Tabla de Contenidos: “…Training the model parameters -- Evaluating model performance -- Sensitivity (Sn) -- Specificity (Sp) -- Positive predictive value (PPV) -- Negative predictive value (NPV) -- False-positive rate (FPR) -- Accuracy (Acc) -- Receiver operating characteristic (ROC) curves -- Precision-recall curves -- Continuously valued target variables -- Summary -- References and further reading -- Chapter 4: Computing Foundations - Databases -- Introduction to databases -- Data engineering with SQL - an example case -- Case details - predicting mortality for a cardiology practice -- The clinical database -- The PATIENT table -- The VISIT table -- The MEDICATIONS table -- The LABS table -- The VITALS table -- The MORT table -- Starting an SQLite session -- Data engineering, one table at a time with SQL -- Query Set #0 - creating the six tables -- Query Set #0a - creating the PATIENT table -- Query Set #0b - creating the VISIT table -- Query Set #0c - creating the MEDICATIONS table -- Query Set #0d - creating the LABS table -- Query Set #0e - creating the VITALS table -- Query Set #0f - creating the MORT table -- Query Set #0g - displaying our tables -- Query Set #1 - creating the MORT_FINAL table -- Query Set #2 - adding columns to MORT_FINAL -- Query Set #2a - adding columns using ALTER TABLE -- Query Set #2b - adding columns using JOIN -- Query Set #3 - date manipulation - calculating age -- Query Set #4 - binning and aggregating diagnoses -- Query Set #4a - binning diagnoses for CHF -- Query Set #4b - binning diagnoses for other diseases -- Query Set #4c - aggregating cardiac diagnoses using SUM -- Query Set #4d - aggregating cardiac diagnoses using COUNT -- Query Set #5 - counting medications -- Query Set #6 - binning abnormal lab results -- Query Set #7 - imputing missing variables…”

Tabla de Contenidos: “…Positive Approach -- Integration of Lean Tools -- A Hot Cup of Joe -- To Err Is Human -- Types of Control and Warning Devices -- Design the Control Plan -- Waterfall Chart -- Examples of Cause and Effect -- Chapter Questions -- Notes -- Additional Readings -- 4. …”

Tabla de Contenidos: “…Abstimmverfahren unter Klassifikatoren -- Bagging und Pasting -- Bagging und Pasting in Scikit-Learn -- Out-of-Bag-Evaluation -- Zufällige Patches und Subräume -- Random Forests -- Extra-Trees -- Wichtigkeit von Merkmalen -- Boosting -- AdaBoost -- Gradient Boosting -- Stacking -- Übungen -- Kapitel 8: Dimensionsreduktion -- Der Fluch der Dimensionalität -- Die wichtigsten Ansätze zur Dimensionsreduktion -- Projektion -- Manifold Learning -- Hauptkomponentenzerlegung (PCA) -- Erhalten der Varianz -- Hauptkomponenten -- Die Projektion auf d Dimensionen -- Verwenden von Scikit-Learn -- Der Anteil erklärter Varianz -- Auswählen der richtigen Anzahl Dimensionen -- PCA als Komprimierungsverfahren -- Randomisierte PCA -- Inkrementelle PCA -- Kernel-PCA -- Auswahl eines Kernels und Optimierung der Hyperparameter -- LLE -- Weitere Techniken zur Dimensionsreduktion -- Übungen -- Kapitel 9: Techniken des unüberwachten Lernens -- Clustering -- K-Means -- Grenzen von K-Means -- Bildsegmentierung per Clustering -- Vorverarbeitung per Clustering -- Clustering für teilüberwachtes Lernen einsetzen -- DBSCAN -- Andere Clustering-Algorithmen -- Gaußsche Mischverteilung -- Anomalieerkennung mit gaußschen Mischverteilungsmodellen -- Die Anzahl an Clustern auswählen -- Bayessche gaußsche Mischverteilungsmodelle -- Andere Algorithmen zur Anomalie- und Novelty-Erkennung -- Übungen -- Teil II: Neuronale Netze und Deep Learning -- Kapitel 10: Einführung in künstliche neuronale Netze mit Keras -- Von biologischen zu künstlichen Neuronen -- Biologische Neuronen -- Logische Berechnungen mit Neuronen -- Das Perzeptron -- Mehrschichtiges Perzeptron und Backpropagation -- Regressions-MLPs -- Klassifikations-MLPs -- MLPs mit Keras implementieren -- TensorFlow 2 installieren -- Einen Bildklassifikator mit der Sequential API erstellen…”

