Tabla de Contenidos: “…Cover -- Title page -- Copyright and credits -- Dedication -- Foreword -- Contributors -- Table of Contents -- Preface -- Part 1: Python for Offensive Security -- Chapter 1: Introducing Offensive Security and Python -- Understanding the offensive security landscape -- Defining offensive security -- The origins and evolution of offensive security -- Use cases and examples of offensive security -- Industry relevance and best practices -- The role of Python in offensive operations -- Key cybersecurity tasks that are viable with Python -- Python's edge in cybersecurity -- The limitations of using Python -- Ethical hacking and legal considerations -- The key protocols of ethical hacking -- Ethical hacking's legal aspects -- Exploring offensive security methodologies -- Significance of offensive security -- The offensive security lifecycle -- Offensive security frameworks -- Setting up a Python environment for offensive tasks -- Setting up Python on Linux -- Setting up Python on macOS -- Setting up Python on Windows -- Exploring Python modules for penetration testing -- Essential Python libraries for penetration testing -- Case study - Python in the real world -- Scenario 1 - real-time web application security testing -- Scenario 2 - network intrusion detection -- Summary -- Chapter 2: Python for Security Professionals - Beyond the Basics -- Utilizing essential security libraries -- Harnessing advanced Python techniques for security -- Compiling a Python library -- Advanced Python features -- Decorators -- Generators -- Summary -- Activity -- Part 2: Python in Offensive Web Security -- Chapter 3: An Introduction to Web Security with Python -- Fundamentals of web security -- Python tools for a web vulnerability assessment -- Wapiti -- MITMProxy -- SQLMap -- Exploring web attack surfaces with Python -- HTTP header analysis -- HTML analysis…”

Tabla de Contenidos: “…13.7 Experiments with training to the cross-covariance matrix E -- 14 Exact 2D rotations for cloud matching and pose estimation tasks -- 14.1 2D point-cloud orientation matching -- 14.2 2D parallel projection pose estimation -- 14.3 2D perspective projection -- 15 Exact 3D rotations for cloud matching and pose estimation tasks -- 15.1 Basics -- 15.2 3D point-cloud matching -- 15.3 Direct solution of the error-free 3D match problem -- 15.3.1 Solving the 3D match least-squares loss function algebraically -- 15.4 3D to 2D orthographic pose estimation -- 15.4.1 Least-squares solution to error-free orthographic pose problem -- 15.4.2 Remarks on variational approaches to solving matching problems -- 15.5 3D pose estimation with perspective projection -- 15.5.1 The exact perspective solution -- 15.6 Remarks on handling data with measurement errors -- 4 Quaternion proteomics -- 16 Quaternion protein frame maps -- 16.1 Quaternion maps of global protein structure -- 16.2 Related work -- 16.3 Introduction to quaternion maps -- 16.3.1 Quaternion orientation frames -- 16.4 Quaternion distance -- 16.5 Protein frame geometry -- 16.5.1 Visualizing quaternions as geometry -- 16.5.2 Visualizing quaternions as coordinates -- 16.5.3 Collections of frames via quaternion maps -- 16.6 Studies in quaternion frame maps -- 16.6.1 Alpha-helix model: quaternion frames of idealized curves -- 16.6.2 Beta-sheet model: extreme quaternion frames -- 16.6.3 Quaternion frames from spline curves of PDB backbones -- 16.7 Quaternion frames from discrete PDB data -- 16.8 Example applications of discrete global quaternion frames -- 16.8.1 Quaternion frames of rigid proteins -- 16.8.2 Statistical quaternion groupings of NMR data -- 16.8.3 Enzyme functional structures -- 16.9 Tools for exploring and comparing quaternion maps -- 16.9.1 Aids for exploring quaternion maps…”

Tabla de Contenidos: “…Kernel attack vectors -- The kernel's role as time cop -- It's just a program -- Pointing out the problem - pointer issues -- Dereferencing pointers in C and assembly -- Understanding NULL pointer dereferencing -- The Win32k kernel-mode driver -- Passing an error code as a pointer to xxxSendMessage() -- Metasploit - exploring a Windows kernel exploit module -- Practical kernel attacks with Kali -- An introduction to privilege escalation -- Escalating to SYSTEM on Windows 7 with Metasploit -- Summary -- Questions -- Further reading -- Chapter 9: Weaponizing Python -- Technical requirements -- Incorporating Python into your work -- Why Python? …”

