[:space:]]Sign[[:space:]]Detector/2.[[:space:]]Setting[[:space:]]up[[:space:]]and[[:space:]]install[[:space:]]Yolo[[:space:]]DarkNet[[:space:]]and[[:space:]]DarkFlow.mp4 filter=lfs diff=lfs merge=lfs -text
+22.[[:space:]]Object[[:space:]]Detection[[:space:]]with[[:space:]]YOLO[[:space:]]&[[:space:]]Darkflow[[:space:]]Build[[:space:]]a[[:space:]]London[[:space:]]Underground[[:space:]]Sign[[:space:]]Detector/3.[[:space:]]Experiment[[:space:]]with[[:space:]]YOLO[[:space:]]on[[:space:]]still[[:space:]]images,[[:space:]]webcam[[:space:]]and[[:space:]]videos.mp4 filter=lfs diff=lfs merge=lfs -text
+22.[[:space:]]Object[[:space:]]Detection[[:space:]]with[[:space:]]YOLO[[:space:]]&[[:space:]]Darkflow[[:space:]]Build[[:space:]]a[[:space:]]London[[:space:]]Underground[[:space:]]Sign[[:space:]]Detector/4.[[:space:]]Build[[:space:]]your[[:space:]]own[[:space:]]YOLO[[:space:]]Object[[:space:]]Detector[[:space:]]-[[:space:]]Detecting[[:space:]]London[[:space:]]Underground[[:space:]]Signs.mp4 filter=lfs diff=lfs merge=lfs -text
+23.[[:space:]]DeepDream[[:space:]]&[[:space:]]Neural[[:space:]]Style[[:space:]]Transfers[[:space:]]Make[[:space:]]AI[[:space:]]Generated[[:space:]]Art/1.[[:space:]]Chapter[[:space:]]Introduction.mp4 filter=lfs diff=lfs merge=lfs -text
+23.[[:space:]]DeepDream[[:space:]]&[[:space:]]Neural[[:space:]]Style[[:space:]]Transfers[[:space:]]Make[[:space:]]AI[[:space:]]Generated[[:space:]]Art/2.[[:space:]]DeepDream[[:space:]]–[[:space:]]How[[:space:]]AI[[:space:]]Generated[[:space:]]Art[[:space:]]All[[:space:]]Started.mp4 filter=lfs diff=lfs merge=lfs -text
+23.[[:space:]]DeepDream[[:space:]]&[[:space:]]Neural[[:space:]]Style[[:space:]]Transfers[[:space:]]Make[[:space:]]AI[[:space:]]Generated[[:space:]]Art/3.[[:space:]]Neural[[:space:]]Style[[:space:]]Transfer.mp4 filter=lfs diff=lfs merge=lfs -text
+24.[[:space:]]Generative[[:space:]]Adversarial[[:space:]]Networks[[:space:]](GANs)[[:space:]]Simulate[[:space:]]Aging[[:space:]]Faces/1.[[:space:]]Generative[[:space:]]Adverserial[[:space:]]Neural[[:space:]]Networks[[:space:]]Chapter[[:space:]]Overview.mp4 filter=lfs diff=lfs merge=lfs -text
+24.[[:space:]]Generative[[:space:]]Adversarial[[:space:]]Networks[[:space:]](GANs)[[:space:]]Simulate[[:space:]]Aging[[:space:]]Faces/2.[[:space:]]Introduction[[:space:]]To[[:space:]]GANs.mp4 filter=lfs diff=lfs merge=lfs -text
+24.[[:space:]]Generative[[:space:]]Adversarial[[:space:]]Networks[[:space:]](GANs)[[:space:]]Simulate[[:space:]]Aging[[:space:]]Faces/3.[[:space:]]Mathematics[[:space:]]of[[:space:]]GANs.mp4 filter=lfs diff=lfs merge=lfs -text
+24.[[:space:]]Generative[[:space:]]Adversarial[[:space:]]Networks[[:space:]](GANs)[[:space:]]Simulate[[:space:]]Aging[[:space:]]Faces/4.[[:space:]]Implementing[[:space:]]GANs[[:space:]]in[[:space:]]Keras.mp4 filter=lfs diff=lfs merge=lfs -text
+24.[[:space:]]Generative[[:space:]]Adversarial[[:space:]]Networks[[:space:]](GANs)[[:space:]]Simulate[[:space:]]Aging[[:space:]]Faces/5.[[:space:]]Face[[:space:]]Aging[[:space:]]GAN.mp4 filter=lfs diff=lfs merge=lfs -text
+25.[[:space:]]Face[[:space:]]Recognition/testfriends.mp4 filter=lfs diff=lfs merge=lfs -text
+25.[[:space:]]Face[[:space:]]Recognition[[:space:]]with[[:space:]]VGGFace/.goutputstream-XYXP52 filter=lfs diff=lfs merge=lfs -text
+25.[[:space:]]Face[[:space:]]Recognition[[:space:]]with[[:space:]]VGGFace/2.1[[:space:]]vgg_face_weights.h5.tar.gz filter=lfs diff=lfs merge=lfs -text
+25.[[:space:]]Face[[:space:]]Recognition[[:space:]]with[[:space:]]VGGFace/2.2[[:space:]]vgg_face_weights.h5.tar.gz filter=lfs diff=lfs merge=lfs -text
