Machine Learning and Data Analytics with Python

Venue: DIT University Dehradun

(27^th Dec-31^st Dec, 2018)

Introduction to Python, Variables Numbers, Strings.

Working with files, Numpy, Scipy.

Working with data, Splitting data, Data analytics workflow.

Working with Machine learning algorithms, Linear regression.

Big Data Analytics and Machine Learning with Python

Venue: Graphic Era Hill University,Society Area, Clement Town Dehradun

(21^st Dec-26^th Dec, 2018)

Introduction to Python, Variables Numbers, Strings, Lists.

Working with files, Numpy, Scipy and Pandas.

Working with data, Splitting data, Data analytics workflow.

Working with Random Forest, Support Vector Machine, kNN, ML algorithms.

IoT, What and How?

Venue: Indian Institute of Technology Roorkee

(24^th Dec-28^th Dec, 2018)

IoT Application Case Studies.

Integration with Cloud.

Cloudify: Implementing IoT Protocols on the System Setup.

Routing in sensor networks for IoT civilian applications.

Artificial Intelligence and Machine Learning

Venue: Indian Institute of Technology Roorkee

(17^th Dec-21^st Dec, 2018)

AI Fundamentals.

Search Techniques.

Knowledge Representation.

Machine Learning Structures.

Machine Learning and Data Analytics Techniques with Python

Venue: Ajay Kumar Garg Engineering College, Ghaziabad

(04^th Dec-08^th Dec, 2018)

Introduction to Python, Variables Numbers, Strings, Lists.

Working with files, Numpy, Scipy and Pandas.

Working with data, Splitting data, Data analytics workflow.

Working with Random Forest, Support Vector Machine, kNN, ML algorithms.

Wireless and Mobile Communication

Venue: Indian Institute of Technology Roorkee

(03^rd Dec-07^th Dec, 2018)

Introduction and basics of Mobile radio propagation environment.

Cellular radio communication systems and Multiple access techniques.

Spread Spectrum.

Multi carrier and MIMO wireless systems.

Embedded System Design- A Practical Approach

Venue: Indian Institute of Technology Roorkee

(26^th Nov-30^th Nov, 2018)

Introduction to microprocessor system.

Introduction to sensors and actuators.

Embedded C programming.

Hands-on session on ADC, stepper motor,temperature sensor, UART,task creation.

Machine Learning & its Applications

Venue: Greater Noida Extension Centre Indian Institute of Technology Knowledge Park II, Greater Noida

(27^th Oct-31^st Oct, 2018)

Basic Machine Learning concepts and examples.

Nearest-neighbor algorithms.

Introduction to reinforcement learning.

Various applications in imaging and video analytics.

High-Performance Computing and Deep Learning

Venue: Indian Institute of Technology Roorkee

(21^st Oct-25^th Oct, 2018)

Introduction to Deep learning and Image Classification.

Flynn's Taxonomy.

Hands-on session on OpenMP, MPI, and Open ACC.

CUDA C Programming Model.

Imaging Application through MATLAB

Venue: Indian Institute of Technology Roorkee

(09^th Oct-13^th Oct, 2018)

Introduction to computer vision.

Multiview geometry- stereo vision, the correspondence problem, algorithms for stereo matching.

Color image processing.

Morphological image processing.

Data Analytics and Data Science

Venue: University of Jammu, Baba Saheb Ambedkar Road, Jammu Tawi (J&K)

(10^th Sept-15^th Sept, 2018)

Introduction to R, Variables Numbers.

Working with files, Numpy, Scipy .

Working with Data, Splitting Data.

Working with Machine Learning Algorithms, Linear regression.

Document Image Processing and its Applications

Venue: Indian Institute of Technology Roorkee

(04^th Sept-08^th Sept, 2018)

Basic principles of Optical Character Recognition (OCR) and document understanding.

Graphics recognition.

Historical document analysis.

Online Handwriting Recognition.