Tabla de Contenidos: “…Content-based filtering approaches -- Hybrid recommender systems -- Model-based collaborative filtering -- The utility matrix -- Spark-based movie recommendation systems -- Item-based collaborative filtering for movie similarity -- Step 1 - Importing necessary libraries and creating a Spark session -- Step 2 - Reading and parsing the dataset -- Step 3 - Computing similarity -- Step 4 - Testing the model -- Model-based recommendation with Spark -- Data exploration -- Movie recommendation using ALS -- Step 1 - Import packages, load, parse, and explore the movie and rating dataset -- Step 2 - Register both DataFrames as temp tables to make querying easier -- Step 3 - Explore and query for related statistics -- Step 4 - Prepare training and test rating data and check the counts -- Step 5 - Prepare the data for building the recommendation model using ALS -- Step 6 - Build an ALS user product matrix -- Step 7 - Making predictions -- Step 8 - Evaluating the model -- Selecting and deploying the best model -- Summary -- Chapter 7: Options Trading Using Q-learning and Scala Play Framework -- Reinforcement versus supervised and unsupervised learning -- Using RL -- Notation, policy, and utility in RL -- Policy -- Utility -- A simple Q-learning implementation -- Components of the Q-learning algorithm -- States and actions in QLearning -- The search space -- The policy and action-value -- QLearning model creation and training -- QLearning model validation -- Making predictions using the trained model -- Developing an options trading web app using Q-learning -- Problem description -- Implementating an options trading web application -- Creating an option property -- Creating an option model -- Putting it altogether -- Evaluating the model -- Wrapping up the options trading app as a Scala web app -- The backend -- The frontend -- Running and Deployment Instructions…”

Tabla de Contenidos: “…Removing noise, artifacts, dust, and scratches -- Blurring when you need to -- Sharpening for better focus -- Opening closed eyes -- Colorizing a photo -- Smoothing skin -- Adjusting facial features -- Reducing shake -- Moving Overlays -- Moving Photos -- Working Intelligently with the Smart Brush Tools -- Part 4 Exploring Your Inner Artist -- Chapter 12 Playing with Filters, Effects, Styles, and More -- Having Fun with Filters -- Applying filters -- Corrective or destructive filters -- One-step or multistep filters -- Fading a filter -- Selectively applying a filter -- Working in the Filter Gallery -- Distorting with the Liquify filter -- Correcting Camera Distortion -- Exploring Elements' Unique Filters -- Creating a comic -- Getting graphic -- Using the Pen and Ink filter -- Dressing Up with Photo and Text Effects -- Adding Shadows, Glows, and More -- Applying styles -- Working with styles -- Using the Graphics panel -- Mixing It Up with Blend Modes -- General blend modes -- Darken blend modes -- Lighten blend modes -- Lighting blend modes -- Inverter blend modes -- HSL blend modes -- Using Photomerge -- Photomerge Panorama -- Photomerge Group Shot -- Photomerge Scene Cleaner -- Photomerge Exposure -- Photomerge Compose -- Chapter 13 Drawing and Painting -- Choosing Color -- Working with the Color Picker -- Dipping into the Color Swatches panel -- Sampling with the Eyedropper tool -- Getting Artsy with the Pencil and Brush Tools -- Drawing with the Pencil tool -- Painting with the Brush tool -- Using the Impressionist Brush -- Creating your own brush -- Filling and Outlining Selections -- Fill 'er up -- Outlining with the Stroke command -- Splashing on Color with the Paint Bucket Tool -- Working with Multicolored Gradients -- Applying a preset gradient -- Customizing gradients -- Working with Patterns -- Applying a preset pattern -- Creating a new pattern…”

