{"product_id":"9789355853974-4","title":"Deep Learning for BE Anna University R21CBCS (V - AI\u0026DS- AD3501)","description":"\u003cp\u003eSyllabus Deep Learning - (AD3501)   UNIT I\tDEEP NETWORKS BASICS Linear Algebra : Scalars-Vectors-Matrices and tensors; Probability Distributions-Gradient-based Optimization-Machine Learning Basics : Capacity-Overfitting and underfitting-Hyperparameters and validation sets-Estimators-Bias and variance-Stochastic gradient descent-Challenges motivating deep learning; Deep Networks : Deep feedforward networks; Regularization - Optimization. (Chapter - 1) UNIT II \tCONVOLUTIONAL NEURAL NETWORKS Convolution Operation-Sparse Interactions-Parameter Sharing-Equivariance-Pooling-Convolution Variants : Strided-Tiled-Transposed and dilated convolutions ; CNN Learning : Nonlinearity Functions-Loss Functions-Regularization-Optimizers-Gradient Computation. (Chapter - 2) UNIT III \tRECURRENT NEURAL NETWORKS Unfolding Graphs-RNN Design Patterns : Acceptor-Encoder-Transducer; Gradient Computation- Sequence Modeling Conditioned on Contexts-Bidirectional RNN-Sequence to Sequence RNN-Deep Recurrent Networks-Recursive Neural Networks-Long Term Dependencies ; Leaky Units : Skip connections and dropouts ; Gated Architecture : LSTM. (Chapter - 3) UNIT IV \tMODEL EVALUATION Performance metrics-Baseline Models-Hyperparameters : Manual Hyperparameter-Automatic Hyperparameter-Grid search-Random search-Debugging strategies. (Chapter - 4) UNIT V\tAUTOENCODERS AND GENERATIVE MODELS  Autoencoders : Undercomplete autoencoders-Regularized autoencoders-Stochastic encoders and decoders-Learning with autoencoders ; Deep Generative Models : Variational autoencoders-Generative adversarial networks. (Chapter - 5)\u003c\/p\u003e","brand":"Technical Publications","offers":[{"title":"Default Title","offer_id":46811207106731,"sku":"11924231120","price":240.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0620\/3355\/9723\/files\/9789355853974_2_3f849ff2-cbf8-4cb2-a168-fa98e0582c23.jpg?v=1777979814","url":"https:\/\/technicalpublications.in\/products\/9789355853974-4","provider":"Technical Publications","version":"1.0","type":"link"}