Tabla de Contenidos: “…Displaying characters and text -- Scrolling text on the display -- Working with the individual LEDs -- Images and animations -- Working with built-in push buttons -- Summary -- Further reading -- Chapter 6: Interfacing External LEDs -- Technical requirements -- Breadboards and solderless circuits -- LEDs and their programming -- Blinking an LED -- SOS message -- Blinking two LEDs alternately -- Traffic light simulator -- GPIO pins usage -- 4-bit binary counter -- Chaser effect -- Using an LED bar graph -- Enabling more pins -- RGB LEDs -- Seven-segment display -- Summary -- Further reading -- Chapter 7: Programming External Push Buttons, Buzzers, and Stepper Motors -- Technical requirements -- Push buttons -- Connecting an external push button -- Slide switches -- Counting how many times a button is pushed -- Connecting multiple push buttons -- Buzzers -- Stepper motors -- Summary -- Further reading -- Part 3: Filesystems and Programming Analog I/O -- Chapter 8: Exploring the Filesystem -- Technical requirements -- Creating and reading files -- Appending a file -- Creating our own library -- The OS module -- Working with MicroFS -- Summary -- Further reading -- Chapter 9: Working with Analog Input and PWM -- Technical requirements -- Micro:bit analog pins -- Potentiometers -- Photoresistors -- PWM signals -- Servo motors using PWM -- Handling multiple analog devices -- PWM using an RGB LED -- Joysticks -- Summary -- Further reading -- Part 4: Advanced Hardware Interfacing and Applications -- Chapter 10: Working with Acceleration and Direction -- Technical requirements -- Accelerometer -- Data logging -- Compasses -- Audio and compass -- Summary -- Further reading -- Chapter 11: Working with NeoPixels and a MAX7219 Display -- Technical requirements -- NeoPixel products -- The NeoPixel library -- Adding interactivity to the projects…”

Tabla de Contenidos: “…5.5.2 Biological Neuron Model -- 5.5.3 Artificial Neural Networks -- 5.5.4 Network Topologies -- 5.5.4.1 NARX Neural Network -- 5.5.5 ANN Modeling Using Mathematical Models -- 5.6 Neuron Spiking Model Using FitzHugh-Nagumo (F-N) System -- 5.6.1 Linearization of F-N System -- 5.6.2 Reduced Order Model of Linear System -- 5.6.3 Finite Difference Discretization of F-N System -- 5.6.4 MOR of F-N System Using POD-Galerkin Method -- 5.7 Ring Oscillator Model -- 5.7.1 Model Order Reduction of Ring Oscillator Circuit -- 5.7.2 Ring Oscillator Circuit Approximation Using Linear System MOR -- 5.7.3 POD-ANN Macromodel of Ring Oscillator Circuit -- 5.8 Nonlinear VLSI Interconnect Model Using Telegraph Equation -- 5.8.1 Macromodeling of VLSI Interconnect -- 5.8.2 Discretisation of Interconnect Model -- 5.8.3 Linearization of VLSI Interconnect Model -- 5.8.4 Reduced Order Linear Model of VLSI Interconnect -- 5.9 Macromodel Using Machine Learning -- 5.9.1 Activation Function -- 5.9.2 Bayesian Regularization -- 5.9.3 Optimization -- 5.10 MOR of Dynamical Systems Using POD-ANN -- 5.10.1 Accuracy and Performance Index -- 5.11 Numerical Results -- 5.11.1 F-N System -- 5.11.2 Ring Oscillator Model -- 5.11.3 Reduced Order POD Approximation of Ring Oscillator -- 5.11.3.1 Study of POD-ANN Approximation of Ring Oscillator for Variation in Amplitude of Input Signal and for Different Input Signals -- 5.11.3.2 POD-ANN Approximation of Ring Oscillator for Variation in Frequency -- 5.11.4 POD-ANN Approximation of VLSI Interconnect -- 5.12 Conclusion -- References -- Chapter 6 Comparative Analysis of Various Ensemble Approaches for Web Page Classification -- 6.1 Introduction -- 6.2 Literature Survey -- 6.3 Material and Methods -- 6.4 Ensemble Classifiers -- 6.4.1 Bagging -- 6.4.1.1 Bagging Meta Estimator -- 6.4.1.2 Random Forest -- 6.4.2 Boosting -- 6.4.2.1 AdaBoost…”

