Advanced Data Science / Advanced Machine Learning through Python - insAnalytics

Advanced Data Science / Advanced Machine Learning through Python
Advanced Data Science - Machine Learning through Python

48Hours programme

Contact hours: 24 hours

Conceptual Learning
Hands-on Learning
Projects/ Assignments
Case studies/ Use cases

For Enrollment

Programme Objectives

The “Advanced Data Science - Machine Learning through Python” programme brings machine learning to life by showcasing real-world use-cases. The programme provides a unique blend of conceptual learning supplemented by hands-on application of popular machine learning techniques, all under the guidance of industry experts with decades of domain knowledge.

Who should go for the Programme?

The “Advanced Data Science - Machine Learning through Python” programme has been designed & developed primarily for analytics and information technology professionals keen to implement machine learning centric solutions to address business problems. In addition, for beginners in the professions of analytics and information technology, the programme imparts the relatively advanced skills in the field of machine learning, thereby providing competitive advantage.

Key Takeaways

After successful completion of the “Advanced Data Science - Machine Learning through Python” programme, participants will be able to:

Envisage & articulate the opportunities for deploying machine learning techniques as problem-solvers in their businesses
Develop competency in popular machine learning tools & techniques prevalent in the industry
Deliver innovative solutions to business challenges using popular machine learning techniques
Formulate & implement strategies for business enhancement and competitive advantage through machine learning

Learning Mode

Curriculum Overview

Introduction to Machine Learning

Supervized Learning
Unsupervized Learning

Artificial Neural Networks

Support Vector Machines

Random Forest

Naïve Bayes

Case studies/ Use cases

Projects/ Assignments

Evaluation/ Examination

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Are there any Learning Pre-requisites?

The “Advanced Data Science - Machine Learning through Python” programme is essentially of a relatively advanced nature, and hence there are certain learning pre-requisites for the programme. In order to enhance the efficiency & effectiveness of participants’ learning, it is desirable that participants possess basic knowledge of computer programming in any language, preferably in either of C/C++, Java, R or Python. In addition, prior awareness of and/or exposure to probability theory, linear algebra, calculus and basic Statistics would facilitate participants’ learning efficiency. Participants with no prior exposure to Statistics, probability theory, probability distributions, etc, as well as participants who wish to refresh their knowledge of these areas, can rapidly bring themselves up to speed through our specially-designed preparatory programme – the “Essentials of Business Analytics” programme.