Dr. Neel Das Profile Banner
Dr. Neel Das Profile
Dr. Neel Das

@Nilzkool

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Joined April 2009
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@Nilzkool
Dr. Neel Das
2 months
An MIT professor gave a programming challenge in Fortran to 3 groups in his class. No one knew how to use Fortran. Group 1 used ChatGPT. Group 2 used Meta’s Code Llama. Group 3 used Google. Guess who succeeded? The ChatGPT group solved it the fastest, while the Google
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@Nilzkool
Dr. Neel Das
8 months
Google just unveiled its 2024 vision for Generative AI in healthcare, and it aligns with what I have been sharing in my public talks. Essentially, there are 3 main opportunities: 1️⃣ Near-term: Reducing administrative work The immediate focus is on reducing the administrative
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@Nilzkool
Dr. Neel Das
6 months
100k followers << 1k emails An email list is your direct line to potential customers but building one is tough. Writing newsletters on top of daily content? Stressful. Engagement? Doubtful. There is a better way, Let's Quizz I am excited to introduce Let’s Quizz which turns
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@Nilzkool
Dr. Neel Das
4 months
@ylecun If GPT4 helps me debug code which otherwise takes a phenomenal amount of time, I consider it intelligent more than a cat
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@Nilzkool
Dr. Neel Das
11 months
I am an "AI engineer", and I prefer this term over "prompt engineer" My responsibilities include - prompt engineering - evaluate different LLMs - optimizing inference costs - use tools like LangChain - know LLM app architecture e.g RAG - fine-tune - keep up with the news
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@Nilzkool
Dr. Neel Das
5 months
Can we benchmark open source medical LLMs? Thanks to @huggingface , we now have the Open Medical-LLM Leaderboard 🚀 This leaderboard tracks and ranks LLMs based on their performance in medical question answering tasks. It evaluates LLMs on a variety of medical datasets,
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@Nilzkool
Dr. Neel Das
7 months
Stress free cappuccino and coding on weekends! #buildinpublic
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@Nilzkool
Dr. Neel Das
6 months
Me: Doing ML over 10 years Also me: Googles "how to rename a column in a pandas dataframe"
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@Nilzkool
Dr. Neel Das
5 months
Can AI predict a patient's future health events? Foresight, an AI model that combines text and structured data from EHRs, shows promising results in forecasting medical outcomes like disorders and procedures with high accuracy. Applications include risk forecasting, virtual
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@Nilzkool
Dr. Neel Das
10 months
Just gave a lecture on the history of clinical NLP at the University of Zurich! It felt so good to teach and interact with students after a long time 😄 PS: For those who don't know me I work on medical LLMs 😊
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@Nilzkool
Dr. Neel Das
6 months
How can we identify biases and inequities in healthcare applications of LLMs? A recent work from Google presents a comprehensive framework for evaluating and identifying biases that might cause harm and exacerbate health disparities in LLM applications. Key contributions of the
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@Nilzkool
Dr. Neel Das
9 months
I'm excited to kick off the new year with loads of energy! My annual break gave me time to think about what I really wanted to share with you all. I've decided to focus on topics that align with my expertise, profession, and passion. The answer was clear: AI in healthcare and
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@Nilzkool
Dr. Neel Das
8 months
Google’s recent conversational diagnostic AI system (AMIE) was not trained in the usual way as you’d think. Instead of training on real-world medical conversations, they took a different approach Google researchers identified two significant issues with real-world medical
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@Nilzkool
Dr. Neel Das
6 months
Key announcements from Google at HIMSS 2024: - Vertex AI search for Healthcare for quick parsing of patient data and clinical notes - Upgraded MedLM, a medical LLM model with new features for x-ray classification and summarizing patient conditions
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@Nilzkool
Dr. Neel Das
11 months
Generic advice like "be focused", "wear headphones" etc. do not work when it comes to avoiding distractions while coding. Surprisingly, nothing works better than using a timer, which invokes a sense of urgency to finish tasks. The Pomodoro technique is gold. #buildinginpublic
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@Nilzkool
Dr. Neel Das
3 months
How can we determine if an LLM is safe for use in a medical setting? Presently, we know very little about how safe LLMs are in a medical setting, or how to check and improve their safety. To answer this question, Han et al. have established a definition for medical safety in
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@Nilzkool
Dr. Neel Das
9 months
Are you interested in learning healthcare data science? Here are 5 free courses taught by leading universities in the world. 1️⃣ Clinical Data Science Specialization by University of Colorado () This specialization provides an overview of different clinical
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@Nilzkool
Dr. Neel Das
10 months
Startups let's get real! Wrapping ChatGPT API in a UI is not called a business model. It is a cash grab at best. Good news, you can still create one if you: - control exclusive datasets - solve an incredibly tough problem - have a habit-forming product #buildinpublic
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@Nilzkool
Dr. Neel Das
8 months
“Should I do a PhD to get a job as a data scientist? Maybe I should enroll in one until I find a job.” I find this perspective somewhat offensive, as it implies that a PhD is just another job-training certificate or a visa-extension tactic. Instead, a PhD is an opportunity to
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@Nilzkool
Dr. Neel Das
1 year
@thejustinwelsh Absolutely! Being underestimated allows us to exceed expectations and prove our true potential. It's a powerful motivator to keep pushing forward and achieve great things.