Tabla de Contenidos: “…-- 4.8 Mesh Analysis of Circuits with Independent Current Sources -- 4.9 Mesh Analysis of Circuits Containing Dependent Sources -- 4.10 Summary -- 4.11 Problems -- Chapter 5 : Circuit Theorems -- 5.1 Linearity of a Circuit and Superposition Theorem -- 5.1.1 Linearity of a Circuit -- 5.2 Star-Delta Transformation Theorem -- 5.3 Substitution Theorem -- 5.4 Compensation Theorem -- 5.5 Thevenin's Theorem and Norton's Theorem -- 5.6 Determination of Equivalents for Circuits with Dependent Sources -- 5.7 Reciprocity Theorem -- 5.8 Maximum Power Transfer Theorem -- 5.9 Millman's Theorem -- 5.10 Summary -- 5.11 Problems -- Chapter 6 : Power and Energy in Periodic Waveforms -- 6.1 Why Sinusoids? …”

Tabla de Contenidos: “…Saving scraped data to a CSV file -- Chapter 4 Libraries, Packages, and Modules -- Understanding the Python Standard Library -- Using the dir() function -- Using the help() function -- Exploring built-in functions -- Exploring Python Packages -- Importing Python Modules -- Making Your Own Modules -- Book 4 Using Artificial Intelligence -- Chapter 1 Exploring Artificial Intelligence -- AI Is a Collection of Techniques -- Neural networks -- Machine learning -- TensorFlow - A framework for deep learning -- Current Limitations of AI -- Chapter 2 Building a Neural Network -- Understanding Neural Networks -- Layers of neurons -- Weights and biases -- The activation function -- Loss function -- Building a Simple Neural Network in Python -- The neural-net Python code -- Using TensorFlow for the same neural network -- Installing the TensorFlow Python library -- Building a Python Neural Network in TensorFlow -- Loading your data -- Defining your neural-network model and layers -- Compiling your model -- Fitting and training your model -- Evaluating the model -- Breaking down the code -- Checking the results -- Changing to a three-layer neural network in TensorFlow and Keras -- Chapter 3 Doing Machine Learning -- Learning by Looking for Solutions in All the Wrong Places -- Creating a Machine-Learning Network for Detecting Clothes Types -- Setting up the software environment -- Getting the data from the Fashion-MNIST dataset -- Training the network -- Testing our network -- Breaking down the code -- Results of the training and evaluation -- Testing a single test image -- Testing on external pictures -- The results, round 1 -- The CNN model code -- The results, round 2 -- Visualizing with MatPlotLib -- Learning More Machine Learning -- Chapter 4 Exploring AI -- Limitations of the Raspberry Pi and AI -- Adding Hardware AI to the Raspberry Pi -- AI in the Cloud…”

Tabla de Contenidos: “…-- Finding Apps -- Browsing for apps -- Finding more information about an app -- Downloading an app -- App Library -- Updating an app -- Deleting and Organizing Your Apps -- Deleting an app -- Organizing your apps -- App clips -- Apple's Arcade -- Books, Newspapers, and Magazines -- Books app -- Newspapers and magazines -- Chapter 16 When Good iPhones Go Bad -- iPhone Issues -- But first . . . -- Recharge your iPhone -- Restart your iPhone -- Reset (force restart) your iPhone -- Remove your content -- Reset your settings and content -- Restore your iPhone -- Renew your iPhone with Recovery mode -- Problems with Calling or Networks -- Sync, Computer, or iTunes Issues -- More Help on the Apple Website -- If Nothing We Suggest Helps -- Dude, Where's My Stuff? …”

