1. Neural Networks
   The program comprehensively covers Artificial Neural Networks (ANN) using Multi Layered Perceptrons for classification problems, Convolutional Neural Networks (CNN) for video analytics, Recurrent Neural Networks (RNN) for NLP and time series data, with relevant libraries (Keras, Tensorflow and PyTorch) and hands-on cases.
2. Probability and Statistics
   The foundation of all ML and AI is in probability/statistics, optimization and linear algebra. Most so-called ‘data scientists’ do not understand these basics and thus try to implement libraries in a GIGO (Garbage-In-Garbage-Out) mindset.Our program covers these topics in detail but not as separate ‘theory’ material. These are treated as concepts and learning that we connect back closely to actual models and real-world applications.
3. Python and R
   Python – the fastest growing software in the world is our primary tool for the program. You can also access most ML-AI libraries (Tensorflow, Keras and Pytorch) through Python.We also teach R because it is a software that is currently being used by many organizations. Additionally, R serves as a powerful tool for statistical analysis and visualization.
4. Tensorflow or PyTorch
   We believe that as future creators you need to be tools agnostic. The program helps you master both Tensorflow and PyTorch because each comes with its own set of pros and cons. Tools will keep changing and evolving. But core concepts, programming skills, and business applications remain set in stone.

Nearly all Data Science and related programs showcase case studies, data sets, and analysis from a developed world context and viewpoint. While this is essential for learning, it does not allow you to understand the problems of data as they pertain to the Indian business context.

Our program contains an entire module dedicated to understanding the technology, its applications, and its implications in the Indian context. We believe this is essential for anyone interested in working with data involving Indian companies and the Indian government or government agencies.

If you wish to build a career in or pivot it towards Data Science, Machine Learning, and Artificial Intelligence and can invest 11 months to master it, this program is for you. Blending industry and academic material, it is the only comprehensive and integrated program of its kind. It is the perfect program for working professionals looking to add Data Science and related skills to their profiles.