“…., electrostatics, hydrophobic, hots-guest interactions, etc. Both 2D and 3D tailor-made assemblies can be designed through modern powerful techniques and approaches such as the layer-by-layer and the Langmuir-Blodgett deposition, hard and soft templating. …”

Tabla de Contenidos: “…Don't talk. Write -- Write hot. Edit cold -- Once you get on a streak, ride it -- Feed a baby idea lots of milk and burp it regularly -- Does a medium lend itself to your message? …”

“…Sandrine Claude tente ici, par une analyse conjointe des sources d’archives, des données ponctuelles de fouilles et des vestiges monumentaux - avec une approche systématique relevant de l’archéologie du bâti - , de répondre à la problématique posée par les origines et les ambitions qui ont présidé à la réalisation d’un château démesuré par rapport à ton contexte géographique et humain. …”

“…This new edition also adds Nine new chapters covering web APIs, the Android NDK, extending application reach, managing users, data synchronization, backups, advanced user input, and more Greatly expanded coverage of Android manifest files, content providers, app design, and testing New coverage of hot topics like Bluetooth, gestures, voice recognition, App Widgets, live folders, live wallpapers, and global search Updated 3D graphics programming coverage reflecting OpenGL ES 2.0 An all-new chapter on tackling cross-device compatibility issues, from designing for the smallest phones to the big new tablets hitting the market Even more tips and tricks to help you design, develop, and test applications for different devices A new appendix full of Eclipse tips and tricks This book is an indispensable resource for every member of the Android development team: software developers with all levels of mobile experience, team leaders and project managers, testers and QA specialists, software architects, and even marketers. …”

Tabla de Contenidos: “…Using an LSTM for time series prediction -- Data preparation -- Loading the dataset -- Slicing train and test by date -- Differencing a time series -- Scaling a time series -- Creating a lagged training set -- Input shape -- Data preparation glue -- Network output -- Network architecture -- Stateful versus stateless LSTMs -- Training -- Measuring performance -- Summary -- Chapter 10: Training LSTMs with Word Embeddings from Scratch -- An introduction to natural language processing -- Semantic analysis -- Document classification -- Vectorizing text -- NLP terminology -- Bag of Word models -- Stemming, lemmatization, and stopwords -- Count and TF-IDF vectorization -- Word embedding -- A quick example -- Learning word embeddings with prediction -- Learning word embeddings with counting -- Getting from words to documents -- Keras embedding layer -- 1D CNNs for natural language processing -- Case studies for document classifications -- Sentiment analysis with Keras embedding layers and LSTMs -- Preparing the data -- Input and embedding layer architecture -- LSTM layer -- Output layer -- Putting it all together -- Training the network -- Performance -- Document classification with and without GloVe -- Preparing the data -- Loading pretrained word vectors -- Input and embedding layer architecture -- Without GloVe vectors -- With GloVe vectors -- Convolution layers -- Output layer -- Putting it all together -- Training -- Performance -- Summary -- Chapter 11: Training Seq2Seq Models -- Sequence-to-sequence models -- Sequence-to-sequence model applications -- Sequence-to-sequence model architecture -- Encoders and decoders -- Characters versus words -- Teacher forcing -- Attention -- Translation metrics -- Machine translation -- Understanding the data -- Loading data -- One hot encoding -- Training network architecture -- Network architecture (for inference)…”

