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142341
Demystifying deep learning : an introduction to the mathematics of neural networks
Hoboken, New Jersey : John Wiley & Sons, Inc., 2024Table of Contents: “…5 -- 1.2 A Brief History 6 -- 1.3 The Genesis of Models 9 -- 1.3.1 Rise of the Empirical Functions 9 -- 1.3.2 The Biological Phenomenon and the Analogue 13 -- 1.4 Numerical Computation–Computer Numbers Are Not Real 14 -- 1.4.1 The IEEE 754 Floating Point System 15 -- 1.4.2 Numerical Coding Tip: Think in Floating Point 18 -- 1.5 Summary 20 -- 1.6 Projects 21 -- 2 Deep Learning and Neural Networks 23 -- 2.1 Feed-Forward and Fully-Connected Artificial Neural Networks 24 -- 2.2 Computing Neuron State 29 -- 2.2.1 Activation Functions 29 -- 2.3 The Feed-Forward ANN Expressed with Matrices 31 -- 2.3.1 Neural Matrices: A Convenient Notation 32 -- 2.4 Classification 33 -- 2.4.1 Binary Classification 34 -- 2.4.2 One-Hot Encoding 36 -- 2.4.3 The Softmax Layer 38 -- 2.5 Summary 39 -- 2.6 Projects 40 -- 3 Training Neural Networks 41 -- 3.1 Preparing the Training Set: Data Preprocessing 42 -- 3.2 Weight Initialization 45 -- 3.3 Training Outline 47 -- 3.4 Least Squares: A Trivial Example 49 -- 3.5 Backpropagation of Error for Regression 51 -- 3.5.1 The Terminal Layer (Output) 54 -- 3.5.2 Backpropagation: The Shallower Layers 57 -- 3.5.3 The Complete Backpropagation Algorithm 61 -- 3.5.4 AWord on the Rectified Linear Unit (ReLU) 62 -- 3.6 Stochastic Sine 64 -- 3.7 Verification of a Software Implementation 66 -- 3.8 Summary 70 -- 3.9 Projects 71 -- 4 Training Classifiers 73 -- 4.1 Backpropagation for Classifiers 73 -- 4.1.1 Likelihood 74 -- 4.1.2 Categorical Loss Functions 75 -- 4.2 Computing the Derivative of the Loss 77 -- 4.2.1 Initiate Backpropagation 80 -- 4.3 Multilabel Classification 81 -- 4.3.1 Binary Classification 82 -- 4.3.2 Training A Multilabel Classifier ANN 82 -- 4.4 Summary 84 -- 4.5 Projects 85 -- 5 Weight Update Strategies 87 -- 5.1 Stochastic Gradient Descent 87 -- 5.2 Weight Updates as Iteration and Convex Optimization 92 -- 5.2.1 Newton's Method for Optimization 93 -- 5.3 RPROP+ 96 -- 5.4 Momentum Methods 99 -- 5.4.1 AdaGrad and RMSProp 100 -- 5.4.2 ADAM 101 -- 5.5 Levenberg–Marquard Optimization for Neural Networks 103 -- 5.6 Summary 108 -- 5.7 Projects 109 -- 6 Convolutional Neural Networks 111 -- 6.1 Motivation 112 -- 6.2 Convolutions and Features 113 -- 6.3 Filters 117 -- 6.4 Pooling 119 -- 6.5 Feature Layers 120 -- 6.6 Training a CNN 123 -- 6.6.1 Flatten and the Gradient 123 -- 6.6.2 Pooling and the Gradient 124 -- 6.6.3 Filters and the Gradient 125 -- 6.7 Applications 129 -- 6.8 Summary 130 -- 6.9 Projects 130 -- 7 Fixing the Fit 133 -- 7.1 Quality of the Solution 133 -- 7.2 Generalization Error 134 -- 7.2.1 Bias 134 -- 7.2.2 Variance 135 -- 7.2.3 The Bias-Variance Trade-off 136 -- 7.2.4 The Bias-Variance Trade-off in Context 138 -- 7.2.5 The Test Set 138 -- 7.3 Classification Performance 140 -- 7.4 Regularization 143 -- 7.4.1 Forward Pass During Training 143 -- 7.4.2 Forward Pass During Normal Inference 145 -- 7.4.3 Backpropagation of Error 146 -- 7.5 Advanced Normalization 148 -- 7.5.1 Batch Normalization 149 -- 7.5.2 Layer Normalization 154 -- 7.6 Summary 156 -- 7.7 Projects 157 -- 8 Design Principles for a Deep Learning Training Library 159 -- 8.1 Computer Languages 160 -- 8.2 The Matrix: Crux of a Library Implementation 164 -- 8.2.1 Memory Access and Modern CPU Architectures 165 -- 8.2.2 Designing Matrix Computations 168 -- 8.2.2.1 Convolutions as Matrices 170 -- 8.3 The Framework 171 -- 8.4 Summary 173 -- 8.5 Projects 173 -- 9 Vistas 175 -- 9.1 The Limits of ANN Learning