Data Analytics Techniques with Python

Venue: Shri Mata Vaishno Devi University, Katra, Jammu and Kashmir

(04^th Sept-08^th Sept, 2018)

Introduction of data analytics,machine learning and it's real-life applications.

Working with Scipy and Pandas.

Working with Decision Tree / Random Forest,Other aspects of data analytics.

Working with Support Vector Machine, kNN, ML algorithms.

Data Analytics with R

Venue:Krishna Engineering College 95, Loni Road, Between Mohannagar & Air Force Station-Hindon, Ghaziabad, Uttar Pradesh

(26^th June-01^st July, 2018)

Introduction to Machine Learning, Data Analytics, and Statistics.

Regression, Simple linear regression, Multiple linear regression, Logistic regression.

Introduction to R, Datatypes, Vectors, Matrix List, Functions & loops, Dataframe, Statistical analysis.

Clustering, K-nearest neighbor (Knn), Support Vector Machines (SVM).

Big Data with Hadoop

Venue: Krishna Engineering College 95, Loni Road, Between Mohannagar & Air Force Station-Hindon, Ghaziabad, Uttar Pradesh

(11^th June-16^th June, 2018)

Introduction to Hadoop.

Hadoop clients including Hue.

Introduction to Hive and Impala.

Parallel Processing in Apache Spark.

5G Communication

Venue: Indian Institute of Technology Roorkee

(11^th June-15^th June, 2018)

Introduction to 5G.

Modulation Techniques.

Antennas in 5G.

Trends in Software Defined Networking.

AI and machine learning

Venue: Indian Institute of Technology Roorkee

(04^th June-08^th June, 2018)

AI Fundamentals.

Search Techniques.

Knowledge Representation.

Machine Learning Algorithms.

Electric Vehicle

Venue: Indian Institute of Technology Roorkee

(28^th May-01^1st June, 2018)

Introduction to Electric Vehicle (EV).

EV Control and Storage Systems.

V2G and G2V Technologies.

Current Trends in EV.

Pattern Recognition and Image Analysis

Venue: Lal-Ded Auditorium Department of Computer Sc & IT,Bhaderwah Campus,University of Jammu

(25^th May-29^th May, 2018)

Introduction to Pattern Recognition.

Image Analysis and Pattern Recognition.

Introduction to Genetic Algorithms.

Linear Classifiers and Deep Learning.

Internet of Things (IoT) technology and it's implementation with cloud

Venue: Tula's Institute, The Engineering & Management College Dhoolkot, Chakrata Road, Dehradun (Uttarakhand)

(14^th May-18^th May, 2018)

Introduction to IoT.

IoT Hardwares and Sensors.

Cybersecurity and Privacy.

Raspberry Pi 3 Demo with pH Sensor and Ubidots.

Internet of Things (IoT) with cloud applications

Venue: Department of Information Technology, College of Technology,GBPUA&T Pantnagar, US Nagar ,Uttarakhand

(07^th May-11^th May, 2018)

Introduction to IoT.

AWS IoT (IoT Cloud platform).

Demo on Cypress WICED IoT hardware platform.

Raspberry Pi 3 Demo with pH Sensor and Ubidots.

IoT-Technology, Applications, and Implementation Perspectives

Venue: Indian Institute of Technology Roorkee

(04^th April-08^th April, 2018)

Introduction to IoT and its implementation.

Perspectives and Challenges for IoTs.

Image Processing at Smart Nodes of IoTs.

Security Issues in IoTs.

Pattern Recognition and Image Analysis

Venue: Teerthanker Mahaveer University Moradabad, Uttar Pradesh

(16^th Mar-20^th Mar, 2018)

Introduction to various feature extraction techniques in image and video.

Few benchmark problems of pattern recognition in image analysis.

Demonstrations of software like Weka, LIBSVM, SVM light and PRTools.

Introduction to linear and nonlinear classifiers with their mathematical backgrounds.