Tabla de Contenidos: “…Chapter 5: Thermochemistry -- 5.1 The Nature of Chemical Energy -- 5.2 The First Law of Thermodynamics -- System and Surroundings -- Internal Energy -- Relating ΔE to Heat and Work -- Endothermic and Exothermic Processes -- State Functions -- 5.3 Enthalpy -- Pressure-Volume Work -- Enthalpy Change -- 5.4 Enthalpies of Reaction -- 5.5 Calorimetry -- Heat Capacity and Specific Heat -- Constant-Pressure Calorimetry -- Bomb Calorimetry (Constant-Volume Calorimetry) -- 5.6 Hess's Law -- 5.7 Enthalpies of Formation -- Using Enthalpies of Formation to Calculate Enthalpies of Reaction -- 5.8 Bond Enthalpies -- Bond Enthalpies and the Enthalpies of Reactions -- 5.9 Foods and Fuels -- Foods -- Fuels -- Other Energy Sources -- Chapter Summary and Key Terms -- Learning Outcomes -- Key Equations -- Exercises -- Additional Exercises -- Integrative Exercises -- Design an Experiment -- A Closer Look Energy, Enthalpy, and P-V Work -- A Closer Look Using Enthalpy as a Guide -- Chemistry and Life The Regulation of Body Temperature -- Chemistry Put to Work The Scientific and Political Challenges of Biofuels -- Chapter 6: Electronic Structure of Atoms -- 6.1 The Wave Nature of Light -- 6.2 Quantized Energy and Photons -- Hot Objects and the Quantization of Energy -- The Photoelectric Effect and Photons -- 6.3 Line Spectra and the Bohr Model -- Line Spectra -- Bohr's Model -- The Energy States of the Hydrogen Atom -- Limitations of the Bohr Model -- 6.4 The Wave Behavior of Matter -- The Uncertainty Principle -- 6.5 Quantum Mechanics and Atomic Orbitals -- Orbitals and Quantum Numbers -- 6.6 Representations of Orbitals -- The s Orbitals -- The p Orbitals -- The d and f Orbitals -- 6.7 Many-Electron Atoms -- Orbitals and Their Energies -- Electron Spin and the Pauli Exclusion Principle -- 6.8 Electron Configurations -- Hund's Rule -- Condensed Electron Configurations…”

Tabla de Contenidos: “…Chapter 5: Thermochemistry -- 5.1 The Nature of Chemical Energy -- 5.2 The First Law of Thermodynamics -- System and Surroundings -- Internal Energy -- Relating ΔE to Heat and Work -- Endothermic and Exothermic Processes -- State Functions -- 5.3 Enthalpy -- Pressure-Volume Work -- Enthalpy Change -- 5.4 Enthalpies of Reaction -- 5.5 Calorimetry -- Heat Capacity and Specific Heat -- Constant-Pressure Calorimetry -- Bomb Calorimetry (Constant-Volume Calorimetry) -- 5.6 Hess's Law -- 5.7 Enthalpies of Formation -- Using Enthalpies of Formation to Calculate Enthalpies of Reaction -- 5.8 Bond Enthalpies -- Bond Enthalpies and the Enthalpies of Reactions -- 5.9 Foods and Fuels -- Foods -- Fuels -- Other Energy Sources -- Chapter Summary and Key Terms -- Learning Outcomes -- Key Equations -- Exercises -- Additional Exercises -- Integrative Exercises -- Design an Experiment -- A Closer Look Energy, Enthalpy, and P-V Work -- A Closer Look Using Enthalpy as a Guide -- Chemistry and Life The Regulation of Body Temperature -- Chemistry Put to Work The Scientific and Political Challenges of Biofuels -- Chapter 6: Electronic Structure of Atoms -- 6.1 The Wave Nature of Light -- 6.2 Quantized Energy and Photons -- Hot Objects and the Quantization of Energy -- The Photoelectric Effect and Photons -- 6.3 Line Spectra and the Bohr Model -- Line Spectra -- Bohr's Model -- The Energy States of the Hydrogen Atom -- Limitations of the Bohr Model -- 6.4 The Wave Behavior of Matter -- The Uncertainty Principle -- 6.5 Quantum Mechanics and Atomic Orbitals -- Orbitals and Quantum Numbers -- 6.6 Representations of Orbitals -- The s Orbitals -- The p Orbitals -- The d and f Orbitals -- 6.7 Many-Electron Atoms -- Orbitals and Their Energies -- Electron Spin and the Pauli Exclusion Principle -- 6.8 Electron Configurations -- Hund's Rule -- Condensed Electron Configurations…”

