Python for Advanced Machine Learning Training Course

Course Code

pythonadvml

Duration

21 hours (usually 3 days including breaks)

Requirements

  • Python programming experience
  • An understanding of basic principles of machine learning

Overview

In this instructor-led, live training, participants will learn the most relevant and cutting-edge machine learning techniques in Python as they build a series of demo applications involving image, music, text, and financial data.

By the end of this training, participants will be able to:

  • Implement machine learning algorithms and techniques for solving complex problems
  • Apply deep learning and semi-supervised learning to applications involving image, music, text, and financial data
  • Push Python algorithms to their maximum potential
  • Use libraries and packages such as NumPy and Theano

Audience

  • Developers
  • Analysts
  • Data scientists

Format of the course

  • Part lecture, part discussion, exercises and heavy hands-on practice

Course Outline

Introduction

Describing the Structure of Unlabled Data

  • Unsupervised Machine Learning

Recognizing, Clustering and Generating Images, Video Sequences and Motion-capture Data

  • Deep Belief Networks (DBNs)

Reconstructing the Original Input Data from a Corrupted (Noisy) Version

  • Feature Selection and Extraction
  • Stacked Denoising Auto-encoders

Analyzing Visual Images

  • Convolutional Neural Networks

Gaining a Better Understanding of the Structure of Data

  • Semi-Supervised Learning

Understanding Text Data

  • Text Feature Extraction

Building Highly Accurate Predictive Models

  • Improving Machine Learning Results
  • Ensemble Methods

Summary and Conclusion

Testimonials

★★★★★
★★★★★

Bookings, Prices and Enquiries

Guaranteed to run even with a single delegate!

Private Classroom

From £4350

Private Remote

From £3900 (94)

Public Classroom

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Course Discounts

Course Venue Course Date Course Price [Remote / Classroom]
Excel VBA Introduction Belfast City Centre Mon, 2018-09-03 09:30 £2178 / £2678
Introduction to Selenium York - Priory Street Centre Tue, 2018-09-04 09:30 £1089 / £1239
Minitab for Statistical Data Analysis Cambridge Mon, 2018-09-10 09:30 £2574 / £3024
AWS: A Hands-on Introduction to Cloud Computing Edinburgh Training and Conference Venue Tue, 2018-09-11 09:30 £1287 / £1487
JMeter Fundamentals and JMeter Advanced Birmingham Tue, 2018-09-18 09:30 £2178 / £2828
Test Automation with Selenium St Helier, Jersey, Channel Isles Tue, 2018-09-18 09:30 £2970 / £4395
Jenkins: Continuous Integration for Agile Development Manchester, King Street Thu, 2018-10-18 09:30 £2574 / £3224
CakePHP: Rapid Web Application Development Birmingham Tue, 2018-11-06 09:30 £4356 / £5656

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