Workshop on Computer Vision and Image Processing

Venue: Indian Institute of Technology Roorkee

(09^th Mar-11^th Mar, 2018)

Machine Learning in Image/Video Analysis.

Document Image Analysis.

Image/Video Processing and Analysis.

Image/Video Formation and Display.

Computer Based Product Design and Manufacturing

Venue: National Institute of Technology Uttarakhand

(09^th Feb-13^th Feb, 2018)

Introduction to Computer Aided Design

Product Management.

Finite Element Modeling and Analysis.

Concurrent Engineering.

Machine Learning & its Applications

Venue: Indian Institute of Technology Roorkee

(01^st Feb-05^th Feb, 2018)

Basic Machine Learning concepts and examples.

Nearest-neighbor algorithms.

Introduction to reinforcement learning.

Various applications in imaging and video analytics.

Internet of Things (IoT)

Venue: Indian Institute of Technology Roorkee

(13^th Jan-17^th Jan, 2018)

Overview of IoT.

Design and development of IoT applications for various industries.

Demonstrate understanding various use cases of IoT.

Design IoT services for applications, evaluate and analyze performances of IoT systems.

VLSI Devices and Technology

Venue:C-DAC, A-34 Industial area, Phase-VIII, Mohali Punjab

(08^th Jan-12^th Jan, 2018)

Basic concepts (quantum, statistical and transport), Physics of Junctions, MOS Capacitor, and MOSFETs.

TCAD devices and mixed-mode simulations.

Unit fabrication processes and CMOS process flow.

SPICE level-3 & BSIM MOSFET model for circuit simulation.

Recent Trends in Network Security

Venue: Indian Institute of Technology Roorkee

(08^th Jan-12^th Jan, 2018)

Machine Learning for Security Analytics.

Mobile Security, Cloud Security and Big Data.

Modern Cryptography.

Secure Tasking over Untrusted Outsourced Servers.

Big Data with Hadoop

Venue: Tula's Institute, The Engineering & Management College Dhoolkot, Chakrata Road, Dehradun (Uttarakhand)

(02^nd Jan-07^th Jan, 2018)

Introduction to Hadoop.

Hadoop Distributed File System (HDFS).

Hadoop clients including Hue.

Multi-Dataset operations with Pig.

Artificial Intelligence

Venue: Inderprastha Engineering College, Ghaziabad, UP

(18^th Dec-23^rd Dec, 2017)

Introduction to Artificial Intelligence & Python Revision.

Data Processing and Feature Engineering.

Machine Learning Primer.

Introduction to Deep Learning.

Pattern Recognition and Image Analysis

Venue: Indian Institute of Technology Roorkee

(15^th Dec-19^th Dec, 2017)

Introduction to various feature extraction techniques in image and video.

Few benchmark problems of pattern recognition in image analysis.

Demonstrations of software like Weka, LIBSVM, SVM light and PRTools.

Introduction to linear and nonlinear classifiers with their mathematical backgrounds.

Computer Based Product Design and Manufacturing

Venue: Tula's Institute, The Engineering & Management College Dhoolkot, Chakrata Road, Dehradun (Uttarakhand)

(09^th Dec-13^th Dec, 2017)

Introduction to Computer Aided Design

Product Management.

Finite Element Modeling and Analysis.

Concurrent Engineering.

FPGA Based SoC Design

Venue: C-DAC, A-34, Phase-VIII, Industrial Area, Mohali -160071, (Near Chandigarh)Punjab, India

(27^th Nov-29^th Nov, 2017)

Vivado Design Flow.

Xilinx Vivado Tool Flow with FPGA based coding technique.

Xilinx Design Constraints.

Timing constraints and perform the timing analysis.

Machine Learning and Deep Learning

Venue: G. L. Bajaj Institute of Technology & Management (Greater Noida)

(21^st Nov-22^nd Nov, 2017)

Introduction to learning theory.

