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Programmierung Programmierung Administration • Links • Vorgehensmodelle • NuGet • Transformations • MSBuild • Raspberry • Cheatsheets • Git • Mathematica C♯ Program Flow Multithreading and asynchronous processing • Multithread management • Program flow • Events and callbacks • Exception handling Types Type creation • Type consumentation • Encapsulation • Class hierarchies • Reflection • Object life cycle • String manipulation Debugging and Security Input validation • Encryption • Assembly Management • Debugging • Diagnostics Data access I/O operations • Data consumtion • LINQ • Data serialization • Collections Theory Functional • Lambda Calculus • Category Theory F♯ Basics Data Structures • Classes • Generics • Units of Measure • Exception Handling • Pipes • Recursion • Pattern Matching • Lazy Evaluation • Asynchronous and Parallel Programming • Number Representations • Arithmetic Operators • Conversion Functions • Queries Quantitative Finance Math.NET • Statistics • Root Finding Algorithmns • Data Visualisation • Option Pricing • Volatility • Order Types and Market Data • Volatility Trading Python Classes • Loops • Anonymous Types • Lambda Expressions • Queries (LINQ) • Iterators (yield) PHP   T-SQL / SQL Server T-SQL Fundamantals Select • Programming • Pitfalls • Query from Multiple Tables • Groups and Summaries • Advanced Select • Aggregation and Windowing • Insert, Update, Delete • Strings • Date and Time • Numbers • Transactions, Locking, Blocking, Deadlock • Tables • Views • Large Tables and Databases • Indexes • Stored Procedures • User-Defined Functions and Types • Triggers • Error Handling • Query Performance and Tuning • Hints • Index Tuning and Statistics • XML • Files, Filegroups, Integrity • Backup • Recovery • Principals and Users • Securables, Permissions, Auditing • Objects and Dependencies SQL Server Performance Tuning Memory Performance Analysis • Disk Performance Analysis • CPU Performance Analysis • Baseline Creation • Query Performance Metrics • Query Performance Analysis • Index Architecture and Behavior • Index Analysis • Database Engine Tuning Advisor • Key Lookups • Statistics, Data Distributuon, and Cardinality • Index Fragmentation • Execution Plan Generation • Execution Plan Cache Behavior • Parameter Sniffing • Query Recompilation • Query Design Analysis • Reduce Query Resource Use • Blocking and Blocked Processes • Causes and Solutions for Deadlocks • Row-By-Row Processing • Memory-Optimized OLTP Tables and Procedures • Database Performance Testing • Database Workload Optimization • SQL Server Optimization Checklist Service Broker Message • Contract • Queue • Service • .NET Integration • Route • Security   Datatypes • Unit Testing • Dependency Injection • Partitioning • .NET General LINQ • Reactive Extensions • Entity Framework • OData • Windows Workflow Foundation • Threading • Logging • Unit Testing • Dependency Injection • Documentation • WinForms Performance Locking • Coding Style and Class Design • .NET Framework • Performance Counters • Event Tracing (ETW) • Windows Phone • Code Safety • Team ASP.NET Common OWIN • Razor • WebForms • MVC • WebAPI Core Configuration • Data Protection API • Dependency Injection • Routing Attack Vectors HTTPS • HSTS • HPKP • CSP • CSRF • Anti-XSS • CORS • Open Redirection • Click-Jacking Libraries OpenID • Azure AD Messaging WCF Basics Services • Addresses • Contracts • Hosting • Bindings • Endpoints • Metadata Exchange • Behaviour Configuration • Client-Side Programming • Architecture • Channels • Transport-Level Sessions • Reliability Advanced WCF Service Contract • Data Contract • Instance Management • Operations • Faults • Transactions • Concurrency Management • Queued Services • Security • Service Bus • Basic HTTP Auth Andere .NET Remoting • Message Queuing (MSMQ) • Protocol Buffers • ActiveMQ • Disruptor.NET • TIBCO Rendezvous • CQRS • Rebus User Interface WPF Data Binding • Resources • Transforms and Effects • 2D Drawing • 3D Drawing • Routed Events • Routed Commands • ICommandSource • Triggers • Behaviors • Visual State Manager • Theming • Layout • Templates • Popups • Dependency Object • Fonts • Composition API • MVVM Frameworks • Navigation Windows Forms INotifyPropertyChanged • DataBinding • Validation • PRISM DevExpress DataAnnotation • TaskbarButtonService, ApplicationJumpListService, NotificationService • Asynchronous Commands Xamarin DependencyService • Custom Renderer • Shaped Buttons Parallel Programming Common Processor • Locking Data Parallelism