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Raman Dutt Profile
Raman Dutt

@RamanDutt4

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Generative AI @HuaweiUK | PhD @BioMedAI_CDT with ( @tmh31 , @STsaftaris ) | Prev @hiti_lab , @ShivNadarUniv | Efficient FIne-Tuning in Medical AI

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Joined April 2019
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@RamanDutt4
Raman Dutt
7 months
🚨FairTune: Optimizing PEFT for Fairness in Medical Image Analysis A new framework to finetune your large vision models that improves downstream fairness. Accepted in #ICLR2024 ✨ With: @OBohdal @STsaftaris @tmh31 CC: @vivnat @alvarezvalle @fepegar_ @BoWang87 @BioMedAI_CDT
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@RamanDutt4
Raman Dutt
3 years
I want to start a podcast where I invite PhD students also interested in Entrepreneurship, building small businesses while pursuing their PhD. This is something I am extremely passionate about and would love to meet others. Do you have anyone in mind? Tag them!! @AcademicChatter
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@RamanDutt4
Raman Dutt
7 months
My paper got accepted in #ICLR2024 😭😭😭
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@RamanDutt4
Raman Dutt
3 months
Passed a personal research milestone today by presenting my first PhD project at #ICLR2024 Couldn’t have imagined this an year ago :’) @STsaftaris @tmh31 @OBohdal @iclr_conf @BioMedAI_CDT
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@RamanDutt4
Raman Dutt
3 years
@Rashmi_SocPsy A couple of articles to help further - 1. Advice from someone who got rejected last year - 2. How to reach out to profs - 3. How to build a network on Twitter - 4. SoP = Hooks? -
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@RamanDutt4
Raman Dutt
3 years
It's funny how I kept romanticizing moving abroad for a graduate degree all my life and now it shakes me to the core when I recall that I will be leaving everything - friends, family, memories, and comfort in just 40 days.
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@RamanDutt4
Raman Dutt
3 years
Just realized that I crossed 250 USD by selling @NotionHQ templates :')
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@RamanDutt4
Raman Dutt
3 months
After an exhausting but rewarding interview season and receiving internship offers from companies like @huggingface and @HuaweiUK , I am very happy to share that I would be joining Huawei research in London this summer to work on PEFT, and Diffusion Models ✨
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@RamanDutt4
Raman Dutt
2 years
Visiting the @NTUsg campus feels like visiting ancient China and modern Singapore at the same time. @MiccaiStudents Photo Challenge
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@RamanDutt4
Raman Dutt
3 years
How strongly would you recommend PhD students to write blogs about their work? Are there any templates one should follow for writing such articles? @AcademicChatter #AcademicChatter #phdchat
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@RamanDutt4
Raman Dutt
2 years
"Fall in love with your problem, not your solution" - @Michael_J_Black Super relevant especially when working on ML problems.
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@RamanDutt4
Raman Dutt
3 years
My first first-authored paper in radiology and medical AI is finally published! Amazing experience working with @hiti_lab @HariTrivediMD @dylanmendonca1 @judywawira @ImonBanerjee6 #AcademicTwitter #AcademicChatter
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@RamanDutt4
Raman Dutt
3 years
Last month I uninstalled Instagram and started writing random articles about graduate school on Reddit. SOMEHOW, one of them got picked by folks at @BusinessInsider who were interested in covering it. I am so excited to share that it is finally published today 😭 (1/n)
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@RamanDutt4
Raman Dutt
2 years
Graduating today with a masters in artificial intelligence on my father’s birthday. This one is for him. @EdinburghUni @BioMedAI_CDT
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@RamanDutt4
Raman Dutt
3 years
I am blown away every time I see new work especially from the @GoogleAI team at Zurich. BiT, ViT, MLP-Mixer, Distilling vision models, and now ViT-MoE 🤯 @giffmana @neilhoulsby @joapuipe @__kolesnikov__ @XiaohuaZhai @_arohan_ are doing some crazy work in CV 🙏
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@RamanDutt4
Raman Dutt
2 months