Capacity 175 -- 9.2 Generative Adversarial Networks 177 -- 9.2.1 GAN Architecture 178 -- 9.2.2 The GAN Loss Function 180 -- 9.3 Reinforcement Learning 183 -- 9.3.1 The Elements of Reinforcement Learning 185 -- 9.3.2 A Trivial RL Training Algorithm 187 -- 9.4 Natural Language Processing Transformed 193 -- 9.4.1 The Challenges of Natural Language 195 -- 9.4.2 Word Embeddings 195 -- 9.4.3 Attention 198 -- 9.4.4 Transformer Blocks 200 -- 9.4.5 Multi-Head Attention 204 -- 9.4.6 Transformer Applications 205 -- 9.5 Neural Turing Machines 207 -- 9.6 Summary 210 -- 9.7 Projects 210 -- Appendix A Mathematical Review 211 -- A.1 Linear Algebra 211 -- A.1.1 Vectors 211 -- A.1.2 Matrices 212 -- A.1.3 Matrix Properties 214 -- A.1.4 Linear Independence 215 -- A.1.5 The QR Decomposition 215 -- A.1.6 Least Squares 215 -- A.1.7 Eigenvalues and Eigenvectors 216 -- A.1.8 Hadamard Operations 216 -- A.2 Basic Calculus 217 -- A.2.1 The Product Rule 217 -- A.2.2 The Chain Rule 218 -- A.2.3 Multivariable Functions 218 -- A.2.4 Taylor Series 218 -- A.3 Advanced Matrices 219 -- A.4 Probability 219 -- Glossary 221 -- References 229 -- Index 243.…”
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142342
Understanding the psychology of diversity
Los Angeles ; London : SAGE, 2007Table of Contents: “…Understanding obesity stereotypes and weightism -- Obesity stereotypes -- The role of weight controllability in the obese stereotype -- Obesity stereotypes depend on the ethnicity of the perceiver and the target -- Weightism : weight-based prejudice and discrimination -- Weightism at school -- Weightism at work -- Weightism in the health care system -- Weightism on television -- The psychological and social consequences of obesity -- Attributing negative outcomes to prejudice -- Devaluing negative outcome dimensions -- Strategic self-presentation -- Summary -- Diversity issue 7.1 : lookism -- Diversity issue 7.2 : size acceptance -- 8. …”
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142343
Double-diffusive convection
Cambridge : Cambridge University Press, 2013Table of Contents: “…3.4 Phenomenological and empirical modelsSimilarity solutions; The growth rate balance; Empirical parameterizations; 3.5 Numerical simulations; 3.6 Laboratory experiments; 4 The two-layer system; 4.1 Interfacial flux laws; 4.2 Salt-finger interfaces; 4.3 Diffusive interfaces; 5 The bounded layer model; 5.1 Diffusive layer; 5.2 Salt-finger layer; Planform selection; Vertical transport; Height of the finger zone; 6 Collective instability; 6.1 Approaches; 6.2 Parametric flux-gradient model; 6.3 Physical interpretation; 6.4 Specific solutions; 6.5 Nonlinear effects; 7 Thermohaline intrusions.…”
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142344
Foundation Game Design with HTML5 and JavaScript
Dordrecht : Springer, 2012Table of Contents: “…Linking to something on the same pagePrefetching pages; Adding images; Making comments; Character encoding; More about HTML; Make it prettier with CSS; Font styles; Font family; Embedding custom fonts; Font sizes; Font colors; More about colors; Bold, italic, and underline font styles; List styles; Highlighting links; Borders, padding, height, and width; Cascading styles; Using elements; Using an id; Using a class; Using an id and class together; Loading background images into HTML elements; Positioning elements with CSS; Inline and block elements; Floating elements.…”
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142345
Technological Innovation for Applied AI Systems 12th IFIP WG 5.5/SOCOLNET Advanced Doctoral Conference on Computing, Electrical and Industrial Systems, DoCEIS 2021, Costa de Capari...