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@Nilzkool
Dr. Neel Das
5 months
Working on a side project is hard esp when you have a demanding job. These days I am feeling totally burned out. Anyone been in a situation like this? How have you managed this? #buildinpublic #indiehackers
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@Nilzkool
Dr. Neel Das
7 months
AI in drug discovery is one of the fastest-growing yet highly specialized sectors in healthcare. You can now enhance your skills with these online courses and seminars. 1️⃣ Disease Modeling and Target Discovery by Insilico Medicine Led by the renowned Alexander Zhavoronkov and
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@Nilzkool
Dr. Neel Das
7 months
12 promising hospital tech startups tackling healthcare challenges, from AI-driven patient care to robotic surgery aids. Innovations aim to improve efficiency, safety, and patient outcomes amidst rising pressures on healthcare systems.
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@Nilzkool
Dr. Neel Das
7 months
10 clinicians rated Almanac, an LLM framework with retrieval capabilities from curated medical resources. It outperformed standard LLMs (ChatGPT-4, Bing, Bard) in factuality, completeness, user preference, and adversarial safety. Paper:
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@Nilzkool
Dr. Neel Das
11 months
Data scientist (n.): Person who is better at statistics than any software engineer and better at software engineering than any statistician.
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@Nilzkool
Dr. Neel Das
5 months
I am looking for interns who are passionate about CS & programming. I need some help on a project. Good stipend guaranteed. Feel free to DM me. #100DaysOfCode #buildinginpublic
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@Nilzkool
Dr. Neel Das
11 months
@bindureddy Unfortunately, that's not true. Most healthcare companies want to adopt AI but in a way that is safe and demonstrates benefit for patients. You cannot just unleash AI on high-risk human facing applications without considering equitable care and safety
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@Nilzkool
Dr. Neel Das
7 months
BioMistral is an impressive open-source effort in medical LLMs, but I find it suffers from 3 critical shortcomings that could limit its application. 1️⃣ Unrealistic evaluation The reported evaluation relies on multiple-choice question-answering. This method hardly captures the
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@Nilzkool
Dr. Neel Das
7 months
Are you looking for a career in digital health and AI? Whether you are a researcher, medical professional, technical developer, someone from med-tech, or a biomedical engineer, the Medical Futurist ( @Berci ) has you covered
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@Nilzkool
Dr. Neel Das
6 months
Wow, now you can still speak if you have lost your vocal cords! This thin device that sticks to the neck translates the muscle movements of the larynx into audible speech using ML.