Tabla de Contenidos: “…Creating a PivotChart from a PivotTable -- Embedding a PivotChart on a PivotTable's worksheet -- Creating a PivotChart from an Excel table -- Working with PivotCharts -- Moving a PivotChart to another sheet -- Filtering a PivotChart -- Changing the PivotChart type -- Adding data labels to your PivotChart -- Sorting the PivotChart -- Adding PivotChart titles -- Moving the PivotChart legend -- Displaying a data table with the PivotChart -- Part 3 Discovering Advanced Data Analysis Tools -- Chapter 10 Tracking Trends and Making Forecasts -- Plotting a Best-Fit Trend line -- Calculating Best-Fit Values -- Plotting Forecasted Values -- Extending a Linear Trend -- Extending a linear trend using the fill handle -- Extending a linear trend using the Series command -- Calculating Forecasted Linear Values -- Plotting an Exponential Trend Line -- Calculating Exponential Trend Values -- Plotting a Logarithmic Trend Line -- Plotting a Power Trend Line -- Plotting a Polynomial Trend Line -- Chapter 11 Analyzing Data with Statistics -- Counting Things -- Counting numbers -- Counting nonempty cells -- Counting empty cells -- Counting cells that match criteria -- Counting cells that match multiple criteria -- Counting permutations -- Counting combinations -- Averaging Things -- Calculating an average -- Calculating a conditional average -- Calculating an average based on multiple conditions -- Calculating the median -- Calculating the mode -- Finding the Rank -- Determining the Nth Largest or Smallest Value -- Calculating the nth highest value -- Calculating the nth smallest value -- Creating a Grouped Frequency Distribution -- Calculating the Variance -- Calculating the Standard Deviation -- Finding the Correlation -- Chapter 12 Analyzing Data with Descriptive Statistics -- Loading the Analysis ToolPak -- Generating Descriptive Statistics…”

Tabla de Contenidos: “…Linear Programming Applications -- 8.1 Marketing Applications -- Media Selection -- Marketing Research -- 8.2 Manufacturing Applications -- Production Mix -- Production Scheduling -- 8.3 Employee Scheduling Applications -- Labor Planning…”

Tabla de Contenidos: “…-- Playing Digital Audio Files -- Finding songs in your Music library -- Removing old music from the library -- Keeping Slim Whitman and Slim Shady Apart: Organizing with Playlists -- Know Your Songs -- Setting the song information automatically -- Setting or changing the song information manually -- Ripping Audio Files -- Tweaking the Audio for Your Ears -- A New Kind of Radio Station -- Tuning in your own stations -- Radio stations in your playlists -- Creating a custom Music Radio station -- iSending iStuff to iPhone and iPad -- Feasting on Music Visuals -- Exercising Parental Authority…”

Tabla de Contenidos: “…2.18 Forms containing the quadratic trinomial a+bx+cx2 and the binomial α+βx -- 2.2 Algebraic functions -- 2.20 Introduction -- 2.21 Forms containing the binomial a+bxk and √x -- 2.22-2.23 Forms containing n(a + bx)k -- The square root -- Cube root -- 2.24 Forms containing a+bx and the binomial α+βx -- 2.25 Forms containing a+bx+cx2 -- Integration techniques -- 2.26 Forms containing a+bx+cx2 and integral powers of x -- 2.2712 Forms containing a+c x2 and integral powers of x -- 2.28 Forms containing a+bx+c x2 and first-and second-degree polynomials -- 2.29 Integrals that can be reduced to elliptic or pseudo-elliptic integrals -- 2.3 The Exponential Function -- 2.31 Forms containing eax -- 2.32 The exponential combined with rational functions of x -- 2.4 Hyperbolic Functions -- 2.41-2.43 Powers of sinh x, cosh x, tanh x, and coth x -- Powers of hyperbolic functions and hyperbolic functions of linear functions of the argument -- 2.44-2.45 Rational functions of hyperbolic functions -- 2.46 Algebraic functions of hyperbolic functions -- 2.47 Combinations of hyperbolic functions and powers -- 2.48 Combinations of hyperbolic functions, exponentials, and powers -- 2.5-2.6 Trigonometric Functions -- 2.50 Introduction -- 2.51-2.52 Powers of trigonometric functions -- 2.53-2.54 Sines and cosines of multiple angles and of linear and more complicated functions of the argument -- 2.55-2.56 Rational functions of the sine and cosine -- 2.57 Integrals containing a ± b sin x or a ± b cos x -- 2.58-2.62 Integrals reducible to elliptic and pseudo-elliptic integrals -- 2.63-2.65 Products of trigonometric functions and powers -- 2.66 Combinations of trigonometric functions and exponentials -- 2.67 Combinations of trigonometric and hyperbolic functions -- 2.7 Logarithms and Inverse-Hyperbolic Functions -- 2.71 The logarithm…”