Tabla de Contenidos: “…3.4 Reliability Physics Analysis -- 3.4.1 Reliability Physics Alternatives -- 3.4.2 Reliability Physics Models and Examples -- 3.4.2.1 Arrhenius Equation -- 3.4.2.2 Eyring Equation -- 3.4.2.3 Black's Equation -- 3.4.2.4 Peck's Law -- 3.4.2.5 Norris‐Landzberg Equation -- 3.4.2.6 Creep Mechanisms -- 3.4.3 Component Selection -- 3.4.4 Critical Components -- 3.4.5 Moisture‐Sensitivity Level -- 3.4.6 Temperature‐Sensitivity Level -- 3.4.7 Electrostatic Discharge -- 3.4.8 Lifetime -- 3.5 Surviving the Heat Wave -- 3.6 Redundancy -- 3.7 Plating Materials: Tin Whiskers -- 3.8 Derating and Uprating -- 3.9 Reliability of New Packaging Technologies -- 3.10 Printed Circuit Boards -- 3.10.1 Surface Finishes -- 3.10.1.1 Organic Solderability Preservative (OSP) -- 3.10.1.2 Immersion Silver (ImAg) -- 3.10.1.3 Immersion Tin (ImSn) -- 3.10.1.4 Electroless Nickel Immersion Gold (ENIG) -- 3.10.1.5 Lead‐Free Hot Air Solder Leveled (HASL) -- 3.10.2 Laminate Selection -- 3.10.3 Cracking and Delamination -- 3.10.4 Plated Through‐Holes and Vias -- 3.10.5 Conductive Anodic Filament -- 3.10.6 Strain and Flexure Issues -- 3.10.7 Pad Cratering -- 3.10.8 PCB Buckling -- 3.10.9 Electrochemical Migration -- 3.10.9.1 Temperature -- 3.10.9.2 Relative Humidity -- 3.10.9.3 Voltage Bias -- 3.10.9.4 Conductor Spacing -- 3.10.9.5 Condensation -- 3.10.10 Cleanliness -- 3.10.10.1 Chloride -- 3.10.10.2 Bromide -- 3.10.10.3 Cations -- 3.10.10.4 Weak Organic Acids -- 3.10.10.5 Cleanliness Testing -- 3.11 Non‐Functional Pads -- 3.12 Wearout Mechanisms -- 3.12.1 IC Wearout -- 3.13 Conformal Coating and Potting -- 3.13.1 Silicone -- 3.13.2 Polyurethane -- 3.13.3 Epoxy -- 3.13.4 Acrylic -- 3.13.5 Superhydrophobics -- References -- Chapter 4 Design for the Use Environment: Reliability Testing and Test Plan Development -- 4.1 Introduction -- 4.1.1 Elements of a Testing Program…”

“…In response to this, the NoC research community continues to improve existing NoC architectures while delving into the role of emerging technologies such as optics, wireless, or 3D interconnects. In an attempt to capture these trends, the NoCArc workshop keeps evolving and refining its scope to include hot topics such as multi-die networks, NoCs for deep learning accelerators, or in-memory computing…”

Tabla de Contenidos: “…Adjusting the EIGRP for IPv6 Metric Weights -- Route Redistribution -- IPv6 Transition Techniques -- Configuring Manual IPv6 Tunnels -- Configuring Generic Routing Encapsulation IPv6 Tunnels -- Configuring Automatic 6to4 Tunnels -- Configuring IPv4-Compatible IPv6 Tunnels -- Configuring ISATAP Tunnels -- Verifying IPv6 Tunnel Configuration and Operation -- Implementing NAT-PT for IPv6 -- Configuring Basic IPv6 to IPv4 Connectivity for NAT-PT for IPv6 -- Configuring IPv4-Mapped NAT-PT Connectivity -- Configuring Mappings for IPv6 Hosts Accessing IPv4 Hosts -- Configuring IPv6 Access Control Lists -- Configuring Mappings for IPv4 Hosts Accessing IPv6 Hosts -- Configuring Port Address Translation for IPv6 to IPv4 Address Mappings -- Verifying NAT-PT Configuration and Operation -- Static Routes in IPv6 -- Floating Static Routes in IPv6 -- Verifying and Troubleshooting IPv6 -- IPv6 Ping -- Chapter 8 Routing for Branch Offices and Mobile Workers -- Verifying Existing Services -- Network Address Translation -- Dynamic Host Control Protocol -- Access Control Lists and Firewalls -- Policy-Based Routing and Web Cache Communication Protocol -- Hot Standby Router Protocol -- Configuration Example: DSL Using PPPoE -- Step 1: Configure PPPoE (External Modem) -- Step 2: Configure the Dialer Interface -- Step 3: Define Interesting Traffic and Specify Default Routing -- Step 4a: Configure NAT Using an ACL -- Step 4b: Configure NAT Using a Route Map -- Step 5: Configure DHCP Service -- Step 6: Apply NAT Programming -- Step 7: Verify a PPPoE Connection -- Configuring PPPoA -- Step 1: Configure PPPoA on the WAN Interface (Using Subinterfaces) -- Step 2: Configure the Dialer Interface -- Step 3: Verify a PPPoA Connection -- Configuring a Teleworker to a Branch Office VPN Using CLI -- Step 1: Configure the ISAKMP Policy (IKE Phase 1)…”