Apache Spark MLlib Training Courses

Apache Spark MLlib Training

MLlib is Apache Spark's scalable machine learning library.

Apache Spark MLlib Course Outlines

Code Name Duration Overview
spmllib Apache Spark MLlib 35 hours MLlib is Spark’s machine learning (ML) library. Its goal is to make practical machine learning scalable and easy. It consists of common learning algorithms and utilities, including classification, regression, clustering, collaborative filtering, dimensionality reduction, as well as lower-level optimization primitives and higher-level pipeline APIs. It divides into two packages: spark.mllib contains the original API built on top of RDDs. spark.ml provides higher-level API built on top of DataFrames for constructing ML pipelines.   Audience This course is directed at engineers and developers seeking to utilize a built in Machine Library for Apache Spark spark.mllib: data types, algorithms, and utilities Data types Basic statistics summary statistics correlations stratified sampling hypothesis testing streaming significance testing random data generation Classification and regression linear models (SVMs, logistic regression, linear regression) naive Bayes decision trees ensembles of trees (Random Forests and Gradient-Boosted Trees) isotonic regression Collaborative filtering alternating least squares (ALS) Clustering k-means Gaussian mixture power iteration clustering (PIC) latent Dirichlet allocation (LDA) bisecting k-means streaming k-means Dimensionality reduction singular value decomposition (SVD) principal component analysis (PCA) Feature extraction and transformation Frequent pattern mining FP-growth association rules PrefixSpan Evaluation metrics PMML model export Optimization (developer) stochastic gradient descent limited-memory BFGS (L-BFGS) spark.ml: high-level APIs for ML pipelines Overview: estimators, transformers and pipelines Extracting, transforming and selecting features Classification and regression Clustering Advanced topics
aitech Artificial Intelligence - the most applied stuff - Data Analysis + Distributed AI + NLP 21 hours Distribution big data Data mining methods (training single systems + distributed prediction: traditional machine learning algorithms + Mapreduce distributed prediction) Apache Spark MLlib Recommendations and Advertising: Natural language Text clustering, text categorization (labeling), synonyms User profile restore, labeling system Recommended algorithms Insuring the accuracy of "lift" between and within categories How to create closed loops for recommendation algorithms Logical regression, RankingSVM, Feature recognition (deep learning and automatic feature recognition for graphics) Natural language Chinese word segmentation Theme model (text clustering) Text classification Extract keywords Semantic analysis, semantic parser, word2vec (vector to word) RNN long-term memory (TSTM) architecture

Upcoming Courses

CourseCourse DateCourse Price [Remote / Classroom]
Artificial Intelligence - the most applied stuff - Data Analysis + Distributed AI + NLP - Rzeszów, Plac Wolności 13Mon, 2017-06-12 09:009850PLN / 3585PLN
Apache Spark MLlib - Szczecin, ul. Małopolska 23Mon, 2017-06-19 09:0030980PLN / 10638PLN
Apache Spark MLlib - Kraków, ul. Rzemieślnicza 1Mon, 2017-06-19 09:0030980PLN / 11388PLN
Apache Spark MLlib - Łódź, ul. Tatrzańska 11Mon, 2017-06-19 09:0030980PLN / 10888PLN
Artificial Intelligence - the most applied stuff - Data Analysis + Distributed AI + NLP - Gdańsk, ul. Powstańców Warszawskich 45Mon, 2017-06-19 09:009850PLN / 3735PLN