Arrived at @midl_conference in Paris 🇫🇷 Giving an oral talk on benchmarking PEFT in Medical Imaging tomorrow at 9 am! Paper:
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@RamanDutt4
Raman Dutt
5 years
Let's get started with beyond 'I' in AI!! #MATLABEXPO 🔥💯
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@RamanDutt4
Raman Dutt
2 years
I haven’t started my PhD yet but my father sends the sweetest text each morning 🥺
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@RamanDutt4
Raman Dutt
1 year
🚨Parameter Efficient Fine-Tuning has been well researched for NLP, vision, and cross-modal tasks. So why should MedAI be left behind? Presenting the first evaluation on PEFT for medical AI - 16 PEFT methods, 5 datasets including a text-to-image task 🔥
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@RamanDutt4
Raman Dutt
4 years
One thing I want to learn in 2021 is Privacy-Preserving Machine Learning for Healthcare and Medical Imaging. @iamtrask @openminedorg
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@RamanDutt4
Raman Dutt
4 months
Finally arrived in Vienna to present FairTune at @iclr_conf . A dream come true ✨ Also, co-organizing the ML-Collective social on 8th (12:45-2:15 CEST) with @savvyRL @rahiment @osaukh and @Muhtasham9 . Do join us! DM for discussions around PEFT, diffusion, Medical imaging etc
@RamanDutt4
Raman Dutt
7 months
🚨FairTune: Optimizing PEFT for Fairness in Medical Image Analysis A new framework to finetune your large vision models that improves downstream fairness. Accepted in #ICLR2024 ✨ With: @OBohdal @STsaftaris @tmh31 CC: @vivnat @alvarezvalle @fepegar_ @BoWang87 @BioMedAI_CDT
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@RamanDutt4
Raman Dutt
3 years
Interesting things to do this week - 1. Discussion on SSL by @ykilcher @RisingSayak @ecsquendor @imisra_ 2. CVPR 2021 SSL Workshop by @abursuc 3. Talks in Medical Computer Vision Workshop in CVPR 2021 4. Chapter-6 of Reproducible DL course by @s_scardapane
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@RamanDutt4
Raman Dutt
2 years
I was probably at one of the lowest points in my life couple of months back. At that time, even being able to do my coursework seemed so big. Tomorrow, I am travelling to SG to present my research at MICCAI. Still can’t believe it. Still trying to process this.
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@RamanDutt4
Raman Dutt
3 years
My school friends gave me a farewell last night. I almost broke down on my way back home recalling all the memories we made together. The toughest part about going abroad for graduate studies wasn't the GRE or the applications, it was leaving behind everything that shaped you.
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@RamanDutt4
Raman Dutt
4 months
Very excited to share that I am co-organising the ML Collective Social ( @ml_collective ) at @iclr_conf along with @savvyRL (DeepMind), @rahiment (Stability AI), @osaukh (TU Graz) and @Muhtasham9 (TU Munich) Date and Time: 8th May, 12:45 to 2:15pm CEST See you all there! 🇦🇹
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@RamanDutt4
Raman Dutt
3 years
I enjoy giving advice (that nobody asked for) on graduate admissions. Wrote an extensive Reddit post to summarize my observations and some key takeaways - @PhDchatter @AcademicChatter
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@RamanDutt4
Raman Dutt
3 months
Amidst the madness of NeurIPS submission, I am super happy to share that I have been selected for the Enrichment Scheme by @turinginst ! Super excited to work with Turing fellows in the London office ✨ @BioMedAI_CDT @tisimpson @doyarzunrod @tmh31 @STsaftaris @turinginst
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@RamanDutt4
Raman Dutt
2 years
Excited to share my project for “Machine Learning Practical” course has won a special prize sponsored by @IBM . We have questioned the fundamental practice of excluding poor quality retinal images and arrived on some interesting results! @BioMedAI_CDT @tisimpson
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@RamanDutt4
Raman Dutt
3 years
Organizing your applications for #graduate school is extremely hard. You have to keep track of sending your #GRE scores, section-wise cut-off for IELTS/ TOEFL, the status of your LoR from 3 different faculties, application deadline, select profs from a particular university (1/n)
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@RamanDutt4
Raman Dutt
6 months
I can sleep in peace now @midl_conference
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@RamanDutt4
Raman Dutt
6 months
@midl_conference when are the reviews coming out?
