Benutzer:MovGP0/Machine Learning

MovGP0

Über mich

Hilfen

Artikel

Weblinks

Literatur

Zitate

Notizen

Programmierung

MSCert

Physik

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 • Machine Learing Machine Learning Algorithms Regression Ordinary Least Squares Regression (OLSR) Lineare Regression Logistische Regression Stepwise Regression Multivariate Adaptive Regression Splines (MARS) Local Regression; Locally Estimated Scatterplot Smoothing (LOESS) Jackknife Regression Regularization Ridge Regression Least Absolute Shrinkage and Selection Operator (LASSO) Elastic Net Least-Angele Regression (LARS) Instance-based cake-based, memory-based k-Nearest Neighbour (kNN) Learning Vector Quantization (LVQ) Self-Organizing Map (SOM) Locally Weighted Learning (LWL) Dimensionality reduction Principal Component Analysis (PCA) Principal Component Regression (PCR) Partial Least Squares Regression (PLSR) Sammon Mapping Multidimensional Scaling (MDS) Projection Pursuit Discriminant Analysis (LDA, MDA, QDA, FDA) Deep Learnig Deep Boltzmann Machine (DBM) Deep Belief Networks (DBN) Convolutional Neural Network (CNN) Stacked Auto-Encoders Associated Rule Apriori Eclat FP-Growth Ensemble Gogit Boost (Boosting) Bootstrapped Aggregation (Bagging) AdaBoost Stacked Generalization (blending) Gradient Boosting Machines (GBM) Gradient Boosted Regression Trees (GBRT) Random Forest Bayesian Naive Bayes Gaussian Naive Bayes Multinomial Naive Bayes Averaged One-Dependence Estimators (AODE) Bayesian Belief Network (BBN) Bayesian Network (BN) Hidden Marhov Models Conditional random fields (CRFs) Decision tree Classification and Regression Tree (CART) Iterative Dichotomiser 3 (ID3) C4.5 and C4.5 Chi-squared Automatic Interaction Detection (CHAID) Decision Stump M5 Random Forests Conditional Decision Trees Clustering Single-linkage clustering k-Means k-Medians Expectation Maximisation (EM) Hierarchical Clustering Fuzzy Clustering DBSCAN OPTICS algorithm Non Negative Matrix Factorization Latent Dirichlet allocation (LDA) Neural Networks Self-Organizing Map Perceptron Hopfield Network Radial Basis Function Network Backpropagation Autoencoders Boltzmann Machines Restricted Boltzmann Machines Spiking Neural Networks Learing Vector Quantization (LVQ) Others Recurrent Neural Network (RNN) Support Vector Machine (SVM) Evolutionary Algorithm Genetic Algorithm Inductive Logic Programming Reinforcement Learning Q-Learning Temporal Difference Learning State-Action-Reward-State-Action (SARSA) Analysis of Variance (ANOVA) Information Fuzzy Network (IFN) PageRank Conditional Random Fields (CRF) Transfer Learning Weblinks Abhishek Parbhakar: Must know Information Theory concepts in Deep Learning (AI). In: towardsdatascience.com. 3. Juni 2018, abgerufen am 19. Juni 2018 (englisch).  Machine learning algorithm cheat sheet for Microsoft Azure Machine Learning Studio. In: Microsoft Azure Documentation. Microsoft, 18. Dezember 2017, abgerufen am 19. Juni 2018 (englisch).  Quellen