Other regions

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Course Discounts

Course Venue Course Date Course Price [Remote / Classroom]
Six thinking hats by Edward de Bono Gdańsk, ul. Powstańców Warszawskich 45 Thu, 2017-05-25 09:00 5148PLN / 1726PLN
Facebook in advertising and marketing Poznan, Garbary 100/63 Fri, 2017-05-26 09:00 1881PLN / 952PLN
Python Programming Szczecin, ul. Sienna 9 Mon, 2017-05-29 09:00 10000PLN / 4448PLN
Facebook in advertising and marketing Lublin, ul. Spadochroniarzy 9 Fri, 2017-06-02 09:00 1881PLN / 1002PLN
MongoDB for Administrators Kraków, ul. Rzemieślnicza 1 Tue, 2017-06-06 09:00 3861PLN / 2087PLN
Oracle 11g - Programming with PL / SQL I - Workshops Wroclaw, ul.Ludwika Rydygiera 2a/22 Tue, 2017-06-06 09:00 5990PLN / 2939PLN
Adobe Photoshop Elements Gdynia, ul. Ejsmonda 2 Wed, 2017-06-07 09:00 1881PLN / 1127PLN
Microsoft Office Excel - moduł Business Intelligence Gdynia, ul. Ejsmonda 2 Wed, 2017-06-07 09:00 2673PLN / 1391PLN
Adobe Photoshop Elements Gdańsk, ul. Powstańców Warszawskich 45 Wed, 2017-06-07 09:00 1881PLN / 1127PLN
Adobe InDesign Poznan, Garbary 100/63 Thu, 2017-06-08 09:00 1881PLN / 1027PLN
Design Patterns in C# Poznan, Garbary 100/63 Thu, 2017-06-08 09:00 3861PLN / 1830PLN
SQL Fundamentals Gdańsk, ul. Powstańców Warszawskich 45 Thu, 2017-06-08 09:00 3663PLN / 1610PLN
Visual Basic for Applications (VBA) in Excel - Advanced Warszawa, ul. Złota 3/11 Mon, 2017-06-12 09:00 3069PLN / 1623PLN
Visual Basic for Applications (VBA) in Excel - Introduction to programming Gdynia, ul. Ejsmonda 2 Mon, 2017-06-12 09:00 3564PLN / 1891PLN
DTP (InDesign, Photoshop, Illustrator, Acrobat) Opole, Wladyslawa Reymonta 29 Mon, 2017-06-12 09:00 5940PLN / 4230PLN
Spring and Hibernate in Java Applications Poznan, Garbary 100/63 Tue, 2017-06-13 09:00 7722PLN / 3358PLN
Drools Rules Administration Wroclaw, ul.Ludwika Rydygiera 2a/22 Wed, 2017-06-14 09:00 21196PLN / 7023PLN
Build applications with Oracle Application Express (APEX) Katowice ul. Opolska 22 Mon, 2017-06-19 09:00 9801PLN / 4720PLN
Creating and managing Web sites Poznan, Garbary 100/63 Mon, 2017-06-19 09:00 5841PLN / 2298PLN
Front End Developer Rzeszów, Plac Wolności 13 Mon, 2017-06-19 09:00 23000PLN / 7970PLN
Introduction to Selenium Warszawa, ul. Złota 3/11 Thu, 2017-06-22 09:00 1871PLN / 824PLN
Javascript And Ajax Rzeszów, Plac Wolności 13 Mon, 2017-06-26 09:00 5841PLN / 3655PLN
Introduction to Programming Gdańsk, ul. Powstańców Warszawskich 45 Mon, 2017-06-26 09:00 5742PLN / 4121PLN
Implementation and Administration of Elasticsearch Wroclaw, ul.Ludwika Rydygiera 2a/22 Wed, 2017-06-28 09:00 20800PLN / 6903PLN
Effective interpersonal communication with elements of assertiveness Wroclaw, ul.Ludwika Rydygiera 2a/22 Thu, 2017-06-29 09:00 5148PLN / 1430PLN
Elasticsearch Advanced Administration, Monitoring and Maintenance Gdańsk, ul. Powstańców Warszawskich 45 Tue, 2017-07-04 09:00 17741PLN / 5876PLN
Nginx Setup, Configuration and Administration Bydgoszcz, ul. Dworcowa 94 Wed, 2017-07-05 09:00 6930PLN / 2850PLN
SQL Fundamentals Warszawa, ul. Złota 3/11 Mon, 2017-07-10 09:00 3663PLN / 1510PLN
SIP protocol in VoIP Poznan, Garbary 100/63 Mon, 2017-07-17 09:00 15929PLN / 5427PLN
Excel VBA Introduction Wroclaw, ul.Ludwika Rydygiera 2a/22 Wed, 2017-08-02 09:00 2376PLN / 1192PLN
Programming in WPF 4.5 Lublin, ul. Spadochroniarzy 9 Wed, 2017-08-16 09:00 6435PLN / 2443PLN
Creating and managing Web sites Poznan, Garbary 100/63 Mon, 2017-09-25 09:00 5841PLN / 2298PLN

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