̷к ANN, ڴ, CNN, RNN, GAN, FCN, DQN, ̹ ĸŴ ֽ ټ÷η ס ̷ Ǵ ̷е ڼϰ Ұϰ, (ANN, ڴ, CNN, RNN) Ȯ ظ ټ÷ ڵ Բ Ѵ. , پ ϰ ϴ ҰѴ. å ʹݿ , Ȯ , ȭ ̷а ̷ ϰ, ˰ ⺻ ANN, ڴ, CNN, RNN ٷ. ߹ݿ տ ANN, CNN, RNN ̹ ĸŴ, Semantic Image Segmentation ϴ Ѵ. å Ĺݿ ֱٿ α ִ ȭ н 캸, Ʃװ н ̿ؼ ذϴ . 1 å ̷к ټ÷ ̺귯 ̿ ľ ִ.
1. ΰ, ӽŷ, Ұ1.1 ˰ 1.2 н1.3 н1.4 ȭ н1.5 2. ټ÷ Ұ2.1 ټ÷ ġ å ϴ ҽ ڵ ٿε2.1.1 ټ÷ Ұ 2.1.2 ټ÷ ġ 2.1.3 å ϴ ҽ ڵ ٿε 2.2 , ټ÷ о2.2.1 ǻ 2.2.2 ڿ ó2.2.3 ν 2.2.4 2.2.5 2.3 ټ÷ ȭ ̺귯2.3.1 ɶ 2.3.2 TF-Slim2.3.3 Sonnet2.4 3. ټ÷ ʿ ټ3.1 ټ÷ - 3.2 ÷̽Ȧ3.3 ȸ ϰ ˰3.3.1 ӽŷ ⺻ μ - , ս Լ , ȭ 3.3.2 ȸ ˰ 3.4 ټ带 ̿ ðȭ3.5 4. ӽŷ ̷е4.1 Batch Gradient Descent, Mini-Batch Gradient Descent, Stochastic Gradient Descent4.2 Training Data, Validation Data, Test Data 4.3 Ʈƽ ȸ4.3.1 Ʈƽ ȸ 4.3.2 ũν Ʈ ս Լ 4.3.3 MNIST ͼ 4.3.4 One-hot Encoding 4.4 Ʈƽ ȸ ̿ MNIST з 4.4.1 mnist_classification_using_softmax_regression.py 4.4.2 tf_nn_sparse_softmax_cross_entropy_with_logits_example.py 4.5 5. ΰŰ(ANN)5.1 ΰŰ 5.2 ۼƮ5.3 ۼƮ MLP5.4 ˰5.5 ANN ̿ MNIST з 5.6 6. ڴ(AutoEncoder)6.1 ڴ 6.2 ڴ ̿ MNIST 籸6.3 ڴ Ʈƽ з⸦ ̿ MNIST з 6.3.1 Ʃװ н 6.3.2 ڴ Ʈƽ з⸦ ̿ MNIST з 6.4 7. Ű(CNN)7.1 Ű - , Ǯ7.2 MNIST з CNN з 7.3 CNN ̿ CIFAR-10 ̹ з 7.3.1 CIFAR-10 ͼ7.3.2 Ӿƿ 7.3.3 CNN ̿ CIFAR-10 ̹ з 7.4 ǥ CNN - AlexNet, VGGNet, GoogLeNet, ResNet7.4.1 AlexNet 7.4.2 VGGNet 7.4.3 GoogLeNet(Inception v1) 7.4.4 ResNet 7.5 tf.train.Saver API ̿ؼ Ķ ϰ ҷ7.6 8. ȯŰ(RNN)8.1 ȯŰ8.2 LSTM(/ܱ Ʈũ) 絵 8.3 GRU8.4 Ӻ8.4.1 Ӻǰ8.4.2 tf.nn.embedding_lookup ̿ Ӻ 8.5 絵 絵 ڸ8.6 Char-RNN8.6.1 Char-RNN 8.6.2 ټ÷θ ̿ Char-RNN 8.6.2.1 train_and_sampling.py 8.6.2.2 utils.py 8.7 9. ̹ ĸŴ(Image Captioning)9.1 ̹ ĸŴ Ұ9.2 ̹ ĸŴ ͼ - MS COCO9.3 ̹ ĸŴ - im2txt9.4 im2txt ڵ ڵ 9.4.1 train.py 9.4.2 show_and_tell_model.py 9.4.3 run_inference.py 9.5 10. Semantic Image Segmentation10.1 Semantic Image Segmentation 10.2 FCN10.3 Semantic Image Segmentation ͼ - MIT Scene Parsing10.4 FCN ̿ Semantic Image Segmentation - FCN.tensorflow10.4.1 FCN.py 10.4.2 TensorflowUtils.py 10.4.3 read_MITSceneParsingData.py 10.4.4 BatchDatsetReader.py10.5 11. - GAN11.1 11.2 GAN 11.3 GAN ̿ MNIST 11.4 12. ȭ н(Reinforcement Learning)12.1 ȭ н ⺻ MDP12.1.1 ġ Լ 12.1.2 ൿ ġ Լ 12.2 Q-Learning12.2.1 Q-Table Q-Networks 12.2.2 -Greedy 12.3 DQN12.4 DQN ̿ Ʈ - CatchGame12.4.1 train_catch_game.py 12.4.2 play_catch_game.ipynb 12.5 13. Ʃװ н ̿ ذ13.1 Ʃ н 13.2 Inception v3 Retraining ̿ з13.2.1 Inception v3 13.2.2 inceptionv3_retrain.py - ͼ Ʃ13.2.3 inceptionv3_retrain.py 13.2.4 inceptionv3_inference.py 13.3 н ̿ ü 13.3.1 ü 13.3.2 н Faster R-CNN ü 13.3.3 faster_rcnn_inference.py 13.4 TensorFlow Hub13.5 13.6 ͵