Machine Learning Fundamentals with Python Training Course

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Course Language

This course is delivered in Polish or English.

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 2764PLN
(76)
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.
From 2764PLN
Request quote
Private Remote Private Remote
The instructor and the participants are in two different physical locations and communicate via the Internet
From 7800PLN
Request quote

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 Classroom Private Remote
1 2764PLN 2764PLN 7800PLN
2 2387PLN 2387PLN 4905PLN
3 2261PLN 2261PLN 3940PLN
4 2199PLN 2199PLN 3458PLN
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Course Discounts

Course Venue Course Date Course Price [Remote/Classroom]
Python Programming Warszawa, ul. Złota 3/11 Mon, 2016-08-01 09:00 5790PLN / 3753PLN
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Web Application Development in PHP Warszawa, ul. Złota 3/11 Wed, 2016-08-03 09:00 2688PLN / 2022PLN
Oracle 11g - Programming with PL / SQL II Kraków, ul. Rzemieślnicza 1 Mon, 2016-08-08 09:00 PLN / PLN
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Python Programming Gdańsk, ul. Powstańców Warszawskich 45 Tue, 2016-08-09 09:00 5790PLN / 3908PLN
Programowanie w języku C# Poznan, Garbary 100/63 Tue, 2016-08-09 09:00 2188PLN / 1475PLN
Oracle 11g - Programming with PL / SQL II Wroclaw, ul.Ludwika Rydygiera 2a/22 Wed, 2016-08-10 09:00 2363PLN / 1785PLN
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Java Spring Kraków, ul. Rzemieślnicza 1 Mon, 2016-08-29 09:00 PLN / PLN
Java Spring Szczecin, ul. Małopolska 23 Mon, 2016-09-05 09:00 7039PLN / 5044PLN
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Java Spring Gdańsk, ul. Powstańców Warszawskich 45 Mon, 2016-09-12 09:00 7039PLN / 5153PLN
Java Spring Poznan, Garbary 100/63 Mon, 2016-09-12 09:00 7039PLN / 4961PLN
Java Spring Wroclaw, ul.Ludwika Rydygiera 2a/22 Mon, 2016-09-19 09:00 7039PLN / 4961PLN
Java Performance Gdynia, ul. Ejsmonda 2 Mon, 2016-09-19 09:00 4150PLN / 2866PLN
Java Spring Warszawa, ul. Złota 3/11 Mon, 2016-09-19 09:00 7039PLN / 4961PLN
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Upcoming Courses

VenueCourse DateCourse Price [Remote/Classroom]
Poznan, Garbary 100/63Mon, 2016-08-22 09:003458PLN / 2231PLN
Białystok, ul. Malmeda 1Mon, 2016-08-22 09:003458PLN / 2309PLN
Rzeszów, Plac Wolności 13Thu, 2016-08-25 09:003458PLN / 2335PLN
Olsztyn, ul. Kajki 3/1Thu, 2016-08-25 09:003458PLN / 2277PLN
Kraków, ul. Rzemieślnicza 1Thu, 2016-08-25 09:00PLN / PLN

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