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@RamanDutt4
Raman Dutt
3 years
Day 1
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@RamanDutt4
Raman Dutt
1 month
Two exciting updates: 1. My work on reducing memorization in diffusion models using Parameter-Efficient Fine-Tuning is accepted in the GenLaw workshop at @icmlconf 🇦🇹 2. Another work on reducing bias in medical image analysis is accepted in FAIMI workshop at @MICCAI_Society 🇲🇦
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@RamanDutt4
Raman Dutt
3 years
Been thinking hard about my 2021 highlight. Was it coming to a foreign land and starting a PhD? Or publishing more papers? All this is great but nothing comes close to the feeling of seeing my hands “normal” for the first time after fighting palmoplantar keratoderma for 22 years.
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@RamanDutt4
Raman Dutt
3 years
Today, I complete one month of moving abroad and starting a new life. In this article, I talk about living life in constant survival mode and basically starting everything from scratch - capturing things that are not shown on social media. #gradschool #highered #AcademicChatter
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@RamanDutt4
Raman Dutt
3 years
The idea of "placements" has consumed our minds. Just attended an information session at the University of Edinburgh and 95% of questions were about "Where can we get placed with this course?" All of them were by fellow Indian students.
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@RamanDutt4
Raman Dutt
3 years
I love how making @NotionHQ templates enhances design thinking skills. Everything is a database but it takes real effort and thinking to come up with the best schematic design that is most optimal. @benln @akothari Kudos for this amazing product!
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@RamanDutt4
Raman Dutt
3 years
I swear moving abroad is 90% planning your next meal while eating the previous one . . . And 10% posting on social media
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@RamanDutt4
Raman Dutt
3 years
Indian friends and relatives - "Going for a PhD? How can you spend another 4-5 years in university again?" Friends abroad - "So excited for the next 4 years of financial security, ambitious work and amazing projects" These are word to word replies. Game of perspective.
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@RamanDutt4
Raman Dutt
3 years
One of the best things about the ML research community (esp students) is that whenever I come across someone working in the same domain as mine, our conversation always ends with "let's collaborate in future". I think this is the reason for high-paced research in this field.
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@RamanDutt4
Raman Dutt
2 years
PhD students are NOT paid well. They live hand-to-mouth and rising inflation has only made it worse. Over the past year, I was somehow able to invest every month, build my savings and live comfortably. How to manage finances during your PhD? 🧵 @AcademicChatter @KieraFields7
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@RamanDutt4
Raman Dutt
4 years
Molotov cocktails are the new gravity spikes @Jok3sta
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@RamanDutt4
Raman Dutt
3 years
Something that made my day :’)
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@RamanDutt4
Raman Dutt
7 months
Thanks for having me @EdinburghVision for presenting my paper “FairTune”
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@RamanDutt4
Raman Dutt
7 months
🚨FairTune: Optimizing PEFT for Fairness in Medical Image Analysis A new framework to finetune your large vision models that improves downstream fairness. Accepted in #ICLR2024 ✨ With: @OBohdal @STsaftaris @tmh31 CC: @vivnat @alvarezvalle @fepegar_ @BoWang87 @BioMedAI_CDT
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@RamanDutt4
Raman Dutt
3 years
As an undergraduate, I watched accomplished alumni being invited to give a talk and dreamed of being successful enough to be invited someday. Today, it became a reality. Thank you @ShivNadarUniv for having me. There is still a long way to go but I am just getting started.
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@RamanDutt4
Raman Dutt
5 months
Excited to speak about FairTune at the Indian Machine Learning Reading Group on 15th March! Paper Link: CC: @OBohdal @STsaftaris @tmh31 Thank you @kishalaydaskd @siddsjaiswal for the opportunity!
@siddsjaiswal
Siddharth Jaiswal
5 months
Hi X'ers, The next talk of Indian Machine Learning Reading Group will be on 15th March, 2024!🗓️ We have a speaker all the way from the Univ. of Edinburgh- @RamanDutt4 . He will be presenting his recently accepted @iclr_conf 2024 paper! MS Teams Link- 1/2
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@RamanDutt4
Raman Dutt
3 years
Crossed $100 in sales from my @NotionHQ template on graduate admission applications today. I had imagined reaching this somewhere in the middle of my graduate program. Tomorrow is my first day of classes :') @gumroad
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@RamanDutt4
Raman Dutt
3 years
Doing research is exciting and doing it at the undergraduate level can be extremely rewarding. Wrote an article describing different ways of getting started with research at the UG level. Link - SHARE!!!!! #gradschool #gradadmissions #research #UG
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@RamanDutt4
Raman Dutt
7 months
@iclr_conf Please put us out of this misery
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@RamanDutt4
Raman Dutt
3 years
@MelissaVasi @OpenAcademics @AcademicChatter @PhDVoice @PhDfriendSana @hapyresearchers I am releasing a template for academic websites using Notion (no coding involved). Amazing aesthetics and interactive features. Here is what I created for myself - Best viewed on desktop/ desktop mode. If interested in something similar, DM me!