Tabla de Contenidos: “…Cover -- Title Page -- Copyright and Credits -- Contributors -- Table of Contents -- Preface -- Part 1: The Basics of PyCharm -- Introduction to PyCharm -- the Most Popular IDE for Python -- Technical requirements -- The continued success of Python -- The philosophy of IDEs -- PyCharm as a Python IDE -- Intelligent coding assistance -- Streamlined programming tools -- Web development options -- Scientific computing support -- Understanding the Professional, Community, and Educational editions -- Summary -- Questions -- Further reading -- Installing and Configuring PyCharm -- Technical requirements -- Downloading PyCharm the traditional way -- JetBrains Toolbox -- Installing Toolbox in Windows -- Installing Toolbox in macOS -- Installing PyCharm with Toolbox -- Launching PyCharm using Toolbox -- Installing an alternate version or uninstalling -- Updating PyCharm using Toolbox -- Launching and registering PyCharm -- Setting up PyCharm -- Appearance and behavior -- Working with projects -- Creating a new project -- Running a PyCharm project -- Cloning this book's code from GitHub -- Setting up your GitHub account -- Cloning the book's repository -- Summary -- Questions -- Further reading -- Part 2: Improving Your Productivity -- Customizing Interpreters and Virtual Environments -- Technical requirements -- Virtual environments -- Creating a virtual environment by hand -- Creating a project in PyCharm (revisited) -- Using an existing virtual environment -- Changing the interpreter for a project -- Activating virtualenv -- Using the integrated terminal -- Working with the REPL in the console window -- Working with third-party package libraries -- Adding third-party libraries in PyCharm -- Removing third-party libraries in PyCharm -- Using a requirements.txt file -- The new Python Packages window…”

Tabla de Contenidos: “…Using the same name twice -- Chapter 7 Sidestepping Errors -- Understanding Exceptions -- Handling Errors Gracefully -- Being Specific about Exceptions -- Keeping Your App from Crashing -- Adding an else to the Mix -- Using try . . . except . . . else . . . finally -- Raising Your Own Exceptions -- Book 3 Working with Libraries -- Chapter 1 Working with External Files -- Understanding Text and Binary Files -- Opening and Closing Files -- Reading a File's Contents -- Looping through a File -- Looping with readlines() -- Looping with readline() -- Appending versus overwriting files -- Using tell() to determine the pointer location -- Moving the pointer with seek() -- Reading and Copying a Binary File -- Conquering CSV Files -- Opening a CSV file -- Converting strings -- Converting to integers -- Converting to date -- Converting to Boolean -- Converting to floats -- Converting from CSV to Objects and Dictionaries -- Importing CSV to Python objects -- Importing CSV to Python dictionaries -- Chapter 2 Juggling JSON Data -- Organizing JSON Data -- Understanding Serialization -- Loading Data from JSON Files -- Converting an Excel date to a JSON date -- Looping through a keyed JSON file -- Converting Firebase timestamps to Python dates -- Loading unkeyed JSON from a Python string -- Loading keyed JSON data from a Python string -- Changing JSON data -- Removing data from a dictionary -- Dumping Python Data to JSON -- Chapter 3 Interacting with the Internet -- Seeing How the Web Works -- Understanding the mysterious URL -- Exposing the HTTP headers -- Opening a URL from Python -- Posting to the web with Python -- Scraping the web with Python -- Parsing part of a page -- Storing the parsed content -- Saving scraped data to a JSON file -- Saving scraped data to a CSV file -- Chapter 4 Libraries, Packages, and Modules -- Understanding the Python Standard Library…”

