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index.html
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<!DOCTYPE html>
<html>
<head>
<link rel="stylesheet" href="styles.css">
</head>
<body>
<div class="row">
<div class="leftcolumn">
<div class="leftsublock">
<img src="345fdsr89jt4edg.jpeg" class='myimage'></img> <br>
<h2><u>Janhavi Dadhania</u></h2>
<h4>I currently work as Data Scientist @ Razorpay</h4> <br>
<a href="https://www.linkedin.com/in/janhavi-dadhania-485385166/">Linkedin Profile</a> <br>
<a href="#workexperience">Work Experience</a> <br>
<a href="#pastprojects">Past projects in Machine Learning</a> <br>
<a href="#education">Education</a> <br>
<a href="#books">books/reports/articles I had been reading</a> <br>
<a href="#thoughts">Thoughts</a> <br>
<a href="#volunteering">Volunteering</a> <br>
</div>
</div>
<div class="rightcolumn">
<div class="rightsubblock">
<h4 id='workexperience'>Work Experience</h4>
<br><a href="https://razorpay.com/">1. Razorpay | Data Scientist</a>
<dd>developing statistical and probabilistic models.</dd>
<br><a href="https://sharechat.com/about">2. Sharechat & moj | Machine Learning Engineer</a>
<dd>- my latest project was with sharechat's camera AI team. I was working on optimising deep neural nets for face landmark prediction on low end mobile devices.</dd>
<dd>- in previous project, I worked with team to design video commerce pipeline for suggesting similar apperals as present in short videos. Prepared hierarchy for Indian apperals data annotation, did image tagging, implemented tag based and image similarity based search system.</dd>
<h4>Internships</h4>
<br><a href="https://www.entrupy.com/">3. Entrupy | Machine Learning Intern</a>
<dd>- trained deep siamese networks for point cloud registration in 3D. Learned interesting synthetic data creation on blender.</dd>
<br><a href="https://www.linkedin.com/company/ultrainstinct-ai/people/">4. Ultrainstinct | Machine Learning Intern</a>
<dd>- re-trained/re-produced existing state-of-the-art multi model deep learning pipelines on ActivityNet for video captioning as a part of exploring the problem of automatic theft detection using survelence camera feed.</dd>
</div>
<hr>
<div class="rightsubblock">
<h4 id='pastprojects'>Past projects in Machine Learning</h4>
<br><a href="https://arxiv.org/abs/2101.05806">1. Video captioning on ActivityNet</a> <br>
<dd>abstract</dd>
<dd>Video captioning is a popular task that challenges models to
describe events in videos using natural language. In this work,
we investigate the ability of various visual feature representations derived from state-of-the-art convolutional neural networks to capture high-level semantic context. We introduce
the Weighted Additive Fusion Transformer with Memory
Augmented Encoders (WAFTM), a captioning model that
incorporates memory in a transformer encoder and uses a
novel method, to fuse features, that ensures due importance
is given to more significant representations. We illustrate a
gain in performance realized by applying Word-Piece Tokenization and a popular REINFORCE algorithm. Finally, we
benchmark our model on two datasets and obtain a CIDEr of
92.4 on MSVD and a METEOR of 0.091 on the ActivityNet
Captions Dataset.</dd>
<br><a href="https://arxiv.org/abs/2112.13706">2. BTech Project on Visual Question Answering</a> <br>
<dd>abstract</dd>
<dd>While a lot of work has been done on developing models to tackle the problem of Visual Question Answering, the
ability of these models to relate the question to the image
features still remain less explored.