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@RamanDutt4
Raman Dutt
2 years
"I am very protective of my men and my GPUs" - @chavhan_ruchika
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@RamanDutt4
Raman Dutt
11 months
Probably a good time to share that I would be attending ICCV in Paris. Looking to meet people exploring Fine-Tuning, Adaptation of Foundation Models, PEFT, Fairness, etc in Medical Image Analysis and beyond ✨✨
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@RamanDutt4
Raman Dutt
2 months
Something I dreamed of ever since I attended my first conference - getting an oral acceptance and presentation my work on stage got fulfilled today. Thank you @midl_conference for an unforgettable experience :’) Loved both oral and poster sessions!
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@RamanDutt4
Raman Dutt
3 years
Goldlddddd 💛💛💛💛💛💛 Cant believe I witnessed this 😭😭😭
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@RamanDutt4
Raman Dutt
3 years
Another Monday another list of things to do 1. Chapter-7 of Reproducible DL course by @s_scardapane 2. Introduction to Causal Inference course by @CasualBrady 3. "How to train your ViT" by @__kolesnikov__ @XiaohuaZhai @wightmanr @giffmana 4. CVPR 2021 SSL Workshop @abursuc
@RamanDutt4
Raman Dutt
3 years
Interesting things to do this week - 1. Discussion on SSL by @ykilcher @RisingSayak @ecsquendor @imisra_ 2. CVPR 2021 SSL Workshop by @abursuc 3. Talks in Medical Computer Vision Workshop in CVPR 2021 4. Chapter-6 of Reproducible DL course by @s_scardapane
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@RamanDutt4
Raman Dutt
2 years
my friends in the US are celebrating 4th of July like they got the green card
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@RamanDutt4
Raman Dutt
3 years
⭐𝑮𝒊𝒗𝒆𝒂𝒘𝒂𝒚 𝑻𝒊𝒎𝒆⭐ > If you are applying for Graduate School > Follow my account and RT this Tweet I will randomly select 5 people and send them my 𝑮𝒓𝒂𝒅𝒖𝒂𝒕𝒆 𝑨𝒑𝒑𝒍𝒊𝒄𝒂𝒕𝒊𝒐𝒏𝒔 𝑻𝒆𝒎𝒑𝒍𝒂𝒕𝒆 for free. Gumroad Link -
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@RamanDutt4
Raman Dutt
1 year
Today, I presented my work on PEFT in the Biomedical Imaging reading group of @MSFTResearch , Cambridge. Presenting your first PhD project in front of researchers you have admired for long is always special. @SnchzPedro_ @alvarezvalle @fepegar_ @ozanoktay__ @dccastr0 @tmh31
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@RamanDutt4
Raman Dutt
1 month
My oral talk at @midl_conference 2024 is now available online here - This talk covers my work on the first benchmarking effort of Parameter-Efficient Fine-Tuning (PEFT) in medical image analysis. Paper Link:
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@RamanDutt4
Raman Dutt
3 years
@warikoo I gave JEE in 2016 and broke under pressure during the exam. Landed in a “private university” and kept thinking about how amazing life would have been in an IIT. Currently pursuing a PhD with IITian batch mates and some of the best minds in the world. Life turns around :)
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@RamanDutt4
Raman Dutt
3 years
Whole family tested negative. It was a long fight.
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@RamanDutt4
Raman Dutt
3 years
Contacting professors during the admissions cycle is an art in itself. Wrote down an article describing the process, dos and don'ts along with a small email template that has greatly helped me over the years. #AcademicTwitter #gradschool #admissions #USA
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@RamanDutt4
Raman Dutt
3 years
With things finally in place, I would be visiting Cambridge University tomorrow for attending the NeurIPS meetup. Would LOVE to meet and connect with people! This could definitely be counted as my first solo trip :D
@vdutor
Vincent Dutordoir
3 years
We are organizing a small-scale, offline #NeurIPS2021 satellite event in Cambridge (UK) on the 8th of December. If you are interested in NeurIPS content and are in the neighborhood, this is your chance to connect with your local machine learning community
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@RamanDutt4
Raman Dutt
2 years
My dad asked me about chatGPT so I posed the same question to chatGPT and copied the answer. Oops.