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@Nilzkool
Dr. Neel Das
11 months
@akshay_pachaar That's a really good explanation Akshay. I also found StatQuest's PCA videos very helpful in understanding the core concepts, especially eigenvalues/eigenvectors
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@Nilzkool
Dr. Neel Das
4 months
No I am not rushing to update our stack to gpt-4o. Will do only after it passes our internal benchmarks
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@Nilzkool
Dr. Neel Das
7 months
Biostatistics is the foundation of healthcare data science. And if books are your best friends, here are 6 exceptional reads to get started without paying a single penny. 1️⃣ Introductory Biostatistics by Chap T. Le This book offers a clear explanation of fundamental
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@Nilzkool
Dr. Neel Das
8 months
There are 4 fundamental pillars to becoming a biomedical or healthcare data scientist. Start learning them today with these free resources. 1️⃣ Biostatistics You must know biostatistics as the description, analysis, and interpretation of almost any data in life sciences will
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@Nilzkool
Dr. Neel Das
11 months
On this Diwali, I feel truly blessed to have a partner who is so amazing, and a passion that I get to work on and write about daily. Happy Diwali to all 🎇. Love 💖 Neel and Tulika
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@Nilzkool
Dr. Neel Das
8 months
Are you preparing for a biomedical/healthcare data scientist position? Here are 9 great resources to ace your technical interview. I have grouped these resources into foundational and role-specific topics. 🎯 Foundational 1️⃣ Statistics (): A handout of
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@Nilzkool
Dr. Neel Das
10 months
When trying to learn something new, remember: Motivation starts the journey, but discipline gets you to the destination.
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@Nilzkool
Dr. Neel Das
8 months
What is a segmentation foundation model in medicine and why is it a game-changer❓🤔 Medical segmentation is a crucial task involving identifying and marking regions of interest (ROI) such as organs, lesions, and tissues in various medical images. Traditionally, this task is
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@Nilzkool
Dr. Neel Das
5 months
Can AI-enabled ECG reduce all-cause mortality in hospitalized patients? A multisite clinical trial involving 39 physicians and nearly 16,000 patients found that an AI system analyzing 12-lead ECGs and triggering rapid response alerts significantly reduced 90-day mortality from
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@Nilzkool
Dr. Neel Das
8 months
Are you interested in learning machine learning for healthcare applications? Here are 6 free courses to get started with right now. 🎯 Foundational: No prior experience with ML is required 1️⃣ Fundamentals of Machine Learning for Healthcare by Stanford University Part of the
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@Nilzkool
Dr. Neel Das
6 months
Are there effective safeguards to prevent LLMs from generating healthcare disinformation? A new 12 week follow-up study assessed the ability of major LLMs to resist generating false health claims about sunscreen and diet cures for cancer. While Claude 2 consistently refused
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@Nilzkool
Dr. Neel Das
7 months
Bioptimus, a French startup just raised a $35m seed round to build Biological Foundational Models (BFMs). But what exactly is a BFM? 🤔 I spent this weekend researching this topic and found very little scientific research that discussed BFMs. However, one paper that
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@Nilzkool
Dr. Neel Das
5 months
You are not an AI company if all you do is an LLM API call with a fancy interface. You are an AI company if you have novel algorithms and/or proprietary data on top of an LLM API call. ...and also if you solve a genuine problem that people have. #startups #buildinpublic
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@Nilzkool
Dr. Neel Das
8 months
This image from 1963 shows the birth of AI in medical imaging 👇. What you see is not just an X-ray, but a painstaking process of assigning numerical values to the different visual features in the X-ray onto a punch card. Each hole on this punch card represented a specific
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@Nilzkool
Dr. Neel Das
7 months
In Oct 2023, The Permanente Medical Group (TPMC) initiated a regional pilot program, deploying ambient AI scribes to 10,000 physicians and staff members. This cutting-edge technology was introduced to transcribe clinician-patient encounters in real-time, aiming to alleviate the
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@Nilzkool
Dr. Neel Das
6 months
Recently, A Gen AI leader from Google remarked that role of AI engineers like us is becoming similar to that of IT. These roles are shifting towards implementation rather than an traditional ML R&D and deployment There is some truth in that. Most Gen AI applications, such as
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@Nilzkool
Dr. Neel Das
5 months
@svpino With due respect Santiago, I love your opinions. But saying something a Jupyter notebook killer (probably this app was build on top of it) is too much of a stretch. Nothing can beat the flexibility of Jupyter!
