Practical Machine Learning Training

An introduction to R and Python programming languages, plus a deep coverage of the mathematics, algorithms and technology of Machine learning.

This 5-day course is designed for people who are already working with Big Data and analysing large statistical sets. By attending this course you'll learn what an effective Machine Learning approach looks like in an organisation.

You'll learn to understand different models of Machine Learning and how to implement them. Also covered is how to validate the statistical quality and the metrics attached to that data and how to implement them practically using Python and R.

GCSE Mathematics or above. Must be comfortable with mathematical and logical way of thinking
Familiar with basic programming knowledge: variables, control flow, scope and functions
Prior experience with Python or R will be an advantage

This course is aimed at fledging Machine Learning practitioners, and data analysts who wish to gain more in depth knowledge of Machine Learning.

At the end of this course attendees will know:

Fundamental mathematics and statistics required for understanding Machine Learning
The workings of some the most commonly used Machine Learning algorithms
Cross validation techniques and the different metrics used to determine the quality of Machine Learning models built
How to pick the best Machine Learning model for a given task

At the end of this course attendees will be able to:

Perform data preparation using R or Python
Build machine learning models using R or Python
Perform simulation using R or Python
Perform cross validation and evaluate a machine learning model

Machine Learning: Method
Introduction to Python
Data Preparation in Python
Machine Learning: Regression
Introduction to Mathematics
Mathematics of Machine Learning
Machine Learning Algorithms
Probability and Statistics
Python Machine Learning
Clustering in Python
Decision Trees in Python
Deep Learning in Python
Evaluating ML algorithms
Choosing ML algorithms: Cross Validation
Ensemble Modelling

Upcoming Trainings

Join our public courses in our Istanbul, London and Ankara facilities. Private class trainings will be organized at the location of your preference, according to your schedule.

24 April 2023