Tabla de Contenidos: “…-- Books: Reading E-books on Your iPad -- Read Now: Your iPad's bedside table -- Perusing your personal library -- Making e-reading easier with a custom font and layout -- Searching inside a book -- Bookmarks that don't fall out -- Adding highlights and notes -- Buying books in the Book Store -- Reading books with your ears in the Audiobooks section -- News: Staying Informed on Your iPad -- Chapter 8 iPad Videography -- Finding Stuff to Watch -- Watching shows with the TV app -- Renting and buying at the Apple TV Store -- Watching your own videos -- Are we compatible? …”

Tabla de Contenidos: “…Cover -- Title Page -- Copyright Page -- Brief Contents -- Contents -- Preface -- About the Authors -- Chapter 1 Introduction to Control Systems -- 1.1 Introduction -- 1.2 Brief History of Automatic Control -- 1.3 Examples of Control Systems -- 1.4 Engineering Design -- 1.5 Control System Design -- 1.6 Mechatronic Systems -- 1.7 Green Engineering -- 1.8 The Future Evolution of Control Systems -- 1.9 Design Examples -- 1.10 Sequential Design Example: Disk Drive Read System -- 1.11 Summary -- Skills Check -- Exercises -- Problems -- Advanced Problems -- Design Problems -- Terms and Concepts -- Chapter 2 Mathematical Models of Systems -- 2.1 Introduction -- 2.2 Differential Equations of Physical Systems -- 2.3 Linear Approximations of Physical Systems -- 2.4 The Laplace Transform -- 2.5 The Transfer Function of Linear Systems -- 2.6 Block Diagram Models -- 2.7 Signal-Flow Graph Models -- 2.8 Design Examples -- 2.9 The Simulation of Systems Using Control Design Software -- 2.10 Sequential Design Example: Disk Drive Read System -- 2.11 Summary -- Skills Check -- Exercises -- Problems -- Advanced Problems -- Design Problems -- Computer Problems -- Terms and Concepts -- Chapter 3 State Variable Models -- 3.1 Introduction -- 3.2 The State Variables of a Dynamic System -- 3.3 The State Differential Equation -- 3.4 Signal-Flow Graph and Block Diagram Models -- 3.5 Alternative Signal-Flow Graph and Block Diagram Models -- 3.6 The Transfer Function from the State Equation -- 3.7 The Time Response and the State Transition Matrix -- 3.8 Design Examples -- 3.9 Analysis of State Variable Models Using Control Design Software -- 3.10 Sequential Design Example: Disk Drive Read System -- 3.11 Summary -- Skills Check -- Exercises -- Problems -- Advanced Problems -- Design Problems -- Computer Problems -- Terms and Concepts…”

Tabla de Contenidos: “…Context variables -- Reviewing variables -- Lab 5 -- Activity 1 - Creating a branding variable -- Activity 2 - Adding personalization -- Activity 3 - Launching our app within SharePoint -- Summary -- Questions -- Further reading -- Chapter 7: Exploring Reusable Controls -- Technical requirements -- Introducing components -- Creating components -- Understanding basic properties -- Creating custom properties -- Understanding scope -- Setting the property defaults -- Adding the component to a screen -- Using the component library -- Creating component libraries -- Using a component from the component library -- Updates to components in the library -- Lab 6 -- Summary -- Chapter 8: Working with Data -- Technical requirements -- Creating and interacting with collections -- Filling collections -- Updating collections -- Displaying data -- Displaying data in a gallery -- Displaying data in a data table -- Connecting to a data source -- Using forms -- Changing form mode -- Changing state with formulas -- Submitting the form -- Lab 7 -- Activity 1: Creating the collections -- Activity 2: Adding the Gallery -- Activity 3: Adding the Form -- Summary -- Questions -- Chapter 9: Introducing Connectors -- Technical requirements -- Understanding standard connectors -- Understanding premium connectors -- Understanding custom connectors -- Creating a custom connector from scratch -- The General tab -- The Security tab -- The Definition tab -- The Test tab -- Importing an OpenAPI file -- Creating a connector from within Postman -- Summary -- Questions -- Further reading -- Chapter 10: Using GPS in Power Apps -- Technical requirements -- Placing maps into your apps -- Leveraging Bing Maps -- Using Power App controls for mapping parameters -- Leveraging Google Maps -- Using longitude and latitude for mapping parameters -- Capturing geographic position…”

