Machine Learning Concepts for Entrepreneurs and Managers

Course Code

mlentre

Duration

21 hours (usually 3 days including breaks)

Requirements

  1. Should have basic knowledge of business operation, and technical knowledge as well
  2. Must have basic understanding of software and systems
  3. Basic understanding of Statistics ( in Excel levels)

Overview

This training course is for people that would like to apply Machine Learning in practical applications for their team.  The training will not dive into technicalities and revolve around basic concepts and business/operational applications of the same.

Target Audience

  1. Investors and AI entrepreneurs
  2. Managers and Engineers whose company is venturing into AI space
  3. Business Analysts & Investors

Course Outline

Introduction to Neural Networks

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

Machine learning Concepts and Applications

Regression

  • Linear regression
  • Generalizations and Nonlinearity
  • Use cases

Classification

  • Bayesian refresher
  • Naive Bayes
  • Logistic regression
  • K-Nearest neighbors
  • Use Cases

Cross-validation and Resampling

  • Cross-validation approaches
  • Bootstrap
  • Use Cases

Unsupervised Learning

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

Short Introduction to NLP methods

  • word and sentence tokenization
  • text classification
  • sentiment analysis
  • spelling correction
  • information extraction
  • parsing
  • meaning extraction
  • question answering

Artificial Intelligence & Deep Learning

Technical Overview

  • R v/s Python
  • Caffe v/s Tensor Flow
  • Various Machine Learning Libraries

Industry Case Studies

Bookings, Prices and Enquiries

Guaranteed to run even with a single delegate!

Private Classroom

From £4350

Private Remote

From £3900 (93)

Public Classroom

Cannot find a suitable date? Choose Your Course Date >>Too expensive? Suggest your price

Course Discounts

Course Venue Course Date Course Price [Remote / Classroom]
Subversion for Users Leeds Wed, 2018-06-20 09:30 £1089 / £1289
Javascript And Ajax St Helier, Jersey, Channel Isles Mon, 2018-07-02 09:30 £4950 / £7325
PostgreSQL for Administrators Swansea- Princess House Mon, 2018-07-02 09:30 £2178 / £2478
OCUP2 UML 2.5 Certification - Advanced Exam Preparation St Helier, Jersey, Channel Isles Mon, 2018-07-23 09:30 £1980 / £2930
Introduction to R Glasgow Wed, 2018-08-01 09:30 £3861 / £4911
Subversion for Users Newcastle Fri, 2018-08-03 09:30 £1089 / £1289
OCUP2 UML 2.5 Certification - Intermediate Exam Preparation St Helier, Jersey, Channel Isles Tue, 2018-08-07 09:30 £2340 / £3290
jQuery Swansea- Princess House Wed, 2018-08-15 09:30 £1980 / £2280
AWS: A Hands-on Introduction to Cloud Computing Edinburgh Training and Conference Venue Tue, 2018-09-11 09:30 £1287 / £1487
Test Automation with Selenium St Helier, Jersey, Channel Isles Tue, 2018-09-18 09:30 £2970 / £4395

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