Winter School

It is almost impossible to escape the impact frontier technologies are having on everyday life. At the core of this impact are the advancements of artificial intelligence and deep learning.These technologies are ushering in a revolution that will fundamentally alter the way we live,work, and communicate akin to the industrial revolution – more specifically, AI and Deep Learning is the new industrial revolution. Companies across industries seek to use advanced computational techniques to find useful information hidden across huge swaths of data.While the field of artificial intelligence is decades old, breakthroughs in the field of Artificial Neural Networks (ANN) are driving the explosion of deep learning.

Pre-requisites of the Course

• Knowledge of python programming
• Knowledge of Machine Learning.
  1. Concept of Overfit, Underfit, Training and Test set.
  2. Regression, Classification.

Curriculum

• Understanding Deep Learning
• Understanding Neural Network and TensorFlow
• Deep dive into Neural Networks and TensorFlow
• Convutionsl Neural Network
• Recurrent Neural Network
• Restricted Boltzmann Machine RBM and Autoencoders
• Keras
• Tflearn
• Project

The key advantage of machine learning is that it enables computers to access hidden insights, finding patterns that can either be used by researchers to find unknown patterns (as might be used for movie recommendation) or by businesses to find insights into customer behaviour or to target potential new consumers. Machine learning not only helps find things that people may not, it also does what people do far more quickly. Machine learning algorithms tend to operate at expedited levels. Machine learning is a method of data analysis that automates analytical model building. It is a branch of artificial intelligence based on the idea that systems can learn from data, identify patterns and make decisions with minimal human intervention.

Pre-requisites of the course

• Good knowledge at algorithms development
• Basic knowledge of statistics and conditional probability
• Understanding of linear algebra: vector operations, matrix operation

Curriculum

• Getting started with Python
• Number Processing with Numpy
• Database operations with Pandas
• Data Visualization with Matplotlib and Seaborn
• Fundamentals of Machine Learning
• Hello World of Machine Learning :Perceptron algorithm using Numpy
• Implementing Regression using Scikit-learn Module LinearRegression
• Classification using scikit-learn : LogisticRegression
• Feature Selection : importance and implementation using Scikit-learn
• Non Linear classification using Decision Tree
• RandomForest and ideas of Bootstraping and Bagging
• Classification using Baysian Theory and Naïve-Bayes
• Non Parametric Machine Learning Algorithm : K nearest neighbour(kNN)
• Unsupervised learning using K-means cluster
• Project

Internet of Things can create a world where in each and every device in your home, workplace and car are connected. “Internet of things” takes the world to the next level by providing advanced interaction between devices, actuation and automation systems and services. It is not a second internet, but is a network of devices that are connected to the internet. It is said to be the evolution of internet architecture. The IoT is expected to offer incredible potential for business opportunities. It creates the potential not just for creating market transformation, but also creates market disruption. Moreover, these devices can be used to collect current and real time information that is more meaningful and actionable to the business.

Curriculum

• IOT system architecture
• IOT Phy connectivity
• Short, Medium, Long range wireless
• IOT Networking
• IOT Security
• Project

Cloud computing facilitates success of an enterprise where AWS is the frequently used cloud tool. Most enterprises leverages AWS that can be best customized to fit their IT environment. The reputed players like Netflix, Reddit, Expedia and even NASA run their applications on AWS. The program will enable a computer science graduates to understand various aspects of AWS in terms of its Architecture, Services and Applications. After attending this course, a fresher becomes more relevant not only to the IT industry but other sectors also.

Pre-requisites of the Course

• Knowledge of programming knowledge using C

Curriculum

• Fundamentals of Cloud Computing
• Cloud Infrastructure and Cloud Advantage
• Azure Fundamentals
• Overview of all Azure Services
• Azure Storage
• Storage Account Rep
• Fundamentals of Cloud Computing
• Cloud Infrastructure and Cloud Advantage
• Azure Fundamentals
• Overview of all Azure Services
• Azure Storage
• Storage Account Replication Techniques: LRS, ZRS, GRS & RA-GRS
• Azure Virtual Network
• Architectural difference between Azure VPNs like VNET to VNET, point-to-site and site-to-site.
• Azure Virtual Machines
• Understanding concepts of: Load Balancing, Availability Set and Auto Scaling
• Azure Web Apps
• Resource Group and App Service Plans
• Azure SQL Database
• Advance Capabilities
• lication Techniques: LRS, ZRS, GRS & RA-GRS
• Azure Virtual Network
• Architectural difference between Azure VPNs like VNET to VNET, point-to-site and site-to-site.
• Azure Virtual Machines
• Understanding concepts of: Load Balancing, Availability Set and Auto Scaling
• Azure Web Apps
• Resource Group and App Service Plans
• Azure SQL Database
• Advance Capabilities
• Project

