Predictive Analytics Training Courses

Predictive Analytics Training

Predictive Analytics courses

Client Testimonials

From Data to Decision with Big Data and Predictive Analytics

zakres materialu

Maciej Jonczyk - Orange Polska

From Data to Decision with Big Data and Predictive Analytics

usystematyzowanie wiedzy z dziedziny ML

- Orange Polska

Predictive Analytics Course Outlines

Code Name Duration Overview
d2dbdpa 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
apachemdev 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
bigdatar 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
appliedml 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
Piwik Getting started with Piwik 21 hours Web analysist Data analysists Market researchers Marketing and sales professionals System administrators Format of course 30% lectures 60% exercises 10% tests Introduction to Piwik Why use Piwik? Piwik vs Google Analystics Setting up Piwik Selecting which websites to monitor Working with the dashboard Understanding visitor activity Actions Referrals Generating reports  

Upcoming Courses

CourseCourse DateCourse Price [Remote / Classroom]
Programming with Big Data in R - Zakopane ul. Jagiellońska 30 Tue, 2017-03-14 09:0015000PLN / 6050PLN
Applied Machine Learning - Białystok, ul. Malmeda 1Tue, 2017-03-14 09:0010110PLN / 3764PLN
From Data to Decision with Big Data and Predictive Analytics - Szczecin, ul. Małopolska 23Wed, 2017-03-15 09:0029220PLN / 9605PLN
Apache Mahout for Developers - Warszawa, ul. Złota 3/11Thu, 2017-03-16 09:0020440PLN / 6594PLN

Other regions

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Course Discounts

Course Venue Course Date Course Price [Remote / Classroom]
Working with spreadsheet in Microsoft Excel Szczecin, ul. Małopolska 23 Tue, 2017-02-28 09:00 1485PLN / 995PLN
Oracle 11g - Programowanie w PL/SQL - wprowadzenie Zielona Góra, ul. Reja 6 Tue, 2017-02-28 09:00 15048PLN / 5310PLN
DTP (InDesign, Photoshop, Illustrator, Acrobat) Rzeszów, Plac Wolności 13 Mon, 2017-03-06 09:00 5940PLN / 3730PLN
UML in Enterprise Architect (workshops) Bydgoszcz, ul. Dworcowa 94 Mon, 2017-03-06 09:00 5940PLN / 3720PLN
Bezstresowe zarządzanie sobą w czasie - jak mieć zawsze określone cele i być efektywnym w ich realizacji. Olsztyn, ul. Kajki 3/1 Tue, 2017-03-07 09:00 2772PLN / 1340PLN
Understanding Your Brand and Your Business Katowice ul. Opolska 22 Wed, 2017-03-08 09:00 15008PLN / 5598PLN
Visual Basic for Applications (VBA) in Excel - Advanced Gdynia, ul. Ejsmonda 2 Wed, 2017-03-08 09:00 2772PLN / 1974PLN
Programowanie w C# 5.0 z Visual Studio 2012 Lublin, ul. Spadochroniarzy 9 Mon, 2017-03-13 09:00 5940PLN / 2963PLN
Automatyzacja testów za pomocą Selenium Warszawa, ul. Złota 3/11 Mon, 2017-03-20 09:00 7722PLN / 3174PLN
Microsoft Office Excel - poziom średniozaawansowany Poznan, Garbary 100/63 Tue, 2017-03-21 09:00 1485PLN / 895PLN
Object-Oriented Analysis and Design using UML Warszawa, ul. Złota 3/11 Wed, 2017-03-22 09:00 5940PLN / 2580PLN
Programowanie w ASP.NET MVC 5 Gdynia, ul. Ejsmonda 2 Wed, 2017-03-22 09:00 5841PLN / 2673PLN
Introduction to CSS3 Poznan, Garbary 100/63 Wed, 2017-03-22 09:00 1881PLN / 952PLN
Visual Basic for Applications (VBA) in Excel - Advanced Gdynia, ul. Ejsmonda 2 Wed, 2017-03-29 09:00 2772PLN / 1974PLN
Working with spreadsheet in Microsoft Excel Szczecin, ul. Małopolska 23 Thu, 2017-03-30 09:00 1485PLN / 995PLN
Web Application Development in PHP Warszawa, ul. Złota 3/11 Tue, 2017-04-04 09:00 4752PLN / 1958PLN
Microsoft Office Excel - poziom średniozaawansowany Lublin, ul. Spadochroniarzy 9 Mon, 2017-04-10 09:00 1485PLN / 1195PLN
Six thinking hats by Edward de Bono Gdańsk, ul. Powstańców Warszawskich 45 Thu, 2017-04-13 09:00 5148PLN / 1926PLN
Microsoft Office Excel - poziom średniozaawansowany Olsztyn, ul. Kajki 3/1 Wed, 2017-04-26 09:00 1485PLN / 995PLN
BPMN 2.0 dla Analityków Biznesowych Wroclaw, ul.Ludwika Rydygiera 2a/22 Wed, 2017-05-17 09:00 6200PLN / 2667PLN
Adobe Photoshop Elements Gdynia, ul. Ejsmonda 2 Wed, 2017-06-07 09:00 1881PLN / 1327PLN
Adobe Photoshop Elements Gdańsk, ul. Powstańców Warszawskich 45 Wed, 2017-06-07 09:00 1881PLN / 1327PLN
Drools Rules Administration Wroclaw, ul.Ludwika Rydygiera 2a/22 Wed, 2017-06-14 09:00 21196PLN / 7023PLN

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