Tabla de Contenidos: “…Removing noise, artifacts, dust, and scratches -- Blurring when you need to -- Sharpening for better focus -- Opening closed eyes -- Adjusting Facial Features -- Reducing shake -- Working Intelligently with the Smart Brush Tools -- Part 4 Exploring Your Inner Artist -- Chapter 12 Playing with Filters, Effects, Styles, and More -- Having Fun with Filters -- Applying filters -- Corrective or destructive filters -- One-step or multistep filters -- Fading a filter -- Selectively applying a filter -- Working in the Filter Gallery -- Distorting with the Liquify filter -- Correcting Camera Distortion -- Exploring Element's Unique Filters -- Creating a comic -- Getting graphic -- Using the Pen and Ink filter -- Dressing Up with Photo and Text Effects -- Adding Shadows, Glows, and More -- Applying styles -- Working with styles -- Using the Graphics panel -- Mixing It Up with Blend Modes -- General blend modes -- Darken blend modes -- Lighten blend modes -- Lighting blend modes -- Inverter blend modes -- HSL blend modes -- Using Photomerge -- Photomerge Panorama -- Photomerge Group Shot -- Photomerge Scene Cleaner -- Photomerge Exposure -- Photomerge Compose -- Chapter 13 Drawing and Painting -- Choosing Color -- Working with the Color Picker -- Dipping into the Color Swatches panel -- Sampling with the Eyedropper tool -- Getting Artsy with the Pencil and Brush Tools -- Drawing with the Pencil tool -- Painting with the Brush tool -- Using the Impressionist Brush -- Creating your own brush -- Filling and Outlining Selections -- Fill 'er up -- Outlining with the Stroke command -- Splashing on Color with the Paint Bucket Tool -- Working with Multicolored Gradients -- Applying a preset gradient -- Customizing gradients -- Working with Patterns -- Applying a preset pattern -- Creating a new pattern -- Creating Shapes of All Sorts -- Drawing a shape…”

Tabla de Contenidos: “…Using Tools on the Dimensions/Relations Toolbar -- Inferencing in Sketch -- Exploring Sketch Settings -- Using Sketch Blocks -- Working with Reference Geometry -- Creating Planes -- Working with Axes -- Using Coordinate Systems -- Using Points as Reference Geometry -- Sketching with Touch Interface -- Tutorial: Learning to Use Sketch Relations -- Tutorial: Using Blocks and Belts -- Tutorial: Creating Reference Geometry -- The Bottom Line -- Chapter 4 Creating Simple Parts and Drawings -- Discovering Design Intent -- Using Symmetry -- Determining Primary or Functional Features -- Predicting Change -- Creating a Simple Part -- Deciding Where to Start -- Building in Symmetry -- Making It Solid -- Using Instant 3D -- Making the First Extrude Feature -- Creating a Simple Assembly -- Creating the Assembly -- Populating the Assembly -- Examining Mates -- Creating a Simple Drawing -- Tutorial: Creating a Simple Part -- Tutorial: Making a Simple Drawing -- The Bottom Line -- Chapter 5 Using Visualization Techniques -- Manipulating the View -- Using Arrow Keys -- Using the Middle Mouse Button -- Using Mouse Gestures -- Using the View Toolbar -- Adding Scrollbars and Splitters -- Using the Magnifying Glass -- Clicking the Triad Axes -- Using the View Tools -- Zebra Stripes and Curvature -- View Orientation -- Annotation Views -- Using the DisplayManager -- Applying Appearances -- Using Decals -- Using Scenes, Lights, and Cameras -- The Display Pane -- Applying Color Automatically to Features -- Using Edge Display Settings -- Tutorial: Applying Visualization Techniques -- The Bottom Line -- Part II Building Intelligence into Your Parts -- Chapter 6 Getting More from Your Sketches -- Editing Sketch Relations -- Using Display/Delete Relations -- Using Replace Entity -- Using SketchXpert -- Getting More from Dimensions -- Dimensioning from Centerlines…”

