Predictive Analytics Training Courses

Predictive Analytics Training

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]
Building Web Apps using the MEAN stack Kraków, ul. Rzemieślnicza 1 Mon, 2016-10-24 09:00 14652PLN / 6440PLN
ITIL® Foundation Certificate in IT Service Management Zielona Góra, ul. Reja 6 Mon, 2016-10-24 09:00 4554PLN / 2320PLN
Apache Tomcat and Java EE Administration Warszawa, ul. Złota 3/11 Mon, 2016-10-24 09:00 5178PLN / 1894PLN
Market Forecasting Kraków, ul. Rzemieślnicza 1 Tue, 2016-10-25 09:00 5742PLN / 2714PLN
A Practical Guide to Successful Pricing Strategies Poznan, Garbary 100/63 Wed, 2016-10-26 09:00 3366PLN / 1883PLN
Design Patterns in C# Bielsko-Biała, Al. Armii Krajowej 220 Wed, 2016-10-26 09:00 3861PLN / 2130PLN
Creating and delivering presentations in Power Point (social skills workshop) Poznan, Garbary 100/63 Thu, 2016-10-27 09:00 3346PLN / 1414PLN
Agile Project Management with Scrum Kraków, ul. Rzemieślnicza 1 Wed, 2016-11-02 09:00 3386PLN / 1929PLN
Understanding Windows Communication Foundation (WCF) Szczecin, ul. Małopolska 23 Wed, 2016-11-02 09:00 10266PLN / 3611PLN
Python Programming Szczecin, ul. Małopolska 23 Mon, 2016-11-07 09:00 N/A / 5434PLN
Agile Project Management with Scrum Poznan, Garbary 100/63 Mon, 2016-11-07 09:00 3386PLN / 1529PLN
Business Analysis, BABOK V3.0 and IIBA Certification Preparation Katowice ul. Opolska 22 Mon, 2016-11-07 09:00 9405PLN / 5753PLN
Adobe InDesign Lublin, ul. Spadochroniarzy 9 Mon, 2016-11-07 09:00 1881PLN / 1327PLN
Administration of Linux System Olsztyn, ul. Kajki 3/1 Tue, 2016-11-08 09:00 3861PLN / 1920PLN
SQL Fundamentals Warszawa, ul. Złota 3/11 Wed, 2016-11-09 09:00 3663PLN / 1510PLN
Adobe Illustrator Katowice ul. Opolska 22 Wed, 2016-11-09 09:00 2871PLN / 1848PLN
Excel For Statistical Data Analysis Warszawa, ul. Złota 3/11 Mon, 2016-11-14 09:00 2673PLN / 1291PLN
Visual Basic for Applications (VBA) in Excel - Advanced Białystok, ul. Malmeda 1 Mon, 2016-11-14 09:00 3455PLN / 2202PLN
Social Media - facebook, twitter, blog, youtube, google+ Gdynia, ul. Ejsmonda 2 Mon, 2016-11-14 09:00 1881PLN / 1102PLN
Apache Web Server Administration Kraków, ul. Rzemieślnicza 1 Tue, 2016-11-15 09:00 4732PLN / 3177PLN
SQL in MySQL Gdynia, ul. Ejsmonda 2 Thu, 2016-11-17 09:00 2851PLN / 1413PLN
OCUP2 UML 2.5 Certification - Intermediate Exam Preparation Wroclaw, ul.Ludwika Rydygiera 2a/22 Thu, 2016-11-17 09:00 5148PLN / 2175PLN
Creating and managing Web sites Kraków, ul. Rzemieślnicza 1 Mon, 2016-11-21 09:00 5841PLN / 3298PLN
Angular JavaScript Katowice ul. Opolska 22 Mon, 2016-11-21 09:00 5940PLN / 3380PLN
Agile w projektach zdalnych Katowice ul. Opolska 22 Tue, 2016-11-22 09:00 5049PLN / 1962PLN
Effective working with spreadsheet in Excel Rzeszów, Plac Wolności 13 Thu, 2016-11-24 09:00 PLN / 767PLN
Test Automation with Selenium Gdańsk, ul. Powstańców Warszawskich 45 Tue, 2016-12-06 09:00 7722PLN / 3624PLN
Graphic techniques (Adobe Photoshop, Adobe Illustrator) Wroclaw, ul.Ludwika Rydygiera 2a/22 Tue, 2016-12-06 09:00 4851PLN / 2740PLN
Docker and Kubernetes Gdańsk, ul. Powstańców Warszawskich 45 Wed, 2016-12-07 09:00 N/A / 4989PLN

Upcoming Courses

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