Refresher for probability.

Idea of supervised, unsupervised and semi-supervised, zero-shot learning.

Supervised learning: nearest neighbor, support vector machines, neural network.

Artificial Intelligence with Machine Learning & Deep Learning

Venue: C-DAC, A-34, Phase-VIII, Industrial Area, Mohali -160071, (Near Chandigarh)Punjab, India

(15^th Nov-21^st Nov, 2017)

Introduction to Artificial Intelligence & Python Revision.

Data Processing and Feature Engineering.

Machine Learning.

Introduction to Deep Learning.

VLSI Devices & Technology

Venue: Indian Institute of Technology Roorkee

(03^rd Oct-08^th Oct, 2017)

SPICE level-3 MOSFET Model for circuit simulation

TCAD device and mixed-mode simulations

Unit fabrication processes and CMOS process flow

TCAD process simulation

Basic IoT Applications

Venue: Tula's Institute, The Engineering & Management College Dhoolkot, Chakrata Road, Dehradun (Uttarakhand)

( 25^th Sep-29^th Sep, 2017)

Overview of IoT, opportunities & challenges in implementing IoT solutions.

Updating real time user location to AT & T cloud platform with map visualization.

Configuring MQTT client and server using web browser and android app.

Working with CC3200 Wi-Fi certified 32-bit ARM cortex M4 microcontroller.

Embedded Systems & IoT Applications

Venue: C-DAC, A-34, Phase-VIII, Industrial Area, Mohali -160071, (Near Chandigarh)Punjab, India.

( 25^th Sep-29^th Sep, 2017)

Introduction to Electronic Systems, Need for analog and digital interfaces in the signal flow chain

Introduction to MSP430 Value Line Architecture, Features and Peripherals

Working with MSP430 energy efficient 16 bit Microcontroller

Cloud applications

Big Data with Hadoop

Venue: Graphic Era Hill University,Society Area, Clement Town Dehradun

( 23^rd Sep-29^th Sep, 2017)

Introduction to Hadoop..

Hadoop Distributed File System (HDFS).

Hadoop clients including Hue.

Multi-Dataset operations with Pig.

FPGA Based SoC Design

Venue: Tula's Institute, The Engineering & Management College Dhoolkot, Chakrata Road, Dehradun (Uttarakhand)

( 20^th Sep-21^st Sep, 2017)

Vivado Design Flow

Xilinx Vivado Tool Flow with FPGA based coding technique

Xilinx Design Constraints

Timing constraints and perform the timing analysis

MEMS Design- Challenges Made Easy

Venue: Indian Institute of Technology Roorkee

(02^nd Sep-03^rd Sep, 2017)

MEMS Process Design and Simulation

System Level Device Analysis

Macromodel Simulation & System Integration

Comparison FEM

High Performance Computing, Parallel Programming and Administration

Venue: Inderprastha Engineering College, Ghaziabad, UP

(July 17, 2017 to July 22, 2017)

Linux System Administration

Computer Architecture and Hardware

Cluster Planning, Design & Implementation

Programming Shared and Distributed Memory systems

Introduction to Data Structures and Programming in C

Venue: Indian Institute of Technology Roorkee

(July 1, 2017 to July 10, 2017)

Fundamental Concepts of Programming

Data Structures and Implementation of Algorithms

Basic Concepts of Data Structures

Abstract Data Types, Hashing and File Structures

Fundamentals of Databases

Venue: Indian Institute of Technology Roorkee

(June 23, 2017 to July 3, 2017)

Data Models, Relational Data Model

Relational Algebra-Calculus

SQL, Query Processing

E R Modeling; Database Design

Database Administration

Introduction to Web Development

Venue: Indian Institute of Technology Roorkee

(June 13, 2017 to June 22, 2017)

Introduction to Web Page Designing, XML

Java script, Introduction to AJAX

Server-side Programming, PHP (Hypertext Preprocessor)