Tabla de Contenidos: “…Getting started -- The program -- The header -- Implementing Google's translation service -- Google Translate from a linguist's perspective -- Playing with the tool -- Linguistic assessment of Google Translate -- AI as a new frontier -- Lexical field and polysemy -- Exploring the frontier - customizing Google Translate with a Python program -- k-nearest neighbor algorithm -- Implementing the KNN algorithm -- The knn_polysemy.py program -- Implementing the KNN function in Google_Translate_Customized.py -- Conclusions on the Google Translate customized experiment -- The disruptive revolutionary loop -- Summary -- Questions -- Further reading -- Chapter 7: Optimizing Blockchains with Naive Bayes -- Part I - the background to blockchain technology -- Mining bitcoins -- Using cryptocurrency -- PART II - using blockchains to share information in a supply chain -- Using blockchains in the supply chain network -- Creating a block -- Exploring the blocks -- Part III - optimizing a supply chain with naive Bayes in a blockchain process -- A naive Bayes example -- The blockchain anticipation novelty -- The goal - optimizing storage levels using blockchain data -- Implementation of naive Bayes in Python -- Gaussian naive Bayes -- Summary -- Questions -- Further reading -- Chapter 8: Solving the XOR Problem with a Feedforward Neural Network -- The original perceptron could not solve the XOR function -- XOR and linearly separable models -- Linearly separable models -- The XOR limit of a linear model, such as the original perceptron -- Building an FNN from scratch -- Step 1 - defining an FNN -- Step 2 - an example of how two children can solve the XOR problem every day -- Implementing a vintage XOR solution in Python with an FNN and backpropagation -- A simplified version of a cost function and gradient descent -- Linear separability was achieved…”

Tabla de Contenidos: “…Imbalanced data -- The size of the object within an image -- The difference between training and validation data -- The number of nodes in the flatten layer -- Image size -- OpenCV utilities -- Summary -- Questions -- Chapter 7: Basics of Object Detection -- Introducing object detection -- Creating a bounding-box ground truth for training -- Understanding region proposals -- Leveraging SelectiveSearch to generate region proposals -- Implementing SelectiveSearch to generate region proposals -- Understanding IoU -- Non-max suppression -- Mean average precision -- Training R-CNN-based custom object detectors -- Working details of R-CNN -- Implementing R-CNN for object detection on a custom dataset -- Downloading the dataset -- Preparing the dataset -- Fetching region proposals and the ground truth of offset -- Creating the training data -- R-CNN network architecture -- Predicting on a new image -- Training Fast R-CNN-based custom object detectors -- Working details of Fast R-CNN -- Implementing Fast R-CNN for object detection on a custom dataset -- Summary -- Questions -- Chapter 8: Advanced Object Detection -- Components of modern object detection algorithms -- Anchor boxes -- Region proposal network -- Classification and regression -- Training Faster R-CNN on a custom dataset -- Working details of YOLO -- Training YOLO on a custom dataset -- Installing Darknet -- Setting up the dataset format -- Configuring the architecture -- Training and testing the model -- Working details of SSD -- Components in SSD code -- SSD300 -- MultiBoxLoss -- Training SSD on a custom dataset -- Summary -- Questions -- Chapter 9: Image Segmentation -- Exploring the U-Net architecture -- Performing upscaling -- Implementing semantic segmentation using U-Net -- Exploring the Mask R-CNN architecture -- RoI Align -- Mask head…”

