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 This course is aimed at developers and data scientists who wish to understand and implement AI within their applications. Special focus is given to Data Analysis, Distributed AI and NLP. 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

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Course Discounts

Course Venue Course Date Course Price [Remote / Classroom]
BPMN 2.0 for Business Analysts Katowice ul. Opolska 22 Mon, 2018-01-22 09:00 5940PLN / 3030PLN
Adobe Creative Cloud - Montaż video Katowice ul. Opolska 22 Mon, 2018-01-29 09:00 3861PLN / 2455PLN
DTP (InDesign, Photoshop, Illustrator, Acrobat) Kielce, ul. Warszawska 19 Mon, 2018-01-29 09:00 5940PLN / 2980PLN
Angular 4 - dobre praktyki Katowice ul. Opolska 22 Tue, 2018-01-30 09:00 7920PLN / 3450PLN
Psychology of interpersonal cooperation Wrocław, ul.Ludwika Rydygiera 2a/22 Tue, 2018-01-30 09:00 5148PLN / 1430PLN
Effective interpersonal communication with elements of assertiveness Warszawa, ul. Złota 3/11 Wed, 2018-01-31 09:00 5148PLN / 1430PLN
Agile Software Testing Zielona Góra, ul. Reja 6 Thu, 2018-02-01 09:00 4257PLN / 2629PLN
PostgreSQL Administration and Development Katowice ul. Opolska 22 Mon, 2018-02-05 09:00 7821PLN / 4007PLN
DTP (InDesign, Photoshop, Illustrator, Acrobat) Opole, Wladyslawa Reymonta 29 Mon, 2018-02-05 09:00 5940PLN / 4230PLN
Międzynarodowe Standardy Rachunkowości i Sprawozdawczości Finansowej (MSR, MSSF) (IAS, IFRS) Poznan, Garbary 100/63 Fri, 2018-02-09 09:00 3950PLN / 1188PLN
Creating and managing Web sites Katowice ul. Opolska 22 Mon, 2018-02-12 09:00 5841PLN / 3048PLN
Javascript Basics Poznan, Garbary 100/63 Tue, 2018-02-13 09:00 4455PLN / 1885PLN
Social Media - facebook, twitter, blog, youtube, google+ Rzeszów, Plac Wolności 13 Tue, 2018-02-13 09:00 1881PLN / 952PLN
SQL in Microsoft Access Kraków, ul. Rzemieślnicza 1 Thu, 2018-02-15 09:00 10266PLN / 3911PLN
Effective interpersonal communication with elements of assertiveness Gdynia, ul. Ejsmonda 2 Mon, 2018-02-19 09:00 5148PLN / 1530PLN
DTP (InDesign, Photoshop, Illustrator, Acrobat) Katowice ul. Opolska 22 Mon, 2018-03-05 09:00 5940PLN / 3730PLN
Visual Basic for Applications (VBA) in Excel - Introduction to programming Katowice ul. Opolska 22 Mon, 2018-03-05 09:00 3564PLN / 2291PLN
Certified Agile Tester Katowice ul. Opolska 22 Mon, 2018-04-02 09:00 8910PLN / 4720PLN
Perfect tester Szczecin, ul. Sienna 9 Wed, 2018-04-04 09:00 5920PLN / 2294PLN
Quality Assurance and Continuous Integration Katowice ul. Opolska 22 Thu, 2018-04-12 09:00 2673PLN / 2037PLN

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