We present an empirical study of different feature
extraction methods with different loss functions. We
propose New dataset for the task of Visual Question
Answering with multiple image inputs having only one
ground truth, and benchmark our results on them. Our
final model utilising Resnet + RCNN image features and
Bert embeddings, inspired from stacked attention network
gives 39% word accuracy and 99% image accuracy on
CLEVER+TinyImagenet dataset.</dd>
</div>
<hr>
<div class="rightsubblock">
<h4 id='education'>Education</h4>
<a href="https://www.iitdh.ac.in/">1. Indian Institute of Technology Dharwad | 2018-2022 </a> <br>
2. N L Bhavani Higher Secondary School | 2016-2018 <br>
<a href="https://navodaya.gov.in/nvs/nvs-school/Tapi/en/home">3. Jawahar Navodaya Vidhyalaya Surat | 2011-2016 </a> <br>
</div>
<hr>
<div class="rightsubblock">
<h4 id='books'>books/reports/articles I had been reading</h4>
why nations fail? origin of power, prosperity and poverty by __ <br>
understanding power: noam chomsky <br>
India after Gandhi by ranchandra guha <br>
<u>Our common Future - Report of the World Commission on Environment and Development (~1987)</u> <br>
<a href='excerpts/theageofreform.html'>the age of reform by richard hofstadter</a> <br>
<a href='excerpts/india2020.html'>Vision 2020 | India by APJ abdul kalam with Y S rajan</a> <br>
<a href='excerpts/extremefuture.html'>theextremefuture by james canton</a><br>
random walk down wall stree by burton g malkiel <br>
the intelligent investor by benjamin graham <br>
getting things done by david allen <br>
newsman: tracking India in modi era by rajdeep sardesai <br>
the coalition years by pranab mukherjee <br>
Superpower?: The Amazing Race Between China's Hare and India's Tortoise by raghav bahl <br>
GST, Arun Kumar <br>
The End of poverty, Economic Possibilities of Our Time, by Jeffrey Sachs <br>
<a href='excerpts/indiauninc.html'>India UnInc (unincorporated)</a><br>
Unleashing the Innovators: How Mature Companies Find New Life with Startups by Jim Stengel and Tom Post <br>
<a href='excerpts/makingglobalizationwork.html'>Making Globablization WORK by Joseph Stinglitz</a> <br>
Rebuild <br>
Play Bigger: How Pirates, Dreamers and Innovators Create and Dominate Markets by Al Ramadan, Christopher Lochhead, Dave Peterson, Kevin Maney <br>
<a href='excerpts/ancient&medievalhostory.html'>Ancient and Medieval History, Hayes Moon</a> <br>
<u></u><a href='excerpts/wealthofnations.html'>Inquiry into the Nature and Causes of Wealth of Nations</a><br></u>
<!-- <a href='excerpts/modernmarketing_1964.html'>Modern Marketing 1964</a><br> -->
<a href='excerpts/valueofnothing.html'>The Value of Nothing by Raj Patel</a><br>
How Modi Won India, 2019 by Rajdeep Sardesai <br>
Fault Lines by Dr Raghuram Rajan<br>
The Story of Philosophy by Will Durant <br>
NO LOGO by Naomi Klein <br>
Outline History of English Language by Frederick T. Wood <br>
<a href='excerpts/animalsandmen.html'>Animals & Men by David Katz</a><br>
</div>
<hr>
<div class="rightsubblock">
<h4 id='thoughts'>Thoughts</h4>
<br><a href="substack/ideas/language_and_our_metal_pals.html">1. Lanauge and Our Metal Pals</a>
<br><a href="substack/ideas/consumption_capacity.html">1. How much capacity do people really have to consume?</a>
<br><a href="substack/ideas/software_biology.html">1. Should software systems take explicit inspiration from organismic systems?</a>
<br><a href="substack/techjobcazualisation.html">1. Are we heading towards large scale tech job cazualisation?</a>
<br><a href="">2. how has (and how is it?) recent Indian finance stack changed things for new entrants? AA, OCEN, UPI, Indian Stack (https://indiastack.org/payments.html), here vs USA, Europe, Singapore, China, Japan, ... <br>
<br><a href="substack/stories/nutricious_stories.html">3. Our stories need to change, we are not cave people now</a>
<br><a href="">3.1 when I understand few more things, about symbols and red paint telling me story...</a>
<br><a href="substack/stories/ai_story_of_india.html">4. what ai story is India telling it's population? </a>
<br><a href="substack/stories/painting_picture_in_peoples_mind.html">5. Painting picture in mind</a>
<br>
<br><a href="substack/why_not_read_books.html">5. Why could reading too many books be bad?</a>
</div>
<hr>
<div class="rightsubblock">
<h4 id='volunteering'>Volunteering</h4>
<br><a href="https://www.headstart.in/">1. Headstart Karnataka</a>
<dd>Network for startups and ecosystem enablers.</dd>
<br><a href="https://cdc.iitdh.ac.in/">2. Career Development Cell IIT Dharwad | Head of cell(2021-22), Public Relations Coordinator(2020-21)</a>
<dd>Career and Placement cell of IIT Dharwad.</dd>
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</div>
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</body>