Tabla de Contenidos: “…Bucketing on geo-spatial data -- Geo distance aggregation -- GeoHash grid aggregation -- Pipeline aggregations -- Calculating the cumulative sum of usage over time -- Summary -- Chapter 5: Analyzing Log Data -- Log analysis challenges -- Logstash -- Installation and configuration -- Prerequisites -- Downloading and installing Logstash -- Installing on Windows -- Installing on Linux -- Running Logstash -- Logstash architecture -- Overview of Logstash plugins -- Installing or updating plugins -- Input plugins -- Output plugins -- Filter plugins -- Codec plugins -- Exploring plugins -- Exploring Input plugins -- File -- Beats -- JDBC -- IMAP -- Output plugins -- Elasticsearch -- CSV -- Kafka -- PagerDuty -- Codec plugins -- JSON -- Rubydebug -- Multiline -- Filter plugins -- Ingest node -- Defining a pipeline -- Ingest APIs -- Put pipeline API -- Get Pipeline API -- Delete pipeline API -- Simulate pipeline API -- Summary -- Chapter 6: Building Data Pipelines with Logstash -- Parsing and enriching logs using Logstash -- Filter plugins -- CSV filter -- Mutate filter -- Grok filter -- Date filter -- Geoip filter -- Useragent filter -- Introducing Beats -- Beats by Elastic.co -- Filebeat -- Metricbeat -- Packetbeat -- Heartbeat -- Winlogbeat -- Auditbeat -- Community Beats -- Logstash versus Beats -- Filebeat -- Downloading and installing Filebeat -- Installing on Windows -- Installing on Linux -- Architecture -- Configuring Filebeat -- Filebeat prospectors -- Filebeat global options -- Filebeat general options -- Output configuration -- Filebeat modules -- Summary -- Chapter 7: Visualizing data with Kibana -- Downloading and installing Kibana -- Installing on Windows -- Installing on Linux -- Configuring Kibana -- Data preparation -- Kibana UI -- User interaction -- Configuring the index pattern -- Discover -- Elasticsearch query string…”

Tabla de Contenidos: “…Cover -- Title Page -- Copyright -- Credits -- About the Author -- About the Reviewers -- www.PacktPub.com -- Customer Feedback -- Dedication -- Table of Contents -- Preface -- Chapter 1: Introduction to Pentaho Reporting -- Introducing Pentaho Reporting -- Introducing Pentaho Reporting tools -- Types of users and required knowledge -- Technological advantages -- A business friendly open source license -- Typical uses of Pentaho Reporting -- Operational reporting -- Business intelligence reporting -- Financial reporting -- Production reporting -- Pentaho Reporting history -- Feature overview -- An advanced reporting algorithm -- A multitude of available data sources -- A wide variety of output formats -- Pixel accurate rich formatting -- Embedded charts -- Report parameterization -- Formulas and style expressions -- Subreports -- Cross tab reports -- Interactive reporting -- Rich authoring tools -- Reporting server -- Java API for building reports -- Extensibility -- Pentaho reporting website -- Pentaho Reporting architecture -- Reporting Engine's libraries -- Reporting Engine core -- Reporting Engine extensions -- Summary -- Chapter 2: Getting Started with Report Designer -- Prerequisites of your environment -- Setting up the Pentaho Report Designer -- The SamplaData&amp -- #160 -- schema -- Introduction to&amp -- #160 -- the user interface -- Menu and toolbar -- Report element palette -- Report canvas tab -- Report explorer -- Element properties -- Messages -- Creating your first report using the wizard -- Introducing&amp -- #160 -- the Report Design Wizard -- Defining the look and feel -- Defining the data source and query -- Defining the layout -- Formatting the fields -- Previewing the report -- Saving and opening the report -- Summary -- Chapter 3: Getting Started with Reporting SDK -- Obtaining&amp -- #160 -- the Pentaho Reporting SDK…”

Tabla de Contenidos: “…Reconfiguring keyboard keys -- Turning shortcut keys into function keys -- Changing your keyboard language -- Using the Touchpad -- Finger gestures -- Touchpad and keyboard combinations -- Customizing Touchpad Settings -- Changing the touchpad speed -- Adjusting the touchpad click settings -- Changing scroll directions -- Connecting a Mouse or Keyboard -- Chapter 5 Finding and Exploring Chromebook Apps -- Exploring Chromebook's Pre-Installed Apps -- Storing data in the cloud with Google Drive -- Word processing with Docs -- Using spreadsheets with Sheets -- Making presentations with Slides -- Taking notes with Keep -- Organizing and playing music with Google Play Music -- Communicating with video, voice, and text with Voice and Duo -- Emailing with Gmail -- Organizing your schedule with Calendar -- Remotely accessing with Remote Desktop -- Reading with Google Play Books -- Getting directions with Maps -- Finding More Apps with the Chrome Web Store -- The Google Play Store -- Installing apps -- Managing Installed Apps -- Updating apps -- Finding out what apps you have installed -- Removing apps -- Chapter 6 Working with Gmail and Google Calendar -- Gmail for Chromebook -- Launching Gmail -- Navigating Gmail -- Customizing your view -- Adding a theme -- Sending Email with Gmail -- Navigating Gmail email -- Writing an email -- Styling text -- Attaching files to an email -- Customizing your email view -- Creating an email signature -- Reading Email -- Replying to email -- Organizing your Inbox -- Setting up a vacation responder -- Use Gmail to Access Non-Gmail Accounts -- Using Gmail Offline -- Using Google Calendar -- Customizing your calendar view -- Creating additional calendars -- Creating a calendar event -- Updating and deleting an event -- Inviting others to your event -- Sharing Calendars -- Chapter 7 Finding Your Files…”

