Deep Learning

URI: https://gptkb.org/entity/Deep_Learning

GPTKB entity

Statements (150)

Predicate	Object
gptkbp:instance_of	gptkb:book gptkb:machine_learning
gptkbp:author	gptkb:Yoshua_Bengio gptkb:Aaron_Courville gptkb:Ian_Goodfellow
gptkbp:available_formats	gptkb:e_Book Hardcover Paperback
gptkbp:awards	None listed
gptkbp:challenges	gptkb:security Overfitting Interpretability Computational Cost
gptkbp:cover_art	URL_to_cover_image
gptkbp:developed_by	gptkb:Yoshua_Bengio gptkb:Geoffrey_R._Hinton gptkb:Yann_Le_Cun
gptkbp:field	gptkb:Artificial_Intelligence gptkb:neural_networks gptkb:machine_learning
gptkbp:first_edition	First
gptkbp:has_applications_in	gptkb:Autonomous_Vehicles gptkb:Natural_Language_Processing gptkb:speeches Image Recognition Recommender Systems
gptkbp:has_method	gptkb:Generative_Adversarial_Networks gptkb:Deep_Belief_Networks gptkb:neural_networks gptkb:Recurrent_Neural_Networks gptkb:Transformer_Models
https://www.w3.org/2000/01/rdf-schema#label	Deep Learning
gptkbp:impact	Influential in AI research
gptkbp:is_adopted_by	Government Agencies Research Institutions Startups Tech Companies
gptkbp:is_based_on	gptkb:neural_networks
gptkbp:is_characterized_by	Feature Learning High Computational Power Large Datasets Multi-layered Architecture
gptkbp:is_cited_in	Highly cited in academic papers
gptkbp:is_evaluated_by	Accuracy F1 Score Precision Recall Loss Function
gptkbp:is_influenced_by	Backpropagation Regularization Techniques Gradient Descent
gptkbp:is_popular_in	gptkb:Computer_Vision gptkb:Natural_Language_Processing gptkb:Artificial_Intelligence gptkb:Data_Science
gptkbp:is_supported_by	gptkb:Tensor_Flow gptkb:Keras gptkb:Caffe gptkb:MXNet gptkb:Py_Torch
gptkbp:is_trained_in	gptkb:machine_learning Supervised Learning Unsupervised Learning
gptkbp:is_used_in	gptkb:robotics gptkb:Gaming Finance Healthcare
gptkbp:isbn	978-0262035613
gptkbp:language	English
gptkbp:notable_feature	gptkb:Generative_Adversarial_Networks gptkb:neural_networks gptkb:stage_adaptation gptkb:Batch_Normalization gptkb:machine_learning gptkb:Recurrent_Neural_Networks gptkb:Dropout gptkb:Neural_Architecture_Search Autoencoders Backpropagation Regularization Techniques Optimization Algorithms Attention Mechanisms
gptkbp:page_count	800
gptkbp:published_year	gptkb:2016
gptkbp:publisher	gptkb:MIT_Press
gptkbp:related_works	gptkb:Hands-On_Machine_Learning_with_Scikit-Learn,_Keras,_and_Tensor_Flow gptkb:Deep_Reinforcement_Learning gptkb:Pattern_Recognition_and_Machine_Learning Deep Learning for Natural Language Processing Deep Learning for Anomaly Detection Deep Learning for Art Generation Deep Learning for Autonomous Vehicles Deep Learning for Climate Science Deep Learning for Computer Vision Deep Learning for Cybersecurity Deep Learning for Drug Discovery Deep Learning for Education Deep Learning for Energy Management Deep Learning for Finance Deep Learning for Fraud Detection Deep Learning for Gaming Deep Learning for Healthcare Deep Learning for Image Generation Deep Learning for Internet of Things (Io T) Deep Learning for Marketing Deep Learning for Music Generation Deep Learning for Network Security Deep Learning for Robotics Deep Learning for Signal Processing Deep Learning for Smart Cities Deep Learning for Social Media Analysis Deep Learning for Speech Recognition Deep Learning for Sports Analytics Deep Learning for Supply Chain Management Deep Learning for Telecommunications Deep Learning for Text Generation Deep Learning for Time Series Analysis Deep Learning for Video Analysis Neural Networks for Pattern Recognition Deep Reinforcement Learning Hands-On
gptkbp:requires	Advanced Algorithms GPU Acceleration Large Amounts of Data
gptkbp:reviews	Highly regarded in the field
gptkbp:subject	gptkb:Artificial_Intelligence gptkb:neural_networks gptkb:machine_learning
gptkbp:table_of_contents	gptkb:Deep_Learning Introduction Linear Algebra Conclusion Numerical Computation Applications Generative Models Convolutional Networks Machine Learning Basics Probability and Information Theory Deep Networks Sequence Modeling
gptkbp:translated_into	Multiple languages available
gptkbp:website	http://www.deeplearningbook.org
gptkbp:bfsParent	gptkb:Oak_Ridge_National_Laboratory gptkb:Yoshua_Bengio gptkb:Andrew_Ng gptkb:Ian_Goodfellow gptkb:machine_learning gptkb:Artificial_Neural_Networks gptkb:Geoffrey_R._Hinton gptkb:Yann_Le_Cun
gptkbp:bfsLayer	3