Data is key to every decision making. Efficient processing of data gives trends , hidden pattern along with many other aspects and all of them have immense importance for a business organization to strategize , positioning etc . Larger the amount of data better the result . Not so long back access to large amount of data was very difficult. But today due our access to the Internet and cheap sensors it is possible to access very high volume of data so large that requires thousands of computer to store and process them . These data are not only very large but also unstructured . These are commonly referred to as BigData. Traditional data processing technologies are incapable of handling such large volume of data. Hadoop is solution to this problem. Hadoop is an open-source software framework for storing data and running applications on clusters of commodity hardware. It provides massive storage for any kind of data, enormous processing power and the ability to handle virtually limitless
concurrent tasks or jobs.

Pre-requisites of the course

• Knowledge of programming using JAVA, SQL

Curriculum

• Necessary Java Knowledge for Hadoop
• Introduction to BigData and Hadoop
• HDFS
• Introduction to MapReduce
• Pig
• Hive
• NOSQL Database Management using HBASE
• Project

Data analysis is important in business to understand problems facing an organisation, and to explore data in meaningful ways. Data in itself is merely facts and figures. Data analysis organises, interprets, structures and presents the data into useful information that provides context for the data. This context can then be used by decision-makers to take action with the aim of enhancing productivity and business gain. Python language provides necessary tools and techniques for the purpose of data analysis.

Pre-requisites of the Course

• Programming knowledge using C, C ++
• Knowledge of SQL will be beneficial

Curriculum

• Python Language Basics
• Build-in Data Structures, Function
• Numpy Basics: Array and Vectorized Computation
• Pandas
• Data Loading
• Data Cleaning and Preparation
• Data Wrangling: Join Combine, Reshape
• Plotting
• Data Aggregation and Group Operations
• Introductory Statistics
• StatModels : Statistical Model creation
• Project

According to StatCounter, market share of Android is 76.61 %. At the same time number of people using smartphone to theirs day to day work is increasing. It is expected to reach 2.7 billion by 2019. These fact underlines the importance of Android App Development as any business organization will try reach customer through Android powered app. This course will take the students through the various intricacies of Android App Development using Studio 3.

Pre-requisites of the Course

• Knowledge in JAVA & SQL is essential for the course

Curriculum

• Revising Java
• Android Architecture
• Developing a simple Activity
• Android Intents
• Android Menu
• Activity lifecycle
• Fragments
• List View
• Material Design Controls
• Thread
• Service
• Broadcast Receiver
• Notification
• Location  and Google Map
• Firebase
• Project

JEE is widely accepted platform for Enterprise Software development. One of the unique features of JEE, providing infrastructural service for Enterprise grade software, makes it a natural choice for Enterprise Software development. JEE is built based on open standard philosophy, which enables easy integration of external framework like Spring, Hibernate etc making JEE more relevant for industry. As JEE is based on Java, it inherits all features of Java.

Pre-requisites of the Course

• Knowledge in JAVA & SQL is essential for the course

Curriculum

• Collection Framework
• JDBC
• HTML
• Intro to JEE Framework
• Different types of modules in JEE
• Introduction to HTTP
• Introduction to Servlet
• Request forwarding
• Java Server Pages
• Session Handling
• MVC
• Project

At the end of this course, participants will be able to develop advanced ASP.NET MVC applications using .NET Framework tools and technologies. The focus will be on coding activities that enhance the performance and scalability of a web application. ASP.NET MVC will be introduced and compared with Web Forms so that participants know when each should/could be used. This course will also prepare the participants for Microsoft certification exam 70-486.