Cham : Springer International Publishing : Imprint: Springer, 2021Table of Contents: “…Collaborative Networks -- AI and Simulation for Performance Assessment in Collaborative Business Ecosystems -- The Benefits of Applying Social Network Analysis to Identify Collaborative Risks -- A Mixed Method for Assessing the Reliability of Shared Knowledge in Mass Collaborative Learning Community -- Smart Manufacturing -- Characteristics of Adaptable Control of Production Systems and the Role of Self-Organization To-wards Smart Manufacturing -- Predictive Manufacturing: Enabling Technologies, Frameworks and Applications -- Control of Manufacturing Systems by HMS / EPS Paradigms Orchestrating I4.0 Components Based on Capabilities -- A Framework for Self-Configuration in Manufacturing Production Systems -- Cyber-Physical Systems and Digital Twins -- Verification of the Boundedness Property in a Petri Net-based Specification of the Control Part of Cyber-Physical Systems -- Collaborative Cyber-Physical Systems Design Approach: Smart Home Use Case -- Digital Twin for Supply Chain Master Planning in Zero-Defect Manufacturing -- Intelligent Decision Making -- Matheuristic Algorithms for Production Planning in Manufacturing Enterprises -- Assessment of Sentinel-2 Spectral Features to Estimate Forest Height with the New GEDI Data -- Assessing Normalization Techniques for TOPSIS Method -- How Can e-grocers Use Artificial Intelligence Based on Technology Innovation to Improve Supply Chain Management? …”
1st ed. 2021.
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142346
Practical Responsive Typography.
Packt Publishing, 2016Table of Contents: “…Sass and LESS: A comparisonInstalling Sass; Your small Sass tutorial; More Sass properties; Sass for responsive typography; Too many breakpoints; Adding line-height; Summary; Chapter 8: Three Step Responsive; It actually takes more than three steps; A Sass powered one page website; Another solution using JRibbble; Sass stylizing our carousel; Modular typography scale with Sass; Sass Mixin for easy responsiveness; A Sass generated responsive grid; Summary; Chapter 9: Future Responsive -- Hinting; What is font hinting?…”
1.
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142347
Bootstrap Site Blueprints.
Packt Publishing, 2014Table of Contents: “…The modular file organizationCustomizing Bootstrap's LESS according to our needs; Customizing variables; Importing our new variables; Editing navbar variables; Adding the logo image; Adjusting nav item padding; Adding icons; Adding Font Awesome icons; Adjusting the navbar icon color; Adjusting the responsive navbar breakpoint; Styling the carousel; Setting Font Awesome icons for the controls; Adding top and bottom padding; Forcing images to their full width; Constraining the carousel height; Repositioning the carousel indicators; Styling the indicators; Tweaking the columns and their content.…”
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142348
Bronze Age monuments and Bronze Age, Iron Age, Roman and Anglo-Saxon landscapes at Cambridge Road, Bedford
Oxford : Archaeopress Publishing Ltd, 2017Table of Contents:Format: Electronic eBookFull text (Emerson users only)
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142349
Microsoft XNA 4.0 Game Development Cookbook : over 35 intermediate-advanced recipes for taking your XNA development arsenal further
Birmingham : Packt Pub., 2012Table of Contents: “…. ; How it works ... ; Generating 3D height maps; Getting ready; How to do it ... ; How it works ... ; There's more ... ; Creating block worlds within the Reach profile.…”
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142350
Personality Theories : A Global View
Thousand Oaks : SAGE Publications, Inc, 2016Table of Contents: “…Personality Theories in the 21st Century; Case 1: "Hacking" Living Cells for a Good Cause; Case 2: Understanding Multimorbidity; Case 3: Height, Masculinity, and Self-Esteem; Case 4: A Personality Profile of the Internet Troll; Understanding an Individual's Personality;…”
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142351
Exact methods in low-dimensional statistical physics and quantum computing : École d'été de physique des Houches, session LXXXIX, 30 June-1 August 2008, École thématique du CNRS...
Oxford : Oxford University Press, 2010Table of Contents: “…2 Conformal field theory and statistical mechanics2.1 Introduction -- 2.2 Scale invariance and conformal invariance in critical behavior -- 2.3 The role of the stress tensor -- 2.4 Radial quantization and the Virasoro algebra -- 2.5 CFT on the cylinder and torus -- 2.6 Height models, loop models, and Coulomb gas methods -- 2.7 Boundary conformal field theory -- 2.8 Further reading -- 3 The quantum Hall effect -- 4 Topological phases and quantum computation -- 4.1 Introduction: The quest for protected qubits…”
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142352
Backbase 4 RIA Development.