Parallel Loops • Parallel Aggregation Task Parallelism Parallel Tasks • Futures • Dynamic Task Parallelism • Pipelines Akka.NET Logging • Persistence • Dependency Injection • Cluster • Remote ECMAScript Languages ECMAScript • TypeScript • Elm • LESS Infrastruktur Node • Yeoman • Bower • Grunt • Jasmine • Karma • Protractor • Hapi • Redux AngularJS Validation • Testing Angular Modules • Animations • Attributes • Styles • Deployment • Dependency Injection • HTTP Client • Lifecycle • Pipes • Routing and Navigation • Security • Structural Directives (ngIf, ngFor, ngSwitch) • Testing • Forms Validation Other Knockout • RequireJS • PhoneGap/Cordova • React • fantasy-land • typed-contract • parsimmon SharePoint Notes Fields • Lists • Content Types • Workflow • Business Connectivity Services • Search • Managed Metadata • AngularJS • Publishing/Approval • LINQ to SharePoint Nintex Custom Activities 70-488 • 70-489 Design and Implement Search • Implement Business Connectivity Services (BCS) • Implement Implement User Profiles and Customize Social Workload • Implement ECM and WCM • Design for Performance and Troubleshooting • Implement Managed Metadata Service (MMS) Microsoft CRM Reporting and Dashboards • SharePoint Integration • Authentication • Entity Handling • Workflows • Queries Security Forms Authentication • Membership and Role Provider • Zertifikate • OAuth • OpenID • Windows Identity Foundation Dateiformate CSV • Excel • Word • PDF • Email Azure Notes Azure Pack • Single Sign-on • Data Storage • Logging • Tracing • Service Bus • HDInsight • Orleans Infrastructure Services Virtual Machines • Virtual Machine Networking • Virtual Machine Storage • Virtual Networks 70-533  • 70-534 Active Directory • Static IP Adresses • ACLs • Network Security Groups • Availability Sets • VPN • Load Balancing • CDN • Media Services • Multi-Factor Auth. Muster Architektur Entwurfsmuster • Architekturmuster • Patterns of Enterprise Application Architecture Daten Analysemuster • Datenbank-Muster Verteilte Systeme Enterprise Integration Patterns • SOA • Big Data • Cloud • Stability & Capacity Management Organisationsmuster • Refactoring • Lizenzmuster Antimuster Antimuster • Dark Patterns • SQL Antipatterns Powershell Grundlagen Subversion (SVN) • CmdletBinding • Parameter (Sets) • Return Type • Module • Exception Handling DSC Common Information Model (CIM) • Resources • Configuration and Parameters • Local Configuration Manager (LCM) • Credentials • SMB Pull Server • HTTP Pull Server Android ROM Flashen • Unit Testing • Assistant Machine Learning Neuronale Netze Propagierungsfunktionen • Aktivitätsfunktionen • Lernmethoden • Pattern Associator • Rekurrente Netze • Kompetitive Netze • Kohonennetze • Constrain Statisfaction Netze Tensorflow Linear Regression • Logistic Regression • Softmax Regression • Hidden Markov • K-Means Clustering • Self-Organizing Map • Autoencoder • Q-policy neural network • Perceptron • Convolutional Neuronal Network • Recurrent Neuronal Network • Seq2Seq • Ranking Core Server Hyper-V • Active Directory User Groups • Active Directory Domain Services • Active Directory Federation Services • DHCP • IIS • DNS • RDP • WSUS • User Permissions • IP • SMB • DHCP • IPAM • Sonstige Bot Framework Rich Messages • Tensorflow Usage Algorithm Trend Prediction Curve fitting Relationship between variables Linear Regression classify data in 2 Categories finding the best way to split a dataset Logistic Regression classifying data into multiple categories Softmax Regression reveal hidden causes of observations finding the most likely cause for a series of outcomes Hidden Markov classify data into a fixed number of categories automatically partition data into separate classes K-Means Clustering cluster data into arbitrary categories visualize high-dimensional data into a lower-dimensional embedding Self-Organizing Map reduce dimensionality of data learn latent variables responsible for high-dimensional data Autoencoder plan actions in an environment using neural networks (reinforcement learning) Q-policy neural network classify data using supervised neural networks Perceptron classify real-world images using supervised neuronal networks Convolutional Neuronal Network produce patterns that match observations using neural networks Recurrent Neuronal Network predicting natural language responses to natural language queries Seq2Seq rank items by learning their utility Ranking Quellen TensorFlowSharp. TensorFlow API for .NET languages. In: GitHub. Miguel de Icaza, abgerufen am 14. Mai 2017 (englisch).