Tabla de Contenidos: “…-- Planning the Installation -- Hardware and Software Requirements -- Security Documentation -- Online Release Notes -- Setup Documentation -- System Configuration Checker -- Installing SQL Server -- Summary -- Chapter 3: SQL Server Management Studio -- Introduction to SQL Server Management Studio -- Connecting to a Server -- Registered Servers -- Object Explorer -- Organizing and Navigating SQL Server Management Studio's Panes -- Using SQL Server Management Studio with the Database Engine…”

Tabla de Contenidos: “…Calling Built-In Ruby Methods -- Calling attr_reader and attr_writer -- Method Dispatch Optimizes attr_reader and attr_writer -- Experiment 4-2: Exploring How Ruby Implements Keyword Arguments -- Summary -- 5. …”

Tabla de Contenidos: “…Correcting with Color Curves -- Adjusting skin tones -- Defringing layers -- Eliminating haze -- Adjusting color temperature with photo filters -- Mapping your colors -- Adjusting Clarity -- Removing noise, artifacts, dust, and scratches -- Blurring when you need to -- Sharpening for better focus -- Opening closed eyes -- Colorizing a photo -- Smoothing skin -- Adjusting facial features -- Moving Overlays -- Moving Photos -- Moving Elements -- Working Intelligently with the Smart Brush Tools -- Part 4 Exploring Your Inner Artist -- Chapter 12 Playing with Filters, Effects, Styles, and More -- Having Fun with Filters -- Applying filters -- Corrective or destructive filters -- One-step or multistep filters -- Fading a filter -- Selectively applying a filter -- Working in the Filter Gallery -- Distorting with the Liquify filter -- Correcting Camera Distortion -- Exploring Elements' Unique Filters -- Creating a comic -- Getting graphic -- Using the Pen and Ink filter -- Dressing Up with Photo and Text Effects -- Adding Shadows, Glows, and More -- Applying styles -- Working with styles -- Using the Graphics panel -- Mixing It Up with Blend Modes -- General blend modes -- Darken blend modes -- Lighten blend modes -- Lighting blend modes -- Inverter blend modes -- HSL blend modes -- Using Photomerge -- Photomerge Panorama -- Photomerge Group Shot -- Photomerge Scene Cleaner -- Photomerge Exposure -- Photomerge Compose -- Chapter 13 Drawing and Painting -- Choosing Color -- Working with the Color Picker -- Dipping into the Color Swatches panel -- Sampling with the Eyedropper tool -- Getting Artsy with the Pencil and Brush Tools -- Drawing with the Pencil tool -- Painting with the Brush tool -- Using the Impressionist Brush -- Creating your own brush -- Filling and Outlining Selections -- Fill 'er up -- Outlining with the Stroke command…”

Tabla de Contenidos: “…Doing Agile -- Why Only Adopting the Practices of Agile Won't Work -- Use Systems Thinking to Change Behavior -- The Fundamentals of Systems Thinking -- Tools for Exploring and Understanding Systems -- Applying Systems Thinking to Organizational Change -- Changing Leaders' Mental Models -- Systems Thinking vs. …”

