Activation Functions
Book information
Description
This book describes the functions frequently used in deep neural networks. Cover Title Copyright About the author About the book This eBook can be cited Table of Contents Introduction 1. Machine Learning 1.1. Types of Machine Learning 1.2. Supervised Learning 1.2.1. Regression 1.2.2. Classification and Logistic Regression 1.3. Unsupervised Learning 1.3.1. Clustering 1.4. Semi-supervised Learning 1.5. Reinforcement Learning 1.6. Federated Learning 1.7. Transfer Learning 1.8. Ensemble Learning 2. Neural Networks 2.1. Single Layer Perceptron 2.2. Deep Neural Networks 2.3. Architecture Design 2.3.1. Feed Forwards 2.3.2. Convolutional Neural Networks 2.3.3. Sequence Modeling 2.3.3.1. Recurrent Neural Networks 3. Activation Functions 4. Monotonic Activation Functions 4.1. Linear Function 4.1.1. Identity Function 4.1.2. Piecewise Linear Function 4.2. Threshold (Unit Heaviside, Binary, Step) Function 4.3. Sigmoid Function 4.3.1. Bipolar Sigmoid Function 4.4. Rectified Linear Unit (ReLU) 4.4.1. Leaky Rectified Linear Unit (LReLU) 4.4.2. Parametric Rectified Linear Unit (PReLU) 4.4.3. Randomized Rectified Linear Unit (RReLU) 4.5. Exponential Linear Unit (ELU) 4.5.1. Scaled Exponential Linear Unit (SELU) 4.6. SoftMax Function 4.7. Odd Activation (Signum, Sign) Function 4.8. Maxout Function 4.9. Softsign Function 4.10. Elliott Function 4.11. Hyperbolic Tangent (Tanh) Function 4.11.1. Arc Tangent Function 4.11.2. Lecun’s Hyperbolic Tangent Function 4.12. Complementary log-log Function 4.13. Softplus Function 4.14. Bent Identity Function 4.15. Soft Exponential Function 5. Periodic Activation Functions 5.1. Sinusoidals 5.1.1. Sine Wave Function 5.1.2. Cardinal Sine Function (Sinc) 5.1.3. Fourier Transform (FT, DFT/FFT) 5.1.4. Discrete-time Dimensional Fourier Transform (DTFT, Shannon-Nyquist) 5.1.5. Short-Time Fourier Transform (Gabor, STFT) 5.1.6. Wavelet Transform 5.2. Non-sinusoidals 5.2.1. Gaussian (Normal) Distribution Function 5.2.2. Square Wave Function 5.2.3. Triangle Wave Function 5.2.4. Sawtooth Wave Function 5.2.5. S-shaped Rectifed Linear Unit (SReLU) 5.2.6. Adaptive Piecewise Linear Unit (APLU) 6. Bias Unit References LaTeX Applications
Similar books
Yönetim Muhasebesinde Yenilikci Yaklasimlar
2020 · PDF
MySQL® Notes for Professionals book
2018 · PDF
MrExcel 2022: Boosting Excel
2022 · PDF
MrExcel 2022: Boosting Excel
2022 · PDF
Session C11: Ancient Cultural Landscapes in South Europe – their Ecological Setting and Evolution, Session C22: Gardeners from South America, Session S04: Agro-Pastoralism and Early Metallurgy Sessions, Session WS29: The Idea of Enclosure in Recent Iberian Prehistory, Session C88: Rhytmes et causalites des dynamiques de l'anthropisation en Europe entre 6500 ET 500 BC: Hypotheses socio-culturelles et/ou climatiques: Proceedings of the XV UISPP World Congress (Lisbon 4-9 September 2006) / Actes du XV Congrès Mondial (Lisbonne 4-9 Septembre 2006) Vol.36
2010 · PDF
THE BRITISH ARMY IN INDIA: ITS PRESERVATION BY AN APPROPRIATE CLOTHING, HOUSING, LOCATING, RECREATIVE EMPLOYMENT, AND HOPEFUL ENCOURAGEMENT OF THE TROOPS. with AN APPENDIX ON INDIA : THE CLIMATE OP ITS HILLS ; THE DEVELOPMENT OF ITS RESODRCBS, INDUSTRY, AND ARTS ; THE ADMINISTRATION OF JUSTICE ; THE BLACK ACT ; THE PROGRESS OF CHRISTIANITY ; THE TRAFFIC IN OPIUM ; THE VALUE OF INDIA ; PERMANENT CAUSES OF DISAFFECTION, AND OF THE RECENT REBELLION ; THE TRADITIONARY POLICY; MISGOVERNMENT BY NATIVE RULERS ; ANNEXATIONS OF THEIR TERRITORY, ETC.
1858 · PDF
Idries Shah 27 Books Collection : A Perfumed Scorpion, A Veiled Gazelle, Caravan of Dreams, Darkest England, Destination Mecca, Evenings with Idries Shah, Knowing How to Know, Learning How to Learn, Letters and Lectures of Idries Shah, Neglected aspects of Sufi study, Observations, Oriental Magic, Reflections, Seeker after Truth, Special Illumination, Special Problems in the study of Sufi ideas, Sufi thought and action, Tales of the Dervishes, The Dermis Probe, The Elephant in the Dark, The Englishman Handbook, Idries Shah Antology, The Magic Monastery, The natives are restless, wisdom of the Idiots PDF.
2022 · PDF
The travels of Capts. Lewis and Clarke from St. Louis, by way of the Missouri and Columbia rivers, to the Pacific ocean; performed in the years 1804, 1805 & 1806, by order of the government of the United States. Containing delineations of the manners, customs, religion, &c. of the Indians, comp. from various authentic sources, and original documents, and a summary of the Statistical view of the Indian nations, from the official communication of Meriwether Lewis. Illustrated with a map of the country, inhabited by the western tribes of Indians
1809 · PDF