Predictive Analytics Training Courses

Predictive Analytics courses

Predictive Analytics Course Outlines

ID Name Duration Overview
417029 From Data to Decision with Big Data and Predictive Analytics 21 hours Audience If you try to make sense out of the data you have access to or want to analyse unstructured data available on the net (like Twitter, Linked in, etc...) this course is for you. It is mostly aimed at decision makers and people who need to choose what data is worth collecting and what is worth analyzing. It is not aimed at people configuring the solution, those people will benefit from the big picture though. Delivery Mode During the course delegates will be presented with working examples of mostly open source technologies. Short lectures will be followed by presentation and simple exercises by the participants Content and Software used All software used is updated each time the course is run so we check the newest versions possible. It covers the process from obtaining, formatting, processing and analysing the data, to explain how to automate decision making process with machine learning. Quick Overview Data Sources Minding Data Recommender systems Target Marketing Datatypes Structured vs unstructured Static vs streamed Attitudinal, behavioural and demographic data Data-driven vs user-driven analytics data validity Volume, velocity and variety of data Models Building models Statistical Models Machine learning Data Classification Clustering kGroups, k-means, nearest neighbours Ant colonies, birds flocking Predictive Models Decision trees Support vector machine Naive Bayes classification Neural networks Markov Model Regression Ensemble methods ROI Benefit/Cost ratio Cost of software Cost of development Potential benefits Building Models Data Preparation (MapReduce) Data cleansing Choosing methods Developing model Testing Model Model evaluation Model deployment and integration Overview of Open Source and commercial software Selection of R-project package Python libraries Hadoop and Mahout Selected Apache projects related to Big Data and Analytics Selected commercial solution Integration with existing software and data sources
417024 Apache Mahout for Developers 14 hours Audience Developers involved in projects that use machine learning with Apache Mahout. Format Hands on introduction to machine learning. The course is delivered in a lab format based on real world practical use cases. Implementing Recommendation Systems with Mahout Introduction to recommender systems Representing recommender data Making recommendation Optimizing recommendation Clustering Basics of clustering Data representation Clustering algorithms Clustering quality improvements Optimizing clustering implementation Application of clustering in real world Classification Basics of classification Classifier training Classifier quality improvements
417022 Applied Machine Learning 14 hours This training course is for people that would like to apply Machine Learning in practical applications. Audience This course is for data scientists and statisticians that have some familiarity with statistics and know how to program R (or Python or other chosen language). The emphasis of this course is on the practical aspects of data/model preparation, execution, post hoc analysis and visualization. The purpose is to give practical applications to Machine Learning to participants interested in applying the methods at work. Sector specific examples are used to make the training relevant to the audience. Naive Bayes Multinomial models Bayesian categorical data analysis Discriminant analysis Linear regression Logistic regression GLM EM Algorithm Mixed Models Additive Models Classification KNN Bayesian Graphical Models Factor Analysis (FA) Principal Component Analysis (PCA) Independent Component Analysis (ICA) Support Vector Machines (SVM) for regression and classification Boosting Ensemble models Neural networks Hidden Markov Models (HMM) Space State Models Clustering
296689 Programming with Big Data in R 21 hours Introduction to Programming Big Data with R (bpdR) Setting up your environment to use pbdR Scope and tools available in pbdR Packages commonly used with Big Data alongside pbdR Message Passing Interface (MPI) Using pbdR MPI 5 Parallel processing Point-to-point communication Send Matrices Summing Matrices Collective communication Summing Matrices with Reduce Scatter / Gather Other MPI communications Distributed Matrices Creating a distributed diagonal matrix SVD of a distributed matrix Building a distributed matrix in parallel Statistics Applications Monte Carlo Integration Reading Datasets Reading on all processes Broadcasting from one process Reading partitioned data Distributed Regression Distributed Bootstrap

Course Discounts

Course Venue Course Date Course Price [Remote/Classroom]
Design Patterns in C# Wrocław, ul.Ludwika Rydygiera 2a/22 Wed, 2016-06-29 09:00 1865PLN / 1392PLN
Visual Basic for Applications (VBA) for Analysts Poznan, Garbary Mon, 2016-07-04 09:00 1912PLN / 1278PLN
Debian Administration Poznan, Garbary Mon, 2016-07-04 09:00 3157PLN / 2083PLN
Agile Project Management with Scrum Szczecin Wed, 2016-07-06 09:00 1746PLN / 1361PLN
A Practical Guide to Successful Pricing Strategies Poznan, Garbary Wed, 2016-07-06 09:00 1427PLN / 1093PLN
SQL language in MSSQL Poznan, Garbary Thu, 2016-07-07 09:00 1568PLN / 1142PLN
Excel and VBA Programming for Audit and Finance Professionals Warszawa, ul. Złota 3/11 Mon, 2016-07-11 09:00 1913PLN / 1441PLN
Forecasting with R Poznan, Garbary Thu, 2016-07-14 09:00 2188PLN / 1527PLN
Introduction to Selenium Wrocław, ul.Ludwika Rydygiera 2a/22 Thu, 2016-07-14 09:00 768PLN / 539PLN
Machine Learning Fundamentals with R Warszawa, ul. Złota 3/11 Mon, 2016-07-18 09:00 2523PLN / 1828PLN
Building Web Apps using the MEAN stack Szczecin Mon, 2016-07-18 09:00 5538PLN / 3351PLN
Administracja bazą danych Microsoft SQL Server 2012 Toruń, ul. Żeglarska 10/14 Mon, 2016-07-18 09:00 2509PLN / 1653PLN
Apache Tomcat Administration Kraków Mon, 2016-07-18 09:00 1713PLN / 1438PLN
Effective working with spreadsheet in Excel Gdańsk Tue, 2016-07-19 09:00 768PLN / 652PLN
ITIL®: Intermediate Lifecycle Stream: Service Strategy (SS) Kraków Tue, 2016-07-19 09:00 4338PLN / 3116PLN
Microsoft Access - download the data Poznan, Garbary Wed, 2016-07-20 09:00 1117PLN / 856PLN
Debian Administration Olsztyn, ul. Kajki 3/1 Mon, 2016-07-25 09:00 3157PLN / 2167PLN
Python Programming Warszawa, ul. Złota 3/11 Mon, 2016-08-01 09:00 5790PLN / 3753PLN
Data Analysis with Oracle 11g - workshop Warszawa, ul. Złota 3/11 Mon, 2016-08-01 09:00 4350PLN / 3012PLN
Web Application Development in PHP Warszawa, ul. Złota 3/11 Wed, 2016-08-03 09:00 2688PLN / 2022PLN
Zapewnienie jakości oprogramowania – przegląd metodyk Warszawa, ul. Złota 3/11 Tue, 2016-08-09 09:00 2735PLN / 1863PLN
Oracle 11g - Programming with PL / SQL II Wrocław, ul.Ludwika Rydygiera 2a/22 Wed, 2016-08-10 09:00 2363PLN / 1785PLN
Stress management Warszawa, ul. Złota 3/11 Thu, 2016-08-18 09:00 2112PLN / 1212PLN
Programming in WPF 4.5 Warszawa, ul. Złota 3/11 Mon, 2016-09-05 09:00 2359PLN / 1355PLN
BPMN 2.0 for Business Analysts Wrocław, ul.Ludwika Rydygiera 2a/22 Tue, 2016-09-27 09:00 3110PLN / 2337PLN
Visual Basic for Applications (VBA) in Excel - Advanced Białystok, ul. Malmeda 1 Mon, 2016-11-14 09:00 1689PLN / 1413PLN

Upcoming Courses

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