Tabla de Contenidos: “…Cover -- Copyright -- Contributors -- Table of Contents -- Preface -- Chapter 1: Navigating the ML Life Cycle with ML Solutions Architecture -- ML versus traditional software -- ML life cycle -- Business problem understanding and ML problem framing -- Data understanding and data preparation -- Model training and evaluation -- Model deployment -- Model monitoring -- Business metric tracking -- ML challenges -- ML solutions architecture -- Business understanding and ML transformation -- Identification and verification of ML techniques -- System architecture design and implementation -- ML platform workflow automation -- Security and compliance -- Summary -- Chapter 2: Exploring ML Business Use Cases -- ML use cases in financial services -- Capital market front office -- Sales trading and research -- Investment banking -- Wealth management -- Capital market back office operations -- Net Asset Value review -- Post-trade settlement failure prediction -- Risk management and fraud -- Anti-money laundering -- Trade surveillance -- Credit risk -- Insurance -- Insurance underwriting -- Insurance claim management -- ML use cases in media and entertainment -- Content development and production -- Content management and discovery -- Content distribution and customer engagement -- ML use cases in healthcare and life sciences -- Medical imaging analysis -- Drug discovery -- Healthcare data management -- ML use cases in manufacturing -- Engineering and product design -- Manufacturing operations - product quality and yield -- Manufacturing operations - machine maintenance -- ML use cases in retail -- Product search and discovery -- Targeted marketing -- Sentiment analysis -- Product demand forecasting -- ML use cases in the automotive industry -- Autonomous vehicles -- Perception and localization -- Decision and planning -- Control…”

Tabla de Contenidos: “…-- The ITIL model -- ITIL 3 -- ITIL 4 -- The waterfall model -- The iterative model -- The V-model -- The spiral model -- The big bang model -- The agile model -- The DevOps model -- Summary -- Questions -- Part 2: The Advantages of DevOps Release Management -- Chapter 4: What Problems Does DevOps Release Management Try to Solve? -- Exploring automated testing, deployment, and change management -- Automated testing -- Automating deployment -- Automating change management…”

Tabla de Contenidos: “…-- n-gram models -- Hidden Markov models (HMMs) -- Recurrent neural networks (RNNs) -- How LLMs stand out -- Motivations for developing and using LLMs -- Improved performance -- Broad generalization -- Few-shot learning -- Understanding complex contexts -- Multilingual capabilities -- Human-like text generation -- Challenges in developing LLMs -- Amounts of data -- Computational resources -- Risk of bias -- Model robustness -- Interpretability and debugging -- Environmental impact -- Different types of LLMs -- Transformer models -- Example designs of state-of-the-art LLMs -- GPT-3.5 and ChatGPT -- LM pretraining -- Training the reward model -- How to fine-tune the model using reinforcement learning -- GPT-4 -- LLaMA -- PaLM -- Open-source tools for RLHF -- Summary -- References -- Chapter 8: Accessing the Power of Large Language Models: Advanced Setup and Integration with RAG -- Technical requirements -- Setting up an LLM application - API-based closed source models -- Choosing a remote LLM provider -- Prompt engineering and priming GPT -- Experimenting with OpenAI's GPT model -- Setting up an LLM application - local open source models -- About the different aspects that distinguish between open source and closed source -- Hugging Face's hub of models -- Employing LLMs from Hugging Face via Python -- Exploring advanced system design - RAG and LangChain -- LangChain's design concepts -- Data sources…”

Tabla de Contenidos: “…Technical requirements -- Understanding testing and unit tests -- Types of tests and the testing pyramid -- Unit tests -- Testing code with xUnit -- Creating an xUnit Test Project -- Connecting the xUnit Test Project to your main project -- Writing your first unit test -- Organizing tests with Arrange/Act/Assert -- Understanding tests and exceptions -- Adding additional test methods -- Refactoring unit tests -- Parameterizing tests with Theory and InlineData -- Initializing test code with constructors and fields -- Sharing test code with methods -- Exploring other testing frameworks -- Testing with NUnit -- Testing with MSTest -- Adopting a testing mindset -- Incorporating testing into your workflow -- Isolating dependencies -- Evaluating good and bad tests -- Thoughts on code coverage -- Summary -- Questions -- Further reading -- Chapter 7: Test-Driven Development -- Technical requirements -- What is Test-Driven Development? …”