Praveen Kumar

Praveen Kumar

Bengaluru, Karnataka, India
3K followers 500+ connections

About

Driven to invest in people and see them blossom to their fullest…

Activity

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Experience

Education

Courses

  • Applied Time series analysis

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  • Detection Theory

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  • Estimation Theory

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  • Machine Learning

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  • Probability and Statistics

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Projects

  • Successive Interference Cancellation(SIC) type algorithm for Noise interference modelling

    'It is common to model the interference from neighboring cells as gaussian noise. However, an accurate model would be a gaussian mixture model and such a model would achieve better BER performances. We proposed to estimate the gaussian mixture model and the number of dominant interferers by a empirical data driven Successive Interference Cancellation(SIC) type algorithm.'

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  • License Plate Recognition System

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    • Developing a system using image processing techniques to record license plate numbers into a database.
    • Inspected the technique to automate the passage of vehicles at the main gate of the institute.

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  • Human Computer

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    This project was carried out at the Centre for Innovation (Student Lab at IITM). The goal was to create a touchless human-computer interface by mapping various mouse-pointer operations to a set of hand gestures. Gesture recognition was implemented by using the Haar-training and PCA (Principal Component Analysis) algorithms.

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  • Human-Computer Interface

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    • Studied various mouse-pointer operations to different hand postures.
    • Developed a set of gestures to provide an interface with a computer by mapping various operations.

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Honors & Awards

  • Winner - Muphoria

    Mu Sigma Inc

    Muphoria is a Data Analysis competition happening every year. We had to optimize the inventory portfolio for a company and place orders for products, based on constraints. Applied concepts from Time series analysis, Machine learning and Convex Optimization to complete the challenge. 2 Lacs cash prize.

  • Student Innovation Prize, IIT Madras

    Parthys Reverse Informatics

    I had to propose a diverse set of approaches, ranging from technical developments to policy changes, that would handle mosquito menace and curb malaria.

Languages

  • English

    Native or bilingual proficiency

  • Tamil

    Native or bilingual proficiency

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