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Machine Learning is the science of programming computers so they can learn from data. But when most people hear “Machine Learning,” they picture a robot: a reliable butler or a lethal terminator depending on who you ask.

Machine Learning is the field of study that gives computers the ability to learn without being explicitly programmed. —Arthur Samuel, 1959

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Machine Learning & AI​

Machine learning is about extracting knowledge from data. It is also known as predictive analytics or statistical learning. The application of machine learning methods has in recent years become ubiquitous in everyday life.

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Supervised Learning​

Supervised learning typically begins with an established set of data and a certain understanding of how that data is classified. It is intended to find patterns in data that can be applied to an analytics process.

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Un-Supervised Learning​

In unsupervised learning, as you might guess, the training data is unlabeled The system tries to learn without a teacher. In unsupervised learning, only the input data is known, and no known output data is given to the algorithm.


An MDP is composed of a collection of states and actions, together with rules that dictate the transition from one state to another.


Behold, the LSTM architecture. This model, iconic in its use of complex information paths and gates, is capable of learning informative time-dependent representations from the inputs it is shown.


CNN's are very similar to ordinary neural networks. We call a network convolutional because of the convolutional layers it has, in addition to other types of layers.


Python is a very powerful high-level, object oriented programming language.


Scikit-learn is a free software machine learning library for the Python programming language.


Matplotlib is a plotting library for the Python programming language and its numerical mathematics extension NumPy.


NumPy is one of the fundamental packages for scientific computing in Python.


SciPy is a free and open-source Python library used for scientific computing and technical computing.


A function is a block of code which only runs when it is called.


COBOL is a high-level language with English-like syntax, COBOL has been embraced by every sector of business and government for its readability, maintainability, and portability.


CICS® stands for Customer Information Control System, is a world-class transaction processing system. It is an all-purpose transaction processing system for the z/OS® operating system.

CA7 Quick Reference

CA7 is a batch job scheduler, which is used to schedule the job and run jobs based on specific schedule i.e. Daily, Monthly etc. CA7 scheduler is quite popular automation tools.

What is CHATBOT?

A chatbot is simply a computer program that simulates human conversations. Fundamentally, a chatbot allows a form of interaction between a human and machine. The interaction happens via written messages or voice.

The CHATBOT is the program to work independently from a human operator. It can answer a question as a real person does. In case CHATBOT is not able to answer the question then chatbot will pass the conversation to the human operator.

You may already be using CHATBOTS in your life. If you have asked Amazon Alexa, Apple Siri or Microsoft Cortana about something for example what is the weather like today? You have interacted with CHATBOT.

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