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@RamanDutt4
Raman Dutt
3 years
Friends with good camera phones are essential
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@RamanDutt4
Raman Dutt
3 years
Week 3 1. Practical tutorial on Transformers by @WaltonStevenj 2. Self-attention explained + code walkthrough by @TajyMany 3. Keras tuts on SSL, Augmentation and compact transformers @fchollet @AliHassaniJr @RisingSayak 4. NYU DL Lectures @alfcnz 5. Submit paper @Radiology_AI 😉
@RamanDutt4
Raman Dutt
3 years
Another Monday another list of things to do 1. Chapter-7 of Reproducible DL course by @s_scardapane 2. Introduction to Causal Inference course by @CasualBrady 3. "How to train your ViT" by @__kolesnikov__ @XiaohuaZhai @wightmanr @giffmana 4. CVPR 2021 SSL Workshop @abursuc
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@RamanDutt4
Raman Dutt
2 years
Random Sunday mornings ❤️
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@RamanDutt4
Raman Dutt
2 years
Before starting grad school, I was reading new ML research papers almost every other day, making @NotionHQ templates, writing articles on Reddit, planning of starting a podcast and a YT channel. Now, all I think about is finishing an assignment on time. And this makes me so sad.
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@RamanDutt4
Raman Dutt
3 years
@jbhuang0604 Thanks a lot for this thread. These points are definitely very useful! I have myself written a couple of articles on this very topic - something from a student's perspective. I hope someone finds them useful as well. Link: Link2:
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@RamanDutt4
Raman Dutt
3 years
The reason why Jeffrey Bezos became who he is is that he was busy building Amazon and not Jeffrey Bezos reels showing his "glow up".
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@RamanDutt4
Raman Dutt
3 years
I have organized all of my articles on Graduate Admissions on my personal website. Using @NotionHQ and @super_ has made them 100x more readable than before. Check out the "Blogs" section here 👉 One step closer to my dream academic website @AcademicChatter
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@RamanDutt4
Raman Dutt
4 years
Thanks to this thread I just got accepted as a research intern at @hiti_lab under @HariTrivediMD . So grateful to @colinraffel for this initiative, @judywawira for mentioning about HITI Lab and lastly @haritrivedi for believing in me. STILL IN SHOCK.
@colinraffel
Colin Raffel
4 years
I often get emails from enthusiastic new researchers from outside the US. They take free ML courses and develop OSS, but can't afford MS programs, can't get into PhDs w/o publications, have trouble publishing w/o mentorship, and can't get visas for an RAship. Any advice for them?
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@RamanDutt4
Raman Dutt
3 years
3-month Geeks For Geeks + Leetcode + IIT Tag = 30 LPA job is the new E=mc^2 formula these days
@rajeshsawhney
Rajesh Sawhney 🇮🇳
3 years
Interviewed 10 IITians for internship position at @GSFIndia this week. None of them can code or have built anything so far…all targeting analysts jobs in foreign banks or consulting firms. IIT ecosystem is broken for innovation. Sad!
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@RamanDutt4
Raman Dutt
3 years
My train for Cambridge leaves in less than 3 hours but I am exploring vanishing gradients in my model.
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@RamanDutt4
Raman Dutt
3 years
My Indian friends / whoever finds toilet paper disgusting and are moving abroad soon, this is a blessing for you all 😂 -
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@RamanDutt4
Raman Dutt
3 years
How important is it for graduate students to have an online presence on platforms such as Twitter? @AcademicChatter @PhDVoice #phdchat #phdlife @PhDmyself @academicvoices #AcademicChatter
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@RamanDutt4
Raman Dutt
2 years
In the UK you drive on the left of the road. In India, you drive on what is left of the road. - anonymous
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@RamanDutt4
Raman Dutt
2 years
Maybe I should, maybe I shouldn’t
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@RamanDutt4
Raman Dutt
4 months
Come join us at the ML Collective ( @ml_collective ) social at @iclr_conf today! 12:45 - 2:15 CEST
@savvyRL
Rosanne Liu
4 months
Come by our Social today! You can even sign up to tell a collaboration story -- success story or horror story! #ICLR2024
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@RamanDutt4
Raman Dutt
5 months
I had a lot of trouble in making LLaVA-Med work. Finally, managed to get it up and running. Here is the github gist to run VQA inference on a single image: Usage shown at the end of the file. Enjoy ✨
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@RamanDutt4
Raman Dutt
2 years
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@RamanDutt4
Raman Dutt
3 years
Joining @ShambhaviCodes this Saturday at 7 pm to talk everything related to grad admissions, pursuing research during UG and everything in between!
