Machine Learning Fundamentals with Python Training Course

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Course Code

mlfunpython

Duration Duration

14 hours (usually 2 days including breaks)

Requirements Requirements

Knowledge of Python programming language. Basic familiarity with statistics and linear algebra is recommended.

Overview Overview

The aim of this course is to provide a basic proficiency in applying Machine Learning methods in practice. Through the use of the Python programming language and its various libraries, and based on a multitude of practical examples this course teaches how to use the most important building blocks of Machine Learning, how to make data modeling decisions, interpret the outputs of the algorithms and validate the results.

Our goal is to give you the skills to understand and use the most fundamental tools from the Machine Learning toolbox confidently and avoid the common pitfalls of Data Sciences applications.

Course Outline Course Outline

Introduction to Applied Machine Learning

  • Statistical learning vs. Machine learning
  • Iteration and evaluation
  • Bias-Variance trade-off

Machine Learning with Python

  • Choice of libraries
  • Add-on tools

Regression

  • Linear regression
  • Generalizations and Nonlinearity
  • Exercises

Classification

  • Bayesian refresher
  • Naive Bayes
  • Logistic regression
  • K-Nearest neighbors
  • Exercises

Cross-validation and Resampling

  • Cross-validation approaches
  • Bootstrap
  • Exercises

Unsupervised Learning

  • K-means clustering
  • Examples
  • Challenges of unsupervised learning and beyond K-means

Guaranteed to run even with a single delegate!
Public Classroom Public Classroom
Participants from multiple organisations. Topics usually cannot be customised
From 2839PLN
(88)
Private Classroom Private Classroom
Participants are from one organisation only. No external participants are allowed. Usually customised to a specific group, course topics are agreed between the client and the trainer.
Private Remote Private Remote
The instructor and the participants are in two different physical locations and communicate via the Internet
From 8050PLN
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The more delegates, the greater the savings per delegate. Table reflects price per delegate and is used for illustration purposes only, actual prices may differ.

Number of Delegates Public Classroom Private Remote
1 2839PLN 8050PLN
2 2675PLN 5280PLN
3 2620PLN 4357PLN
4 2592PLN 3895PLN
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Upcoming Courses

VenueCourse DateCourse Price [Remote / Classroom]
Lublin, ul. Spadochroniarzy 9Tue, 2017-03-14 09:008050PLN / 3139PLN
Olsztyn, ul. Kajki 3/1Thu, 2017-03-16 09:008050PLN / 2939PLN
Łódź, ul. Tatrzańska 11Mon, 2017-03-20 09:008050PLN / 3039PLN
Wroclaw, ul.Ludwika Rydygiera 2a/22Tue, 2017-03-21 09:008050PLN / 2839PLN
Poznan, Garbary 100/63Tue, 2017-03-21 09:008050PLN / 2839PLN

Course Discounts

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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
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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
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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
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Drools Rules Administration Wroclaw, ul.Ludwika Rydygiera 2a/22 Wed, 2017-06-14 09:00 21196PLN / 7023PLN

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