Learning Objectives

Deep Learning is a part of Machine Learning used to solve complex problems and build intelligent solutions. The core concept of Deep Learning has been derived from the structure and function of the human brain. Deep Learning uses artificial neural networks to analyze data and make predictions. This course will be taught from scratch and plan is to cover most of the applications in Oil & Gas industry.

Oil and gas industries are facing several challenges and issues in data processing and handling. Large amount of data bank is generated with various techniques and processes. The proper technical analysis of this database is to be carried out to improve performance of oil and gas industries.

The main objective of this course is to make students comfortable with tools and techniques required in handling large amounts of datasets. They will also uncover various deep learning methods in NLP, Neural Networks etc. Several libraries and datasets publicly available will be used to illustrate the application of these algorithms. This will help students and professionals in developing skills required to gain experience of doing independent research and study.

Prerequisites

We will teach from scratch so no as such prerequisites are required.

Topics to be covered

·        Introduction to Neural Networks and deep Neural Networks

·        Introduction to Tensor flow and Keras

·        Convolutional Neural Networks

·        Recurrent Neural Network

·        Transfer Learning

·        [Case Study] Production Performance Forecasting with Deep

·        Neural Networks

·        [Case Study] Drilling Optimisation with deep learning

·        [Case Study] Core image classification

FAQs

What will be the medium of language for the internship?

English

Will a certificate be provided?

Certificates will be provided at the end of the training.

Why we should join?

·        We will cover Neural Networks and deep Neural Networks.

·        Introduction to Tensor flow and Keras

·        Convolutional Neural Networks and Recurrent Neural Network

·        Also cover case study on Production performance Forecasting with

·        Deep Neural Networks

·        Presentation, recording of sessions, manuals will be provided.

·        Certificate of Completion