Birmingham : Packt Publishing, 2009Table of Contents: “…Abstract element inheritance structureelement; visualElement; positionElement; dimensionElement; cardStack and card; The layout widgets; Accordion; Box; deck; navBox; panelSet; tabBox; The BTL utility elements; codeHighlighter; label; populator; skinSettings; xhtml and xml; Styling techniques for GUI widgets; Using CSS; Skinning; The BTL skinSettings widget; Height problems; A BTL Exerciser; The application structure; index.html; app.xml; Tab panel content; The menu in each tab panel; Summary; 3. …”
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142353
Mastering Bootstrap 4 - Second Edition : Master the latest version of Bootstrap 4 to build highly customized responsive web apps, 2nd Edition.
Birmingham : Packt Publishing, 2018Table of Contents: “…Alignment helpersBorders; Context colors; Margins and padding; Floating; Fixing; Toggling visibility; Text alignment and transformation; Highlighting text; Reducing text size; Lists; Unstyled lists; Inline lists; Width and height; Code; Sub and sup; Formatting user input; Formatting user output; Clearfix; Summary; Chapter 9: List Groups and Accordions; List groups; Interacting with list items; Applying badges; Applying context classes; Collapsing content; Accordions; Summary; Chapter 10: Optimizing Your Website; CSS optimization; Inline styles; Long identifier and class names; Shorthand rules.…”
2nd ed.
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142354
Flora of the USSR : alphabetical indexes to Volumes I - XXX
Boca Raton, FL : CRC Press, an imprint of Taylor and Francis, 2004Table of Contents: “…Mediterranean (including North Africa) -- chapter var. varietas, raznovidnost variety bornch. bolsheyu chastyu mostly bornm. bolee ili menee more or less vys. vysota height d l dlina length shir. shirina width grech. grecheskii Greek lat. latinskii Latin m. metr meter sm. santimetr centimeter mm. millimetr millimeter odnoletnik annual.…”
First edition.
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142355
A Practical Approach to Data Structures and Algorithms
London : New Academic Science, 2009Table of Contents: “…7.5 Threaded Binary Tree Traversal7.6 General Tree and Its Conversion; 7.7 Binary Search Tree (BST); 7.8 Height Balanced Trees: AVL; 7.9 B-Trees; 7.10 Applications of Trees; Chapter 8: Non-Linear Data Structure: Graphs; 8.1 Properties of Graphs; 8.2 Representation of Graphs; 8.3 Traversal Algorithms-Depth First Search, Breadth First Search; 8.4 Minimum Cost Spanning Tree; 8.5 Biconnectivity; 8.6 Strong Connectivity; 8.7 Transitive Closure Algorithm; 8.8 Shortest Path Algorithms; 8.9 Applications of Graph; Chapter 9: Sorting Algorithms and Their Analysis; 9.1 Internal and External Sorting…”
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142356
Learning Bootstrap 4
Birmingham : Packt Publishing, 2016Table of Contents: “…Setting up the blog projectcss; fonts; img; js; partial; EJS files; Setting up the JSON files; Creating the data JSON file; Setting up the layout; Setting up the header; Setting up the footer; Creating our first page template; Compiling your project; Running your project; Viewing your project; A note about Sass; Summary; Chapter 3: Jumping into Flexbox; Flexbox basics and terminology; Ordering your Flexbox; Stretching your child sections to fit the parent container; Changing the direction of the boxes; Wrapping your Flexbox; Creating equal-height columns.…”
Second edition.