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@Nilzkool
Dr. Neel Das
6 months
Developing ML models to predict molecular biomarkers directly from H&E-stained whole-slide images is challenging due to a lack of labeled specimens. Or until now! A team developed a novel method that synthesizes realistic whole-slide images from genetic info, while preserving
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@Nilzkool
Dr. Neel Das
8 months
🌟 3 AI Trends in Healthcare to Watch Out for in 2024 🌟 Healthcare is on the brink of a major transformation, thanks to the power of AI. Here are three key trends that are changing the game: 1️⃣ Generative AI Platforms: These platforms are making it easier for patients to
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@Nilzkool
Dr. Neel Das
7 months
Want to know how the field of ML has evolved in the last decade or so? The legendary @JeffDean hosted an informative seminar on this, where he walks the viewers through the early days of deep learning and NLP to until now.
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@Nilzkool
Dr. Neel Das
8 months
Academic publishing may well be the greatest scam in the world! There exists no other market system, in which the seller must pay to sell their products, and must also pay to use those products. The middleman (aka the publisher) reaps everything, for free. Thank god I am out
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@Nilzkool
Dr. Neel Das
7 months
Can AI match medical experts in summarizing clinical texts? A new study evaluates 8 LLMs for tasks like radiology reports & patient dialogues. Results? 81% of AI summaries matched or beat expert quality, hinting at a future where clinicians spend more time on care, less on
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@Nilzkool
Dr. Neel Das
7 months
Did you know: Despite advances in molecular testing, there is ONLY ONE approved biomarker to detect Pancreatic Ductal Carcinoma (PDAC). PDAC kills 55.5k people in the US alone and has extremely limited in predicting clinical outcomes Thanks to a multi-omic ML approach that
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@Nilzkool
Dr. Neel Das
4 months
When I was a teaching instructor, I spent countless hours reviewing and grading students' code submissions. It was painful to review assignments week after week for 50 students. Back then, there was no solution, but today there is. I've been working on a Gen AI-based platform
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@Nilzkool
Dr. Neel Das
8 months
5 things one should know before starting a career as a healthcare data scientist. 1️⃣ 𝐃𝐚𝐭𝐚 𝐃𝐢𝐯𝐞𝐫𝐬𝐢𝐭𝐲: The variety and complexity of biomedical data is immense. This includes demographics, vital signs, lab measurements, clinical notes, medical imaging, genomics, and
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@Nilzkool
Dr. Neel Das
8 months
Can you hustle your way to an MVP when starting a healthcare AI company? Unlike tech startups, where a Minimum Viable Product (MVP) might be a bare-bones app to solve a specific problem, the bar for an MVP that delivers medical insights (e.g. risk prediction, diagnosis,
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@Nilzkool
Dr. Neel Das
6 months
One unexpected advantage I've noticed from working with LLMs is that it has significantly enhanced our collaboration with subject matter experts (SMEs) such as clinicians. Earlier, the involvement of SMEs was limited to providing high level direction, clarification and feedback
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@Nilzkool
Dr. Neel Das
6 months
I am really excited, my MVP is ready just a day before Easter. Will soon start sending out invites soon to all those who signed up. I know it will have bugs/limited features but I am 100% committed to working with you and improving it together. 😊 #buildinpublic
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@Nilzkool
Dr. Neel Das
5 months
Could AI reduce physician time on reading and replying to patient messages by drafting the replies for them? An interesting study found that instead of decreasing, GenAI increased the time physicians spent reading messages by 21.8%. Why? The authors discuss that the increase
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@Nilzkool
Dr. Neel Das
5 months
Do you know which country and clinical specialty sees the largest number of randomized clinical trials (RCTs) with AI? A new review reports that between 2018 and 2023, USA (31%) and China (30%) conducted the most no of RCTs with AI. A significant majority of the trials were
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@Nilzkool
Dr. Neel Das
7 months
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@Nilzkool
Dr. Neel Das
6 months
Folks who have a very interesting full time job and doing an equally interesting side project, how are you managing both? How do you avoid context switching? #buildinpublic
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@Nilzkool
Dr. Neel Das
5 months
How can we improve fairness and robustness in medical AI across different conditions and patient groups? A new study leveraged Gen AI to enhance training datasets with synthetic examples, targeting underrepresented conditions. By integrating diffusion models, the authors
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@Nilzkool
Dr. Neel Das
8 months
Interested in graduating as a healthcare data scientist? Here are the top 10 universities with a master's program in healthcare data sciences 🧑‍🎓 1️⃣ Harvard TH Chan School of Public Health () 2️⃣ UC San Francisco Department of Epidemiology and Biostatistics
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@Nilzkool
Dr. Neel Das
5 months
Recently, I had the honor to speak with Richard Stevenson, who is the director of AI at @BarringtonJames . We discussed about about the impact of LLMs transforming clinical care, and the wealth of opportunities it presents. Take a listen 😃
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@Nilzkool
Dr. Neel Das
5 months
Top 5 myths about AI in healthcare: 1/ AI will replace doctors 2/ AI's accuracy is sufficient for clinical impact 3/ More data is required to train a better model 4/ AI in medicine is all about deep learning on imaging data 5/ FDA-clearance of AI software is the highest form
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@Nilzkool
Dr. Neel Das
7 months
This really helps clear my own brain fog and start building something fast!
