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Hardware/Software co-design @ AI computing startup

A stealth startup is a startup company that operates in stealth mode, i.e. that avoids public attention. This may be done to hide information from competitors, or — as part of a marketing strategy — to manage public image. The phenomenon is well known in the venture capital (VC) community. Normally a company would only operate in stealth mode for the first couple of years. As investors may have to disclose funding a stealth startup, their names are made public, but often only a general summary description is known about the company. "Most entrepreneurs say they are in stealth because they are worried about competitors stealing their ideas. This can be a risk if you have such a simple idea that just by hearing it, someone can replicate it."​

Hardware/Software co-design @ AI Computing startup

We proposed a novel software execution model as a general solution for "out-of-core" execution of applications. This is first-of-its-kind domain independent solution which requires some inputs from the programmer but does rest of the heavy lifting of memory management itself. We showed minimum performance overhead for "out-of-core" memory management.

Mubadala

Credit Suisse

Nokia Growth Partners

Herald Investment Management

Grady Software

Grady Capital

Kaccelerator

Brighton Park Capital

27th Street Capital

We care deeply about transforming lives with AMD technology to enrich our industry, our communities, and the world. Our mission is to build great products that accelerate next-generation computing experiences – the building blocks for the data center, artificial intelligence, PCs, gaming and embedded. Underpinning our mission is the AMD culture. We push the limits of innovation to solve the world’s most important challenges. We strive for execution excellence while being direct, humble, collaborative, and inclusive of diverse perspectives. AMD together we advance_ 

Distributor of medical equipment and supplies

I contributed to MLModelScope (https://docs.mlmodelscope.org), a hardware/software agnostic platform for deploying, evaluating and profiling ML models. 

(1) It provides a layer of abstraction above state-of-the-art frameworks (Tensorflow, Pytorch etc) and hardware (CPUs, GPUs, FPGAs). So, a user does not have to bear the overhead of setting up requisite infrastructure
(2) It is extensible and customizable. So, one can add new frameworks, hardware etc through a common interface. One can even run multiple versions (having different layer implementation) of the same framework as each framework agent is containerized
(3) ML model users/developers can evaluate multiple models for a given task with a single click web interface/REST API
(4) It would enable reproducible benchmarking of hardware/software systems.  It provides end-to-end (layer-by-layer) profiling information

This work is being done under the supervision of Prof Wen-Mei Hwu (UIUC) and Dr. Jinjun Xiong (IBM Research) and under the umbrella of IBM Research-Illinois Center for Cognitive Systems Research (C3SR).

I was responsible for requisite refactoring and subsequent implementation of a novel tree placement algorithm in the internal software infrastructure used for management of Version Control Systems. The algorithm preprocessed historical data and employed learning techniques to make predictions.

AVIC Trust

BlueFocus

SoftBank Group Corp

DARPA

Morgan Stanley

Sequoia Capital

Sutter Hill Ventures

Worldview Technology Partners

VentureTech Alliance

daVinci Capital Group

Disciplined Investment Management

Insight Financial Services

Rather & Kittrell

ARK Investment Management

Mirae Asset Venture

Claremont Financial Group

Ascension Investment Management

De Incubator

Mason & Associates

Fortune 45

SoftBank Vision Fund

Cottage Street Advisors

Sheets Smith Investment Management

Boston Trust Walden Company

Aris Consulting

Black Capital Investments

KPitalism

Jindal Ventures Capital

Centre Asset

Provider of cloud and AI-powered graphical processing units and SoCs. It provides visual computing technology that creates interactive graphics on laptops, workstations, mobile devices, notebooks, PCs, and other electronic devices. Its GPUs are currently also used by machine learning scientists and data scientists to compute large data faster. It also provides machine learning and deep learning devices and diversified video analytics software for multiple industries.

Provider of cloud and AI-powered graphical processing units and SoCs

I worked on offloading paradigms for High Performance Computing systems such as OpenMP 4X and OpenACC as part of my bachelor's thesis. The work can be broken down into two parts - performance based comparison of state-of-the-art offloading paradigms such as OpenMP 4X, OpenACC, Intel LEO and proposal of a novel approach using offloading for effective intra-node utilisation of heterogeneous systems. The proposed approach uses artificial neural networks to aide the program in load balancing.

I worked under the guidance of Mr. Rajendra Kumar Roul. We proposed a novel feature selection technique for text classification. The work was published at Forum for Information Retrieval Evaluation 2016, Kolkata. The paper shall be uploaded soon.

The Birla Institute of Technology & Science (BITS), Pilani is a prestigious Indian university for higher education in science, technology and humanities. BITS Pilani has consistently ranked amongst the top universities in India. The acceptance rate of BITS Pilani is 1.47% making it the most selective university in India.

The primary motive of BITS is to "train young men and women able and eager to create and put into action such ideas, methods, techniques and information". The Institute is a dream come true of its founder late Mr G.D.Birla - an eminent industrialist, a participant in Indian freedom struggle and a close associate of the Father of Indian Nation late Mr. Mohandas Karamchand Gandhi (Mahatma Gandhi). What started in early 1900s as a small school, blossomed into a set of colleges for higher education, ranging from the Humanities to Engineering until 1964 when all these colleges amalgamated to culminate into a unique Indian University of International standing. This university was christened as the Birla Institute of Technology and Science, Pilani, known to many as BITS, Pilani.

Over the years, BITS has provided the highest quality technical education to students from all over India admitted on the basis of merit. Its graduates may be found throughout the world in all areas of engineering, science and commerce. BITS symbolizes the maturing of Indian technical ability and "can-do" entrepreneurial spirit, especially as derived from the private sector. BITS is located in the Vidya Vihar campus adjacent to the town of Pilani in Rajasthan.

Admission is merit-based, as assessed by the online BITSAT examination. The fully residential institute is privately supported.

BITS Pilani is an all-India institute for higher education with the primary aim of training young men and women to be able and eager to create and put into action ideas, methods, techniques, and information.

I was part of the Wireless Sensor Networks Reconfigurable systems lab at CEERI Pilani. I contributed to the development of Medium Access layer and CSMA/CD in IEEE 802.15.4 (ZIGBEE) protocol being used locally.

BIRAC

Provider of education consulting services