MPG.eBooks - Search Results

1

Gradient expectations : structure, origins, and synthesis of predictive neural networks

by Downing, Keith L.
Published 2023

The MIT Press

“... the function of AI and enhance its place in our world Gradient Expectations is a bold effort by Keith L...”

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2

Gradient boosting from scratch

Published 2020

Manning Publications

“...How to implement a gradient-boosting, machine-learning algorithm...”

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3

SVG colors, patterns & gradients : painting vector graphics

by Bellamy-Royds, Amelia, Cagle, Kurt
Published 2015

O'Reilly Media

Table of Contents: “...Chapter 7. Gradients in All Shapes and SizesThe Gradient Vector; The Object Bounding Box; Drawing...”

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4

Hands-On Gradient Boosting with XGBoost and scikit-learn : Perform accessible machine learning and extreme gradient boosting with Python.

by Wade, Corey
Published 2020

Packt Publishing

Table of Contents: “...Building gradient boosting classifiers -- Timing models -- Comparing speed -- Summary -- Section 2...”

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5

Distributed Machine Learning and Gradient Optimization

by Jiang, Jiawei, Cui, Bin, Zhang, Ce
Published 2022

Springer Nature Singapore

Table of Contents: “...1 Introduction -- 2 Basics of Distributed Machine Learning -- 3 Distributed Gradient Optimization...”

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6

Understanding Horovod for distributed gradient descent in PyTorch

Published 2020

Manning Publications

“...Explanation of distributed gradient descent with an algorithm Horovod using multivariate linear...”

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7

A friendly introduction to deep reinforcement learning and policy gradients

Published 2021

Manning Publications

“...Learn how deep reinforcement learning works by focusing on Q-networks and policy gradients over a...”

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8

Advanced deep learning with Keras : apply deep learning techniques, autoencoders, GANs, variational autoencoders, deep reinforcement learning, policy gradients, and more

by Atienza, Rowel
Published 2018

Packt Publishing

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9

Deep reinforcement learning hands-on : apply modern RL methods, with deep Q-networks, value iteration, policy gradients, TRPO, AlphaGo Zero and more

by Lapan, Maxim
Published 2018

Packt Publishing

Table of Contents: “... RLPolicy Gradients -- An AlternativeThe Actor-Critic MethodAsynchronous Advantage Actor-CriticChatbots...”

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10

Hands-on deep learning algorithms with Python : master deep learning algorithms with extensive math by implementing them using TensorFlow

by Ravichandiran, Sudharsan
Published 2019

Packt Publishing Ltd

Table of Contents: “...Debugging gradient descent with gradient checkingPutting it all together; Building a neural network...”

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11

Hands-on mathematics for deep learning : build a solid mathematical foundation for training efficient deep neural networks

by Dawani, Jay
Published 2020

Packt Publishing

Table of Contents: “... methods -- Gradient descent -- Stochastic gradient descent -- Loss functions -- Gradient descent...”

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12

Learning Decision Sequences For Repetitive Processes—Selected Algorithms

by Rafajłowicz, Wojciech
Published 2022

Springer International Publishing

Table of Contents: “... with a population ﬁlter -- Decision making for COVID-19 suppression -- Stochastic gradient in learning...”

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13

The Art of Reinforcement Learning : Fundamentals, Mathematics, and Implementations with Python

by Hu, Michael
Published 2023

Apress

Table of Contents: “...: Policy Approximation -- Chapter 9: Policy Gradient Methods -- Chapter 10: Problems with Continuous Action...”

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14

A HANDBOOK OF MATHEMATICAL MODELS WITH PYTHON : elevate your machine learning projects with Networkx, PuLP, and linalg

by Sarkar, Ranja
Published 2023

Packt Publishing Ltd.

Table of Contents: “...Gradient descent optimizers -- Momentum -- Adagrad -- RMSprop -- Adam -- Summary -- 5 -- Support...”

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15

Deep Reinforcement Learning with Python : With PyTorch, TensorFlow and OpenAI Gym

by Sanghi, Nimish
Published 2021

Apress

Table of Contents: “... -- Chapter 6:Deep Q-Learning -- Chapter 7: Policy Gradient Algorithms -- Chapter 8: Combining Policy...”

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16

The art of reinforcement learning : fundamentals, mathematics, and implementations with Python

by Hu, Michael
Published 2023

Apress

Table of Contents: “...: Policy Approximation -- Chapter 9: Policy Gradient Methods -- Chapter 10: Problems with Continuous Action...”

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17

Swarm intelligence and evolutionary computation : theory, advances and applications in machine learning and deep learning

by Kouziokas, Georgios N.
Published 2023

CRC Press

Table of Contents: “... -- Quasi-Newton method -- Gradient-based optimization -- Steepest or gradient descent algorithm...”

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18

Deep reinforcement learning with Python : with Pytorch, Tensorflow and OpenAI Gym

by Sanghi, Nimish
Published 2021

Apress

Table of Contents: “... -- Chapter 6:Deep Q-Learning -- Chapter 7: Policy Gradient Algorithms -- Chapter 8: Combining Policy...”

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19

De-Mystifying Math and Stats for Machine Learning

by Kumar, Govind
Published 2024

Packt Publishing, Limited

“.... This comprehensive course covers key concepts, from central tendency to gradient descent, essential for any aspiring...”

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20

Math for Deep Learning

by Kneusel, Ronald
Published 2021

No Starch Press

“... explore and implement deep learning algorithms, including backpropagation and gradient descent...”

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