+26.[[:space:]]The[[:space:]]Computer[[:space:]]Vision[[:space:]]World/4.[[:space:]]Popular[[:space:]]Computer[[:space:]]Vision[[:space:]]Conferences[[:space:]]&[[:space:]]Finding[[:space:]]Datasets.mp4 filter=lfs diff=lfs merge=lfs -text
+26.[[:space:]]The[[:space:]]Computer[[:space:]]Vision[[:space:]]World/5.[[:space:]]Building[[:space:]]a[[:space:]]Deep[[:space:]]Learning[[:space:]]Machine[[:space:]]vs.[[:space:]]Cloud[[:space:]]GPUs.mp4 filter=lfs diff=lfs merge=lfs -text
+26.[[:space:]]The[[:space:]]Computer[[:space:]]Vision[[:space:]]World/Screenshot[[:space:]]from[[:space:]]2024-08-10[[:space:]]20-58-43.png filter=lfs diff=lfs merge=lfs -text
+26.[[:space:]]The[[:space:]]Computer[[:space:]]Vision[[:space:]]World/Screenshot[[:space:]]from[[:space:]]2024-08-10[[:space:]]20-59-06.png filter=lfs diff=lfs merge=lfs -text
+28.[[:space:]]BONUS[[:space:]]-[[:space:]]Use[[:space:]]Cloud[[:space:]]GPUs[[:space:]]on[[:space:]]PaperSpace/2.1[[:space:]]AlexNet[[:space:]]CIFAR10.zip filter=lfs diff=lfs merge=lfs -text
+4.[[:space:]]Handwriting[[:space:]]Recognition/2.[[:space:]]Experiment[[:space:]]with[[:space:]]a[[:space:]]Handwriting[[:space:]]Classifier.mp4 filter=lfs diff=lfs merge=lfs -text
+4.[[:space:]]Handwriting[[:space:]]Recognition/3.[[:space:]]Experiment[[:space:]]with[[:space:]]a[[:space:]]Image[[:space:]]Classifier.mp4 filter=lfs diff=lfs merge=lfs -text
+4.[[:space:]]Handwriting[[:space:]]Recognition/4.[[:space:]]OpenCV[[:space:]]Demo[[:space:]]–[[:space:]]Live[[:space:]]Sketch[[:space:]]with[[:space:]]Webcam.mp4 filter=lfs diff=lfs merge=lfs -text
+5.[[:space:]]OpenCV[[:space:]]Tutorial[[:space:]]-[[:space:]]Learn[[:space:]]Classic[[:space:]]Computer[[:space:]]Vision[[:space:]]&[[:space:]]Face[[:space:]]Detection[[:space:]](OPTIONAL)/10.[[:space:]]Transformations,[[:space:]]Affine[[:space:]]And[[:space:]]Non-Affine[[:space:]]-[[:space:]]The[[:space:]]Many[[:space:]]Ways[[:space:]]We[[:space:]]Can[[:space:]]Change[[:space:]]Images.mp4 filter=lfs diff=lfs merge=lfs -text
+5.[[:space:]]OpenCV[[:space:]]Tutorial[[:space:]]-[[:space:]]Learn[[:space:]]Classic[[:space:]]Computer[[:space:]]Vision[[:space:]]&[[:space:]]Face[[:space:]]Detection[[:space:]](OPTIONAL)/11.[[:space:]]Image[[:space:]]Translations[[:space:]]-[[:space:]]Moving[[:space:]]Images[[:space:]]Up,[[:space:]]Down.[[:space:]]Left[[:space:]]And[[:space:]]Right.mp4 filter=lfs diff=lfs merge=lfs -text
+5.[[:space:]]OpenCV[[:space:]]Tutorial[[:space:]]-[[:space:]]Learn[[:space:]]Classic[[:space:]]Computer[[:space:]]Vision[[:space:]]&[[:space:]]Face[[:space:]]Detection[[:space:]](OPTIONAL)/12.[[:space:]]Rotations[[:space:]]-[[:space:]]How[[:space:]]To[[:space:]]Spin[[:space:]]Your[[:space:]]Image[[:space:]]Around[[:space:]]And[[:space:]]Do[[:space:]]Horizontal[[:space:]]Flipping.mp4 filter=lfs diff=lfs merge=lfs -text
+5.[[:space:]]OpenCV[[:space:]]Tutorial[[:space:]]-[[:space:]]Learn[[:space:]]Classic[[:space:]]Computer[[:space:]]Vision[[:space:]]&[[:space:]]Face[[:space:]]Detection[[:space:]](OPTIONAL)/13.[[:space:]]Scaling,[[:space:]]Re-sizing[[:space:]]and[[:space:]]Interpolations[[:space:]]-[[:space:]]Understand[[:space:]]How[[:space:]]Re-Sizing[[:space:]]Affects[[:space:]]Quality.mp4 filter=lfs diff=lfs merge=lfs -text
diff --git a/11. Assessing Model Performance/2. Understanding the Confusion Matrix.mp4 b/11. Assessing Model Performance/2. Understanding the Confusion Matrix.mp4
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