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@Nilzkool
Dr. Neel Das
6 months
My project LetsQuizz managed to get 50+ signups in today. All I did was make a few tweaks to my landing page. Lesson: convey your value prop immediately and backup with social proof! #buildinpublic Website:
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@Nilzkool
Dr. Neel Das
5 months
I'm still trying to grasp the true benefit of open-source LLMs. Although they're freely available, they aren't necessarily economically viable. Perhaps they work for big corporations, but for solo developers or startups, the pay-per-use API model is far more appealing than
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@Nilzkool
Dr. Neel Das
3 months
Clinical decision making in oncology is really complex, as one has to compare and refer multiple guidelines which keep getting changed at a rapid rate. Can LLMs make this process easier? A recent study assessed if GPT-4 could effectively support oncologists by providing
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@Nilzkool
Dr. Neel Das
10 months
Steve Jobs was fired from Apple for Macintosh's struggling sales and internal power struggles. Jerry Yang was asked to step down due to Yahoo!'s declining fortunes. Steve Ballmer was asked to retire at Microsoft due to missed opportunities in mobile computing & search. Travis
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@Nilzkool
Dr. Neel Das
5 months
The biggest risk in life is not taking one at all.
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@Nilzkool
Dr. Neel Das
2 months
Can LLMs be trusted to make clinical decisions autonomously? In a study using the MIMIC-IV dataset with 2.4k real patient cases across four common abdominal pathologies, LLMs were evaluated for their capability to autonomously provide medical information. Unlike prior studies,
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@Nilzkool
Dr. Neel Das
9 months
Trust me this is actually way better than what is below my computer desk! #OldDelhi
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@Nilzkool
Dr. Neel Das
1 year
@marialenom Hey there! Absolutely, let's connect and geek out over our common interests!
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@Nilzkool
Dr. Neel Das
9 months
How can AI speed up the discovery of new drugs, which typically takes 10-15 years and >2.5 billion $ to reach the market? 🤔 To answer this question, let's first understand how a medicinal drug works, using a simple analogy of a lock and a key. The 'lock' represents a biological
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@Nilzkool
Dr. Neel Das
7 months
Prompt Engineer (n.): A person who is better at writing than any machine learning engineer and is better at machine learning than any writer.