Tabla de Contenidos: “…Front Cover -- THE CIRCULAR ECONOMY -- THE CIRCULAR ECONOMY: Case Studies about the Transition from the Linear Economy -- Copyright -- Contents -- Preface -- One - Getting hold of the circular economy concept -- 1.1 Historical background -- 1.1.1 Roots of CE -- 1.1.2 Founding fathers of modern circular economy -- 1.2 Defining circular economy -- 1.2.1 How to define circular economy? …”

Tabla de Contenidos: “…-- Good practices for commenting your source code -- Documenting public APIs in class libraries -- XML comment documentation -- How to document code using XML comments -- Generating documentation using DocFX -- Creating a DocFX project -- Adding custom documentation content -- Markdown markup language -- Headings -- Formatting text -- Creating lists -- Links and images -- Code blocks and syntax highlighting -- Tables…”

Tabla de Contenidos: “…Cover -- Title Page -- Copyright -- Contents -- Preface -- 1: Financial Data and Their Properties -- 1.1 Asset Returns -- 1.2 Bond Yields and Prices -- 1.3 Implied Volatility -- 1.4 R Packages and Demonstrations -- 1.4.1 Installation of R Packages -- 1.4.2 The Quantmod Package -- 1.4.3 Some Basic R Commands -- 1.5 Examples of Financial Data -- 1.6 Distributional Properties of Returns -- 1.6.1 Review of Statistical Distributions and Their Moments -- 1.7 Visualization of Financial Data -- 1.8 Some Statistical Distributions -- 1.8.1 Normal Distribution -- 1.8.2 Lognormal Distribution -- 1.8.3 Stable Distribution -- 1.8.4 Scale Mixture of Normal Distributions -- 1.8.5 Multivariate Returns -- Exercises -- References -- 2: Linear Models for Financial Time Series -- 2.1 Stationarity -- 2.2 Correlation and Autocorrelation Function -- 2.3 White Noise and Linear Time Series -- 2.4 Simple Autoregressive Models -- 2.4.1 Properties of AR Models -- 2.4.2 Identifying Ar Models in Practice -- 2.4.3 Goodness of Fit -- 2.4.4 Forecasting -- 2.5 Simple Moving Average Models -- 2.5.1 Properties of MA Models -- 2.5.2 Identifying MA Order -- 2.5.3 Estimation -- 2.5.4 Forecasting Using MA Models -- 2.6 Simple Arma Models -- 2.6.1 Properties of ARMA(1,1) Models -- 2.6.2 General ARMA Models -- 2.6.3 Identifying ARMA Models -- 2.6.4 Forecasting Using an ARMA Model -- 2.6.5 Three Model Representations for an ARMA Model -- 2.7 Unit-root Nonstationarity -- 2.7.1 Random Walk -- 2.7.2 Random Walk with Drift -- 2.7.3 Trend-stationary Time Series -- 2.7.4 General Unit-root Nonstationary Models -- 2.7.5 Unit-root Test -- 2.8 Exponential Smoothing -- 2.9 Seasonal Models -- 2.9.1 Seasonal Differencing -- 2.9.2 Multiplicative Seasonal Models -- 2.9.3 Seasonal Dummy Variable -- 2.10 Regression Models with Time Series Errors -- 2.11 Long-memory Models…”

