# Artificial Inteligence

## Artificial Inteligence

- [Preface](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/master.md)
- [Introduction](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/chapter1.md)
- [Machine Learning](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning.md)
- [Linear Algebra](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/linear_algebra.md)
- [Supervised Learning](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/supervised_learning.md)
- [Neural Networks](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/supervised_learning/neural_networks.md)
- [Linear Classification](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/supervised_learning/linear_classification.md)
- [Loss Function](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/supervised_learning/loss-function.md)
- [Model Optimization](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/supervised_learning/model_optimization.md)
- [Backpropagation](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/supervised_learning/backpropagation.md)
- [Feature Scaling](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/supervised_learning/feature_scaling.md)
- [Model Initialization](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/supervised_learning/model_initialization.md)
- [Recurrent Neural Networks](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/supervised_learning/recurrent_neural_networks.md)
- [Machine Translation Using RNN](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/supervised_learning/recurrent_neural_networks/machine-translation-using-rnn.md)
- [Deep Learning](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning.md)
- [Convolution](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/convolution.md)
- [Convolutional Neural Networks](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/convolutional_neural_networks.md)
- [Fully Connected Layer](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/fc_layer.md)
- [Relu Layer](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/relu_layer.md)
- [Dropout Layer](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/dropout_layer.md)
- [Convolution Layer](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/convolution_layer.md)
- [Making faster](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/convolution_layer/making_faster.md)
- [Pooling Layer](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/pooling_layer.md)
- [Batch Norm layer](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/batch_norm_layer.md)
- [Model Solver](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/model_solver.md)
- [Object Localization and Detection](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/object_localization_and_detection.md)
- [Single Shot Detectors](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/single-shot-detectors.md)
- [Yolo](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/single-shot-detectors/yolo.md)
- [SSD](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/single-shot-detectors/ssd.md)
- [Image Segmentation](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/image_segmentation.md)
- [GoogleNet](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/googlenet.md)
- [Residual Net](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/residual_net.md)
- [Deep Learning Libraries](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/deep_learning/deep_learning_libraries.md)
- [Unsupervised Learning](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/unsupervised_learning.md)
- [Principal Component Analysis](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/unsupervised_learning/principal_component_analysis.md)
- [Generative Models](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/unsupervised_learning/generative_models.md)
- [Distributed Learning](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/distributed_learning.md)
- [Methodology for usage](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/methodology_for_using.md)
- [Imbalanced/Missing Datasets](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/machine_learning/methodology_for_using/imbalancedmissing-datasets.md)
- [Artificial Intelligence](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/artificial_intelligence.md)
- [OpenAI Gym](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/artificial_intelligence/openai_gym.md)
- [Tree Search](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/artificial_intelligence/tree_search.md)
- [Markov Decision process](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/artificial_intelligence/markov_decision_process.md)
- [Reinforcement Learning](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/artificial_intelligence/reinforcement_learning.md)
- [Q\_Learning\_Simple](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/artificial_intelligence/reinforcement_learning/qlearning_simple.md)
- [Deep Q Learning](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/artificial_intelligence/reinforcement_learning/deep_q_learning.md)
- [Deep Reinforcement Learning](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/artificial_intelligence/reinforcement_learning/deep_reinforcement_learning.md)
- [Natural Language Processing](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/artificial_intelligence/natural-language-processing.md)
- [Word2Vec](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/artificial_intelligence/natural-language-processing/word2vec.md)
- [Appendix](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/appendix.md)
- [Statistics and Probability](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/appendix/statistics.md)
- [Probability](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/appendix/statistics/probability.md)
- [Markov Chains](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/appendix/statistics/probability/markov-chains.md)
- [Random Walk](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/appendix/statistics/probability/random-walk.md)
- [Lua and Torch](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/appendix/lua.md)
- [Tensorflow](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/appendix/tensorflow.md)
- [Multi Layer Perceptron MNIST](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/appendix/tensorflow/multi_layer_perceptron_mnist.md)
- [Convolution Neural Network MNIST](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/appendix/tensorflow/convolution_neural_network_mnist.md)
- [SkFlow](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/appendix/tensorflow/skflow.md)
- [PyTorch](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/appendix/pytorch.md)
- [Transfer Learning](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/appendix/pytorch/transfer-learning.md)
- [DataLoader and DataSets](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/appendix/pytorch/dataloader-and-datasets.md)
- [Visualizing Results](https://leonardoaraujosantos.gitbook.io/artificial-inteligence/appendix/pytorch/visualizing-results.md)


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