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142357
The Visual FoxPro Report Writer : pushing it to the limit and beyond
Whitefish Bay, Wis. : Hentzenwerke Pub., 2002Table of Contents: “…Title and Summary bands -- Group Header and Footer bands -- Column Header and Footer bands -- Changing the height of a band -- On Entry and On Exit -- Running the report -- Wrapping up -- Chapter 4 The Data Source -- Normalized vs. …”
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142358
Thermospheric circulation
Cambridge, MIT Press 1972Table of Contents: “…Their Characteristics and Interpretation -- 5.1 Introduction -- 5.2 The Height -- 5.3 Latitudes of Observation -- 5.4 Seasonal Distribution -- 5.5 Spatial Extent -- 5.6 Duration -- 5.7 Drift Motion -- 5.8 Wave Structure…”
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142359
QGIS python programming cookbook : over 140 recipes to help you turn QGIS from a desktop GIS tool into a powerful automated geospatial framework
Birmingham, England : Packt Publishing, 2015Table of Contents: “…Deleting a vector layer attributeReprojecting a vector layer -- Converting a shapefile to KML -- Merging shapefiles -- Splitting a shapefile -- Generalizing a vector layer -- Dissolving vector shapes -- Performing a union on vector shapes -- Rasterizing a vector layer -- Chapter 4: Using Raster Data -- Introduction -- Loading a raster layer -- Getting the cell size of a raster layer -- Obtaining the width and height of a raster -- Counting raster bands -- Swapping raster bands -- Querying the value of a raster at a specified point…”
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142360
Advances in Material Science and Engineering Selected Articles from ICMMPE 2021
Singapore : Springer Nature Singapore : Imprint: Springer, 2023Table of Contents: “…Design of Permanent Rectification for Flare Stack Structure by Using Finite Element Method -- Experimental Investigation of a Swirl Toroidal Trapped-Vortex Miniature Combustor -- Experienced of Thermal Fatigue Failure on Closed Blowdown System Line in Delay Coker Unit -- Numerical Study on the Effects of Sloshing in a Spherical Tank using Double-Side Curved Baffle -- Analysis on the Performance of Logistics Companies with TOPSIS Model -- The Effects of Double-Side Curved Baffle Height on the Liquid Sloshing of a Spherical Tank-Numerical Study -- Influence of water–in-fuel (diesel and biodiesel) emulsions on the performance and emission characteristics of a single cylinder diesel engine -- Survey to Water-in-Diesel Emulsion Characteristics as an Alternative Fuel for CI Engine -- Investment of blending Biofuels and Nanoparticles with Conventional Diesel Fuel to Improve Combustion Process-A Review -- Strategic Maintenance Decision Making under Adverse Contribution Margins- A case study in a cement plant -- Development of Remote Laboratory System With Multi-Degree Viewing Access In Support For Distance Learning Initiative -- Design and Fabrication of a Gasifier for the Production of Liquid Fuel – A case study of Spondias mombin -- Impact and hardness behaviours of heat-treated aluminium 6101 alloy quenched in different waste media -- Investigation of Mechanical Properties of Torrefied Corncob and Rice Husk Briquettes: Modeling and Simulation -- Study and Analysis of Challenges in Wind Energy Implementation -- Impact of Milling on Hardness and Optical Transmission of PMMA Lenses -- Combined Torrefaction and Densification of Rice Husk: Effect of Process Parameters -- Noise Sensitivity of Mode Shape and Mode Shape Difference to Damage Detection -- Conversion of industrial steel waste to smart lightweight structures towards Sustainable Development Goal 12 -- Strategy to manage rock quarries by reducing harvested aggregates towards eco-building concept -- Access control system for safety feature of lock A review -- Selection of materials based on thermo mechanical properties of thermal barrier coatings and their failures -a review -- A New Methodology to Investigate the Removal Crater volume in the Particles Blended of Electrical Discharge Operation (EDO) -- Time-Dependent Corrosion Resistance Investigation of Hydrophobic Magnesium Alloys -- A Hybrid Control Scheme for Magnetorheological Elastomer Under Impact Loading Application -- Influence of the Polymethylmethacrylate (PMMA) Content Variation on the Microstructure, Density and Compressive Properties of Established Porous Magnesium (Mg) -- Comparison of Joint Configuration for Aluminum 6061 Tailor Welded Blank with Dissimilar Thicknesses Using Friction Stir Welding -- An Evaluation Model of Lean Technique Implementation in Remanufacturing Process -- Design for Assembly and Disassembly on Product Design of Flat Panel Display -- Flexural Strength Optimization for Hybrid Glass/Jute Fiber Reinforced Epoxy Composite Fabricated via Vacuum Infusion -- Specific strength of sandwich-structured composite of open-cell metallic foam/resin joined by friction stir incremental forming -- Interface Damage and Delamination Behaviour Prediction of HAp Coating in Artificial Femoral Stem Component of Total Hip Replacement -- Mechanical Properties of Injection-Molded Polylactic Acid (PLA) Reinforced with Magnesium Hydroxide for Biomedical Application -- Development of Composite Aerostructure for UAV Application -- AC Pipe Structural Dynamic Characterization in On-Off Vehicle Conditions. .…”
1st ed. 2023.
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