Tabla de Contenidos: “…Cover -- Title Page -- Copyright -- Contents -- List of Figures -- List of Table -- Preface -- Acknowledgments -- Acronyms -- Chapter 1 Introduction -- 1.1 State of a Dynamic System -- 1.2 State Estimation -- 1.3 Construals of Computing -- 1.4 Statistical Modeling -- 1.5 Vision for the Book -- Chapter 2 Observability -- 2.1 Introduction -- 2.2 State‐Space Model -- 2.3 The Concept of Observability -- 2.4 Observability of Linear Time‐Invariant Systems -- 2.4.1 Continuous‐Time LTI Systems -- 2.4.2 Discrete‐Time LTI Systems -- 2.4.3 Discretization of LTI Systems -- 2.5 Observability of Linear Time‐Varying Systems -- 2.5.1 Continuous‐Time LTV Systems -- 2.5.2 Discrete‐Time LTV Systems -- 2.5.3 Discretization of LTV Systems -- 2.6 Observability of Nonlinear Systems -- 2.6.1 Continuous‐Time Nonlinear Systems -- 2.6.2 Discrete‐Time Nonlinear Systems -- 2.6.3 Discretization of Nonlinear Systems -- 2.7 Observability of Stochastic Systems -- 2.8 Degree of Observability -- 2.9 Invertibility -- 2.10 Concluding Remarks -- Chapter 3 Observers -- 3.1 Introduction -- 3.2 Luenberger Observer -- 3.3 Extended Luenberger‐Type Observer -- 3.4 Sliding‐Mode Observer -- 3.5 Unknown‐Input Observer -- 3.6 Concluding Remarks -- Chapter 4 Bayesian Paradigm and Optimal Nonlinear Filtering -- 4.1 Introduction -- 4.2 Bayes' Rule -- 4.3 Optimal Nonlinear Filtering -- 4.4 Fisher Information -- 4.5 Posterior Cramér-Rao Lower Bound -- 4.6 Concluding Remarks -- Chapter 5 Kalman Filter -- 5.1 Introduction -- 5.2 Kalman Filter -- 5.3 Kalman Smoother -- 5.4 Information Filter -- 5.5 Extended Kalman Filter -- 5.6 Extended Information Filter -- 5.7 Divided‐Difference Filter -- 5.8 Unscented Kalman Filter -- 5.9 Cubature Kalman Filter -- 5.10 Generalized PID Filter -- 5.11 Gaussian‐Sum Filter -- 5.12 Applications -- 5.12.1 Information Fusion -- 5.12.2 Augmented Reality…”

Tabla de Contenidos: “…Understanding frequencies and percentages -- Frequencies -- Percentages -- Calculating percent change and percent difference -- Percent change -- Percent difference -- Discovering confidence intervals -- Understanding z-scores -- Summary -- Practice questions -- Questions -- Answers -- Chapter 9: Hypothesis Testing -- Understanding hypothesis testing -- Why use hypothesis testing -- Hypothesis testing process -- Differentiating null hypothesis and alternative hypothesis -- Null hypothesis ( ) -- Alternative hypothesis ( ) -- Null hypothesis versus alternative hypothesis -- Learning about p-value and alpha -- p-value -- Alpha -- Alpha and tails -- Understanding type I and type II errors -- Type I error -- Type II error -- How type I and type II errors interact with alpha -- Writing the right questions -- The parts of a good question -- Qualities of a good question -- What to do about bad questions -- Summary -- Practice questions -- Questions -- Answers -- Chapter 10: Introduction to Inferential Statistics -- Technical requirements -- Understanding t-tests -- What you need to know about t-tests -- T-test practice -- Knowing chi-square -- What you need to know about chi-square -- Chi-square practice -- Calculating correlations -- Correlation -- Correlation practice -- Understanding simple linear regression -- What you need to know about simple linear regression -- Simple linear regression practice -- Summary -- Practice questions -- Questions -- Answers -- Part 3: Reporting Data -- Chapter 11: Types of Reports -- Distinguishing between static and dynamic reports -- Point-in-time reports -- Real-time reports -- Static versus dynamic reports -- Understanding ad hoc and research reports -- Ad hoc reports -- Research reports -- Knowing about self-service reports -- Understanding recurring reports -- Compliance reports -- Risk and regulatory reports…”

Tabla de Contenidos: “…Further reading -- Chapter 4: Econometrics and Causal Inference with Statsmodels and PyMC -- Technical requirements -- What is a linear regression? -- What is a model? -- What are the assumptions of a linear regression? …”