Given the current state of advancing technology and its adaption in businesses, it is clear that the next few years will witness far-reaching transformations in every area. Yesteryear’s bleeding edge technologies such as SMAC and Digital are now considered as given. We expect spectacular changes in our lives and in businesses with the advent of IoT, Artificial Intelligence, Machine Learning and Robotics. This programme addresses issues relating to AI/ML and their impact on businesses.
Machine learning being at the core of artificial intelligence we commence with ML concepts and the hands-on practicals. Understanding and solving business problems will be the key here. We will build ML models using various datasets. Having gotten a grip of ML we move into the field of AI to discuss some of the implementations and business impact.
This programme aims at getting first-hand experience in Machine Learning using cloud-based tools as well as desktop tools. The focus will be on understanding concepts and principles. Although the tools are not central to the learning they will aid in this process of clarifying basics. There will be multiple hands-on exercises. Concepts and usability of Machine Learning, Deep Learning in business will be discussed.
By the end of this programme participants will be able to understand:
A completely hands-on programme offering experiential and immersive learning with a practice focus.
Theme | |
---|---|
Topic 1 | Artificial Intelligence & Machine Learning – Concepts – Relationship between AI & ML |
Topic 2 | ML Introduction – Overview – Applied ML – Terminology – Processes – Concept of Model & Algorithm – Classification, Regression, Clustering – Tools – Cloud, Orange & Weka |
Topic 3 | Algorithms – Introduction – Concepts – Types |
Topic 4 | Evaluation – Metrics – Model evaluation |
Topic 5 | Pre-processing – Features data transformation – Features selection, engineering – Features extraction |
Topic 6 | Deep Learning – Neural networks – Image processing |
Topic 7 | Orange 3 – Introduction – Panes and help available – Classification, Regression, Clustering |
Get in touch with our team to explore world-class learning opportunities that can help you achieve your goals and create a lasting impact.