@talks_cv
Computer Vision Talks
3 years
This week we host @RamanDutt4 to discuss all about Graduate School Applications - a Masters or PhD or BOTH! From rejections to Ivy League offer! Turn on the reminders - - Featured in Business Insider!
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@RamanDutt4
Raman Dutt
2 years
The more I watch my friends pursuing masters pack and leave, the more emotional I get. I guess August really slipped away in a moment of time :’)
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@RamanDutt4
Raman Dutt
3 months
Called it during @iclr_conf 😉
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@RamanDutt4
Raman Dutt
3 months
After an exhausting but rewarding interview season and receiving internship offers from companies like @huggingface and @HuaweiUK , I am very happy to share that I would be joining Huawei research in London this summer to work on PEFT, and Diffusion Models ✨
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@RamanDutt4
Raman Dutt
3 years
One of my goals for 2022 is to make my investment portfolio at least £2500 using only my PhD stipend. That’s almost 4 times my current portfolio. Let’s do this 🎯 #Investing #personalfinance #PhDLife
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@RamanDutt4
Raman Dutt
5 years
Just learnt how Green screen works 🙏 #MATLABEXPO #ComputerVIsion #AI
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@RamanDutt4
Raman Dutt
3 years
Releasing a collection of Notion templates to create your Personal Website. 1. Academic Website (Standard) - 2. Academic Website (Standard PLUS) - 3. Academic Website (Pro) - #gradschool #AcademicChatter
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@RamanDutt4
Raman Dutt
3 years
I attended a bunch of mentorship sessions as a part of #ICLR2021 . Full of insight about PhD life, getting into and working in industry/ academia, managing time, mining research ideas, etc. I have summarized some of these talks below - (1/n)
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@RamanDutt4
Raman Dutt
3 years
Mistakes are often the greatest teachers and I have often (briefly) covered the ones I made during graduate admissions. In this article, I went deep into the possible reasons for getting accepted after getting rejected from grad school. Article Link -
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@RamanDutt4
Raman Dutt
3 years
Twitter led me so many opportunities in life - such as landing an opportunity to work at @hiti_lab In this article, I tried to cover how can one get started on following the right people which can lead to coming across relevant opportunities! #AcademicTwitter #AcademicChatter
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@RamanDutt4
Raman Dutt
3 years
#COVID19 anxiety is real.
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@RamanDutt4
Raman Dutt
3 years
Currently, the blogging section is looking like this. Spent the whole day figuring out small tricks hidden in Notion. @PhDNotion @NotionBro @thenotionbar @NotionMolly
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@RamanDutt4
Raman Dutt
9 months
Friends back in India playing poker and celebrating Diwali while I am trying to impress a bunch of anonymous reviewers ✨
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@RamanDutt4
Raman Dutt
3 years
I have created this personal website for myself and I am seeking opinions/ feedback from people in academia. Link - Features thread below 👇 @AcademicChatter @PhDVoice @OpenAcademics @PhDForum @PhD_Genie #AcademicTwitter #AcademicChatter #phdvoice
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@RamanDutt4
Raman Dutt
3 years
Grad studies hack #1 Always keep a bottle of juice with you so that you feel like you had a filling meal regardless of whatever crap you made 🤗
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@RamanDutt4
Raman Dutt
3 years
🐳 "Big Fish in a Small Pond or Small Fish in a Big Pond?"🐠 Getting into great schools for UG/ MS/ PhD, getting into a FAANG company or the Big 4 is fantasized by everyone. But what happens when we don't? Link -
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@RamanDutt4
Raman Dutt
2 years
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@RamanDutt4
Raman Dutt
2 years
Graduating today with a masters in artificial intelligence on my father’s birthday. This one is for him. @EdinburghUni @BioMedAI_CDT
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