PRADEEP KUMAR MISHRA P.S. **, b tULSI,hILL SIDE
IIT, POWAI, Mumbai
************@*****.***
OBJECTIVE
To build a long-term promising academic career through Skills
innovation, creativity and dedication by using and enhancing my
skills and knowledge of machine learning,Data Mining,Statistics, Technical
Digital Image Processing, Computer Vision. C,
R,Weka,matlab,DATA
EDUCATION MINING,MACHINE
Joined as a Team leader Paletly Group in Mumbai(Machine LEARNING,STATISTICS
learning,Data Mining, computer vision, Image processing) from ,IMAGE PROCESSING
October 2013. ,COMPUTER VISION,
DATA
1.Working Classification Algorithms, Supervised, Unsupervised, STRUCTURE,ALGORITHM
(SVM,LDA,KNN,LOGISTIC CLASSIFIER,PCA,BAYESIAN CLASSIFIER,NA VE S DESIGN,
BAYE CLASSIFIER,SINGULAR VALUE DECOMPOSITION IN TEXT
MINING,PERSONAL LOAN PROBLEM,NEURAL NETWORK,RECOMMENDER
SYSTEM,KERNEL,K mean algorithm,ERM,SRM),
2.Working Feature Extraction(SIFT,HOG,SURF,HAAR).
PhD IIT B( Machine Learning,Data Mining, Digital image
processing, Computer Vision )
July 2010 - September 2014
Indian Institute of Technology, Mumbai
M. TECH (IIIT A)
Indian Institute of Information Technology, Allahabad
2008- 2010
B. TECH(EI)
2000-2004
UP Technical University, Lucknow,UP
: PHD
Publications
P.K.Mishra, M. Athiq, A. Nandoriya, S. Chaudhuri, "Video Based
Vehicle Detection and classification in Heterogeneous Traffic
conditions using a novel kernel classifier". IETE Journal . of
Research -2013 (Accepted)
Pradeep Kumar Mishra and Biplab Banerjee. Article: Multiple
Kernel based KNN Classifiers for Vehicle Classification.
International Journal of Computer Applications 71(6):1-7, June
2013. Published by Foundation of Computer Science, New York, USA.
Pradeep Kumar Mishra and Biplab Banerjee. Article: Vehicle
Classification using Density based Multi-feature Approach in
Support Vector Machine Classifier. International Journal of
Computer Applications 71(7):1-6, June 2013. Published by
Foundation of Computer Science, New York, USA
Biplab Banerjee, Pradeep Kumar Mishra, Surender Varma, Laxmi
Narayana Eeti, Krishna Mohan Buddhiraju "A novel graph based
clustering technique for hybrid segmentation of multi-spectral
remotely sensed images". International conference of Advanced
concept of intelligent vision system.-2013 .
RTrAC is a collaborative project of Transportation Engineering
department of IITB and VIP lab of Electrical Engineering
department. http://www.civil.iitb.ac.in/rtrac/
Mtech Projects
Estimation of localization error in wireless sensor network.(M.
TECH Project)
Final year B. TECH project "Digital Signal Processing".
TRAINING & EXPERIENCE:
Summer Training in third year B. TECH from O.N.G.C Dehradun,
Mobile as a remote control.
Participated in International conference on wireless
communication and sensor network-WCSN(in the year 2008) at IIITA
WORK DONE IN LAB( Mtech )
Worked on sensor nodes (telosb, mica2) and deployed these sensor
nodes in an open place and acquired the data on remote computer
through internet from base station. (WSN-LAB),advisor- Dr.
SHIRSHU VARMA (IIIT-A)
Configured wireless sensor motes node for various sensor network
application.
Configured access point in wireless communication lab and
established the network
EXPERIENCE (48 Months)
July 2004 - June2008
ACME Telepower LTD., Rudrapur
Role- Algorithm design
. Classification algorithm of image processing using machine
learning.
Video based Vehicle classification & detection.
Statistical Processing background detection & estimation
Pattern classification
C / C++ programming skills
Using different feature sets of objects for classification.
Counting & speed estimation of vehicle.
Detection and classification of vehicle from video using multiple
spatial images.
Kernel -based KNN & Gaussian classifier for image classification.
Vehicle classification at night time using Eigen space & support
vector machine.
Preparation of feature vector using the vehicle images.
Project for Dept. Of Information Technology
Responsibilities- Algorithm design, software programming, Project
execution
Have developed project which detects and counts and classifies
vehicles on a real time.
Designed the algorithm for the process.
Managed the project by procuring and installation of hardware
such as camera etc.
Programmed the software for detection and classification.
Synchronization of the software with the camera.
Prepared a database of images of vehicles and classified into 2
wheeler, 3 wheeler, LMV and HMV.
Presented the project to dept. of information technology.
Project for Indian Institute of Technology, Mumbai
Responsibilities- Algorithm design, software programming
Have developed an algorithm which can classify vehicles in
daytime and nighttimes.
Prepared an algorithm for classification of vehicles during night
time by using headlight mechanism.
Prepared a database of images of vehicles and classified into 2
wheeler, 3 wheeler, LMV and HMV.
Programmed software for the same project.
Was responsible for project execution and synchronization of
hardware with the software.
PERSONAL DETAILS
D.O.B. : 11/07/82
Father's Name : Shri Hari Shankar Mishra
EMAIL ID : ************@*****.***,
************@**.****.**.**, ********@****.**.**
MOBILE : +91-982*******
DECLARATION:
I hereby declare that all information provided by me in this form is
correct to the best of my knowledge and belief.
Date:
Place: IIT Bombay
(Pradeep Kumar Mishra)