Pre-requisites of the Course

• Knowledge of programming using C

Curriculum

• Collections, Generic collections
• Introduction to ASP.NET
• ADO.NET and database connection
• Lambda expression, LINQ concepts
• LINQ To Objects. Linq To SQL, LINQ to XML
• CRUD operations using MS SQLServer DB
• HTML 5
• CSS3
• Jquery
• MVC Architecture
• Routing in MVC
• Controller, Action Method/Selectors, ActionVerbs
• Model Binding and validation
• Layout view and other views.
• Filters and action filters
• Authorization and Authentication in MVC
• Windows Communication Foundation (WCF) overview
• JSON v/s XML
• Web API, Integration with Web Services
• Entity Framework
• Project

Java has a unique feature, platform independence that makes it possible to develop cross-platform softwares. This gives us the facility of code re-useability. Java also comes with few cache of libraries that enables developers to develop a wide array of softwares like mobile app development, web app development as well as standard desktop application. It is also possible to develop system softwares using Java. The full object oriented feature of Java enables to develop highly secured softwares.

Pre-requisites of the Course

• Knowledge of programming using C

Curriculum

• Getting started with Java
• DataTypes and Operators
• Classes in Java
• Access Modifiers
• Method Overloading and Constructor
• Arrays in java
• Inheritance in Java
• Packages in Java
• Exceptions and Error Handling
• Multi Threaded Programming in Java
• Java Swing
• Input and Output Streams
• Collections
• Event Handling
• Generics and Collections
• Project

Model View Controller framework in PHP is a tool built for those who required a simple, yet elegant toolkit to build fully-featured web applications. It requires nearly zero configurations, with no restrictive coding rules, and offers simple solutions to complex application requirements. The framework has a rich set of libraries for commonly needed tasks, as well as a simple interface and logical structure to access these libraries. It’s exceptionally fast, as its core system only requires a few small libraries, with additional libraries loaded dynamically upon requests, based on your needs for a given process. The MVC controller approach allows great separation between logic and presentation, particularly useful for projects in which designers are working on template files. At the end of this course participants will be fully equipped to develop smart, responsive web application using PHP MVC framework.

Pre-requisites of the Course

• Knowledge of programming using C

Curriculum

• Introduction to Web Development
• xHTML Basics
• Introduction to CSS
• Introduction to JavaScript
• Introduction to PHP
• PHP Control Structure
• Functions in PHP
• Sessions and Cookies in PHP
• File Handling using PHP
• Object Oriented Programming Using PHP
• MySQL Database handling using PHP
• Implementing Security
• Project

Importance of JavaScript in modern web is undoubtable. While it’s been offering frameworks and libraries for creating interactive, modern interfaces for many years now, it never had any server side framework . As a result it was not possible to develop server side applications using JavaScript. Node.js offers a solution for this. With its ability to build real time app lighting fast, increasing the efficiency of development process , providing largest development tools and process through NPM(Node Package Manager), MicroService friendliness, Node.js is fast becoming new standard for enterprise applications. It is even claimed that it’s so powerful that it has the potential to replace Java.

Pre-requisites Of the course

• HTML and CSS
• Coding knowledge with any programming language

CURRICULUM

• Reviewing HTML and CSS
• Basic JavaScript syntax
• Event Handling
• ES6 Standard of JavaScript
• Node.js configuration with NPM
• Working with JSON
• Server Side JavaScripting with Express
• Configuring Mongo DB and Mongoose
• Project

At the end of this course, participants will be able to develop advanced ASP.NET MVC applications using .NET Framework tools and technologies. The focus will be on coding activities that enhance the performance and scalability of a web application. ASP.NET MVC will be introduced and compared with Web Forms so that participants know when each should/could be used. This course will also prepare the participants for Microsoft certification exam 70-486.

Pre-requisites of the Course

• Knowledge of programming using C

Curriculum

• Overview of Database Management and Architecture
• Introduction to Relational Databases
• Entity-Relationship Model
• Introduction to Oracle and SQL*PLUS Fundamentals
• Retrieving Data Using SQL ?Overview (Select Command)
• Joining of Tables and Sub query
• Data Manipulation Language and Set operators
• DDL Commands and other Oracle objects
• Introduction to PL/SQL
• Cursors
• SubPrograms
• Packages
• Database Triggers
• Introduction to oracle forms
• Features of Oracle forms
• Forms parameters and PL-SQL objects association
• Entity-Relationship Modeling Technique
• Project

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