Generalizable Data Subset Selection

Tushar Nandy

Basic Information Project Title: Generalizable Data Subset Selection Name: Tushar Nandy Project: BTP Semester(s): 7, 8 Guide: Prof. Abir De Abstract Existing subset selection methods for efficient learning predominantly employ discrete combinatorial and model-specific approaches, which lack generalizability— for each new model, the algorithm has to be executed from the... [Read More]
Tags: Academic BTP Blog

Logarithmic SAR ADC

Suraj Sarvesha Samaga

Basic Information Project Title: Logarithmic SAR ADC Name: Suraj Sarvesha Samaga Project: BTP Semester(s): 7, 8 Guide: Prof. Rajesh Zele Abstract Non-linear ADC Design for high dynamic-range applications. The SAR algorithm is modified for logarithmic compatibility and implemented in 65nm CMOS technology. Any courses you completed relevant to the project... [Read More]
Tags: Academic BTP Blog

Audio Source Separation, Melody Extraction

Sharvaree Sinkar

Basic Information Project Title: Audio Source Separation, Melody Extraction Name: Sharvaree Sinkar Project: SRE Semester(s): 7,8 Guide: Prof. Preeti Rao Abstract Did two projects under Preeti Ma’am Audio Source Separation: Implemented NMF based method for source separation on Indian Classical music dataset having harmonic and percussion components. Performed ‘Piano Chord... [Read More]
Tags: Academic BTP Blog

Revenue Optimization in Network-Based Auctions

Parvik Dave

Basic Information Project Title: Revenue Optimization in Network-Based Auctions Name: Parvik Dave Project: BTP Semester(s): 7,8 Guide: Prof. Swaprava Nath Abstract The auction of a single indivisible object is one of the most studied problems in mechanism design. Myerson gave a fundamental result that defined incentive-compatible auctions and revenue optimality.... [Read More]
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Automatic MTO Generation from Engineering Drawings

Nutan Choudhary

Basic Information Project Title: Automatic MTO Generation from Engineering Drawings Name: Nutan Choudhary Project: SRE Semester(s): 7 Guide: Prof. Siddharthdutta Gupta Abstract This industry project involved direct collaboration with a company, where we were provided engineering drawings of instruments represented by specific symbols and their corresponding costs. Our main objective... [Read More]
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Estimation under Label Differential Privacy

Millen Kanabar

Basic Information Project Title: Estimation under Label Differential Privacy Name: Millen Kanabar Project: DDP Semester(s): 9, 10 Guide: Nikhil Karamchandani, Bikash Kumar Dey Abstract The aggregate and distribution estimation problems arise naturally in numerous real-world scenarios. While optimal estimators under differential privacy are known for distribution estimation, finding achievable schemes... [Read More]
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SOI device optimisation and analysis for operation in Band-to-band tunneling regime

Jay Sonawane

Basic Information Project Title: SOI device optimisation and analysis for operation in Band-to-band tunneling regime Name: Jay Sonawane Project: SRE Semester(s): 7,8 continuing as DDP Guide: Prof. Udayan Ganguly Abstract Spiking Neural Networks are 3rd generation neural networks generally used to realize hardware for neuromorphic computing. There are about 10^11... [Read More]
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Plant disease classification

Ishan Phansalkar

Basic Information Project Title: Plant disease classification Name: Ishan Phansalkar Project: BTP Semester(s): 8 Guide: Maryam Shojaei Abstract Classification on plant diseases based on multimodal data (images + weather and soil parameters) Any courses you completed relevant to the project - Describe your experience on the project I chose Prof... [Read More]
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Learning to Select a Subset of Training Examples to Generalize Efficient Model Training

Eeshaan Jain

Basic Information Project Title: Learning to Select a Subset of Training Examples to Generalize Efficient Model Training Name: Eeshaan Jain Project: BTP Semester(s): 8 Guide: Abir De Abstract Existing subset selection methods for efficient learning predominantly employ discrete combinatorial and model-specific approaches which lack generalizability. For an unseen architecture, one... [Read More]
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Modernizing land records

E Abhishek

Basic Information Project Title: Modernizing land records Name: E Abhishek Project: BTP Semester(s): 2 Guide: Prof Milind Sohoni,(Co-Prof Harish Pillai) Abstract Most land records departments in India use British-era maps and ground control points(GCPs) to demarcate ownership boundaries. These paper or cloth maps lack geospatial information(latitude and longitude of each... [Read More]
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Voice Activity Detection using LSMs

Dev Pratap Singh

Basic Information Project Title: Voice Activity Detection using LSMs Name: Dev Pratap Singh Project: SRE Semester(s): 7 Guide: Udayan Ganguly Abstract VAD has been performed using RNNs and CNNs. LSMs are power optimised and consume less resources, so had to try the implementation on them. Any courses you completed relevant... [Read More]
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LLC resonant DC DC Converter design & Small signal modelling and exploring resonant topologies to be used in a integrated EV charger and its analysis

B Madhav Rabin

Basic Information Project Title: 1) LLC resonant DC DC Converter design & Small signal modelling 2 ) exploring resonant topologies to be used in a integrated EV charger and its analysis Name: B Madhav Rabin Project: BTP Semester(s): 7,8 Guide: PROF Sandeep Anand(Guide), Prabhakar, Dhruv Kachiya, Jitesh kumar, Nachiketa Deshmukh(co... [Read More]
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Rank Estimation of Low Rank Matrices using Compressive Sensing

Adit Akarsh

Basic Information Project Title: Rank Estimation of Low Rank Matrices using Compressive Sensing Name: Adit Akarsh Project: BTP Semester(s): Autumn 2022-23 Guide: Ajit Rajwade, Nikhil Karamchandani Abstract A large amount of real-world data is high-dimensional, for example, images and videos. However, the data in different dimensions is highly correlated, and... [Read More]
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Review of Clock and Data Recovery circuits for PAM-4 signalling

Aayush Shrivastava

Basic Information Project Title: Review of Clock and Data Recovery circuits for PAM-4 signalling Name: Aayush Shrivastava Project: SRE Semester(s): 2022-23/Autumn Guide: Shalabh Gupta Abstract Clock and data recovery CMOS circuits for high speed communication protocols like PAM-4 signalling. In higher speed communication it is not possible for sending clock... [Read More]
Tags: Academic BTP Blog