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@Nilzkool
Dr. Neel Das
6 months
Are you interested in learning data visualisation for healthcare applications? Here are 5 great courses that you can start learning for free. 1️⃣ Tableau's Health and Healthcare Data Visualization course It introduces the essentials of visualizing health and healthcare data,
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@Nilzkool
Dr. Neel Das
6 months
From just a single prompt, you can now create whole Leetcode styled quiz with a code editor, compiler and checker Prompt: "Generate a Python coding quiz for beginners." Result 👇 #buildinpublic
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@Nilzkool
Dr. Neel Das
3 months
Screening patients for clinical trials is a costly and error-prone process. Can AI improve it? In a recent study, a team developed a GPT4 based RAG system called RECTIFIER to identify patients from unstructured patient records. The system worked by asking 13 criteria questions
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@Nilzkool
Dr. Neel Das
7 months
Can AI cause behavioral change in clinicians? A study found a significant reduction in nuclear scans (80% -> 58%) when AI was integrated into a hydronephrosis (kidney) clinic while nothing else changed including personnel. Turns out that through repeated interaction with AI,
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@Nilzkool
Dr. Neel Das
4 months
5 types of people obsessed with gpt-o on X right now 1. The AI newsletter paparazzi 2. The ChatGPT influencers 3. The slightly technical bro who did a random prompt test to conclude gpt-4o is better/worse than [insert your fav model] 4. The "never have I built an AI product
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@Nilzkool
Dr. Neel Das
6 months
Is Gen AI in healthcare our Hemingway moment? A Hemingway moment is a time when one experiences a profound realisation, similar to the way Hemingway presented his narratives. In the 90s when many fields embraced rapid digital transformation, healthcare was late to the party.
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@Nilzkool
Dr. Neel Das
9 months
Are you a biomedical student or researcher struggling with data analysis due to limited programming skills? 🤔 TechMedBuddy and I are organising a one-of-a-kind workshop, completely FREE, to help you leverage Generative AI in accelerating biomedical data analysis 🚀. No, this
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@Nilzkool
Dr. Neel Das
10 months
Trust me, I've witnessed this more times than I can count on both hands! #buildinginpublic #startups
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@Nilzkool
Dr. Neel Das
10 months
5 interview topics you can prepare to get a job as a LLM engineer 👇 1. Transformer architecture & its impact on NLP 2. Types and applications of fine-tuning 3. Weight quantization & optimizing LLM inference 4. Evaluating LLM-generated text 5. Ethical considerations in LLMs
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@Nilzkool
Dr. Neel Das
8 months
There's a common misconception that a biomedical degree and experience are a must for becoming a data scientist in healthcare. Let me categorize the different types of healthcare data scientist roles: 1️⃣ The Applied Scientist: These individuals work in research settings. Such
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@Nilzkool
Dr. Neel Das
10 months
Tip💡: Developing apps with open-source LLMs? Use quantization to reduce costs. It scales down model weights from 32-bit to 16/8-bit. This slashes memory needs and boosts speed while keeping accuracy more or less intact.
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@Nilzkool
Dr. Neel Das
7 months
Many cancer patients from North-East India travel to Mumbai seeking better treatment and medical support. However, these patients endure not just physical and emotional pain but also significant financial hardships. Recognizing the need to help these patients and their families,
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@Nilzkool
Dr. Neel Das
1 year
@ykdojo True! Remote jobs offer the opportunity to tap into a global talent pool and find top-notch candidates. Although local country regulations are may still be a blocker
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@Nilzkool
Dr. Neel Das
4 months
Stay tuned...
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@Nilzkool
Dr. Neel Das
8 months
“Neel, could you help me with this analysis? I would be happy to have you as a co-author.” Back then, during my Ph.D., whenever I received such a request from a biomedical researcher, I viewed them as easy wins. All I needed to do was open my laptop, load a nicely prepared
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@Nilzkool
Dr. Neel Das
9 months
I am proud to be part of @Roche which has taken the lead in developing guidelines promoting the ethical use of AI in healthcare. The 11 AI Ethics Principles that guide the design, development, deployment, and monitoring of AI solutions include: 1️⃣ Ethical Use: AI should be used
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@Nilzkool
Dr. Neel Das
6 months
Are you working for a life like this 👇? Opening hours: Mon-Fri: 0800-1130 Saturday closed #indiehackers #buildinpublic
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@Nilzkool
Dr. Neel Das
8 months
What are the different career paths for biomedical or healthcare data scientists? I've been closely tracking the field of biomedical data science, which has seen rapid changes in the last 3-4 years. Today, there's a wide range of exciting career opportunities available. Here’s
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@Nilzkool
Dr. Neel Das
8 months
Yes I remember that time 🤔😮
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@Nilzkool
Dr. Neel Das
11 months
🛡️ Security tip 🛡️: When working with OpenAI keys on Google Collab or any other cloud-hosted notebooks, use getpass to securely input your API keys. The keys will be active in the environment for the duration of the notebook session.
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