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 - Warszawa, ul. Złota 3/11Mon, 2017-10-09 09:009850PLN / 3585PLN
Artificial Intelligence - the most applied stuff - Data Analysis + Distributed AI + NLP - Bydgoszcz, ul. Dworcowa 94Mon, 2017-10-09 09:009850PLN / 3735PLN
Apache Spark MLlib - Szczecin, ul. Sienna 9Mon, 2017-10-16 09:0030980PLN / 10638PLN
Apache Spark MLlib - Łódź, ul. Tatrzańska 11Mon, 2017-10-16 09:0030980PLN / 10888PLN
Apache Spark MLlib - Toruń, ul. Żeglarska 10/14Mon, 2017-10-16 09:0030980PLN / 10888PLN

Other regions

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Course Discounts

Course Venue Course Date Course Price [Remote / Classroom]
Visual Basic for Applications (VBA) in Excel - Advanced Warszawa, ul. Złota 3/11 Mon, 2017-09-25 09:00 3069PLN / 1623PLN
DTP (InDesign, Photoshop, Illustrator, Acrobat) Katowice ul. Opolska 22 Mon, 2017-09-25 09:00 5940PLN / 3730PLN
Programming in C++ Wrocław, ul.Ludwika Rydygiera 2a/22 Mon, 2017-09-25 09:00 5445PLN / 2815PLN
Creating and managing Web sites Poznan, Garbary 100/63 Mon, 2017-09-25 09:00 5841PLN / 2298PLN
Java Performance Wrocław, ul.Ludwika Rydygiera 2a/22 Mon, 2017-09-25 09:00 9801PLN / 3000PLN
SQL in Microsoft Access Kraków, ul. Rzemieślnicza 1 Tue, 2017-09-26 09:00 10266PLN / 3911PLN
Visual Basic for Applications (VBA) for Analysts Poznan, Garbary 100/63 Wed, 2017-09-27 09:00 2970PLN / 1590PLN
OCUP2 UML 2.5 Certification - Foundation Exam Preparation Kraków, ul. Rzemieślnicza 1 Wed, 2017-09-27 09:00 6930PLN / 3510PLN
Design Patterns in C# Rzeszów, Plac Wolności 13 Thu, 2017-09-28 09:00 3861PLN / 2331PLN
Adobe InDesign Katowice ul. Opolska 22 Thu, 2017-09-28 09:00 1881PLN / 1327PLN
Tworzenie aplikacji na platformie Android Łódź, ul. Tatrzańska 11 Mon, 2017-10-02 09:00 4455PLN / 3128PLN
Statistical and Econometric Modelling Warszawa, ul. Złota 3/11 Mon, 2017-10-02 09:00 20483PLN / 6807PLN
Effective interpersonal communication with elements of assertiveness Kraków, ul. Rzemieślnicza 1 Tue, 2017-10-03 09:00 5148PLN / 1830PLN
Visual Basic for Applications (VBA) in Excel - Introduction to programming Szczecin, ul. Sienna 9 Mon, 2017-10-09 09:00 3564PLN / 1891PLN
Web Development with Symfony3 Kielce, ul. Warszawska 19 Mon, 2017-10-09 09:00 5554PLN / 2483PLN
Access Basics Szczecin, ul. Sienna 9 Tue, 2017-10-10 09:00 3465PLN / 1550PLN
Analiza biznesowa i systemowa z użyciem notacji UML - warsztat praktyczny dla PO w metodyce Scrum Łódź, ul. Tatrzańska 11 Tue, 2017-10-10 09:00 7722PLN / 3474PLN
MS-40361 Software Development Fundamentals MTA Exam 98-361 Gdynia, ul. Ejsmonda 2 Wed, 2017-10-11 09:00 6138PLN / 2610PLN
PostgreSQL for Administrators Gdynia, ul. Ejsmonda 2 Wed, 2017-10-11 09:00 12326PLN / 4235PLN
UML Analysis and Design Kraków, ul. Rzemieślnicza 1 Wed, 2017-10-11 09:00 8910PLN / 4170PLN
Programming in C++ Łódź, ul. Tatrzańska 11 Mon, 2017-10-16 09:00 5445PLN / 3315PLN
Agile w projektach zdalnych Katowice ul. Opolska 22 Mon, 2017-10-16 09:00 5049PLN / 1962PLN
Programming in C++ Bielsko-Biała, Al. Armii Krajowej 220 Mon, 2017-10-16 09:00 5445PLN / 3565PLN
Business Analysis Kraków, ul. Rzemieślnicza 1 Wed, 2017-10-18 09:00 7722PLN / 3774PLN
Nginx Setup, Configuration and Administration Wrocław, ul.Ludwika Rydygiera 2a/22 Wed, 2017-10-18 09:00 6930PLN / 2700PLN
Programming in C# Wrocław, ul.Ludwika Rydygiera 2a/22 Wed, 2017-10-18 09:00 4851PLN / 1870PLN
Stress management Gdynia, ul. Ejsmonda 2 Wed, 2017-10-18 09:00 5148PLN / 1530PLN
Projektowanie stron na urządzenia mobilne Kielce, ul. Warszawska 19 Thu, 2017-10-19 09:00 2624PLN / 1305PLN
Adobe Premiere Pro Gdynia, ul. Ejsmonda 2 Mon, 2017-10-23 09:00 3960PLN / 2480PLN
Administration of Linux System Gdynia, ul. Ejsmonda 2 Tue, 2017-10-24 09:00 4950PLN / 3225PLN
Effective working with spreadsheet in Excel Warszawa, ul. Złota 3/11 Thu, 2017-10-26 09:00 2475PLN / 1225PLN
Node.js Olsztyn, ul. Kajki 3/1 Thu, 2017-10-26 09:00 3861PLN / 2431PLN
SQL Advanced in MySQL Warszawa, ul. Złota 3/11 Thu, 2017-11-02 09:00 1881PLN / 1141PLN
Android - The Basics Wrocław, ul.Ludwika Rydygiera 2a/22 Mon, 2017-11-06 09:00 9801PLN / 4180PLN
Java Spring Wrocław, ul.Ludwika Rydygiera 2a/22 Mon, 2017-11-06 09:00 14414PLN / 5970PLN
Data Analysis with Oracle 11g - workshop Gdynia, ul. Ejsmonda 2 Mon, 2017-11-13 09:00 9900PLN / 4664PLN
Nagios Core Gdańsk, ul. Powstańców Warszawskich 45 Mon, 2017-11-13 09:00 13919PLN / 4968PLN

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