Introduction to MySQL

Digital VLSI Circuit Design

Venue: Indian Institute of Technology Roorkee

(June 3, 2017 to June 12, 2017)

CMOS fundamentals, Layout and design rules, CMOS inverter

Combinational logic, Sequential Circuit Elements

Method of Logical Effort, Timing and Power

CMOS Memories and Array Structures, Digital CMOS Circuits

Fundamentals of Computer Networks and Security

Venue: Indian Institute of Technology Roorkee

(May 24, 2017 to Jun 2, 2017)

Principles of Network Applications

Overview of Layers

Connectionless Transport

Routing Algorithms

Security at Layers

Fundamentals of Analog and Digital Communication System

Venue: Indian Institute of Technology Roorkee

(May 13, 2017 to May 22, 2017)

Fundamental Concepts and Mathematical preliminaries

Analog Communication Systems

Pulse Modulation

Basic digital modulation schemes and signaling over AWGN channels

Building Blocks for 5G Communication: IoT, SDR and Sensor Networks

Venue: Indian Institute of Technology Roorkee

(April 10, 2017 to April 14, 2017)

Concepts and components of transceiver front ends and advanced applications with low-cost SDR implementation.

Distributed signal processing for sensor networks.

Design and hardware implementation using MATLAB and SDR techniques.

Fundamentals of IoT and its hands-on laboratory.

ARM Cortex-M4 based Embedded Systems

Venue: Indian Institute of Technology Roorkee

(Jan. 17, 2017 to Jan. 22, 2017)

Overview of embedded systems

ARM Cortex-M3/M4 architecture

Compiler tool chain compiler, linker and debugger

Software architecture of an OS less system

Introduction to RTOS (real time operating systems)

Programming on-chip and off-chip I/O devices

FPGA Based SOC Design

Venue: NIT Uttarakhand

(Dec. 11, 2016 to Dec. 17, 2016)

Digital Design Concepts and HDL Programming

TimingAnalysis, Hardware Debugging in FPGAs

FPGA Architecture and Design Implementation using Xilinx Vivado

SProgrammable SOC design and Hand on Sessions

Mobile Application Development

Venue: Uttarakhand Board of Technical Education, TRD cell

(Nov. 21, 2016 to Nov. 26, 2016)

HTML5

AIonic, Cordova Framework

Android Fundamentals

Emulator, UI, Deployment Technique

FPGA Based SOC Design

Venue: Uttarakhand Board of Technical Education, TRD cell

(Oct. 16, 2016 to Oct. 24, 2016)

Digital Design Concepts and HDL Programming

TimingAnalysis, Hardware Debugging in FPGAs

FPGA Architecture and Design Implementation using Xilinx Vivado

SProgrammable SOC design and Hand on Sessions

Digital CMOS VLSI Circuit Design

Venue: Indian Institute of Technology Roorkee

(July 11, 2016 to July 20, 2016)

Fundamental Concepts

Design of Basic Building Blocks

Concepts for Analysis and Design

Multi-Stage Circuits and Subsystems

Fundamentals of Databases

Venue: Indian Institute of Technology Roorkee

(July 11, 2016 to July 20, 2016)

Data Models, Relational Data Model

Relational Algebra-calculus

ER Modeling; Database Design Transaction Management;

Concurency Control; Crash Recovery

Introduction to Data Structures and Programming in C

Venue: Indian Institute of Technology Roorkee

(July 1, 2016 to July 10, 2016)

Fundamental Concepts of Programming

Data structures and implementation of algorithms

Basic Concepts of Data Structure

Abstract data types, hashing and file structure

Fundamentals of Analog and Digital Communication System

Venue: Indian Institute of Technology Roorkee

(July 1, 2016 to July 10, 2016)

Review of Fundamental Concepts and Mathematical preliminaries

Analog Communication Systems

Pulse Modulation

Basic Digital Modulation schemes and Signaling over AWGN channel