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1 month ago | 
nature.com | Shreya Rao |David Vidal |Keo Shaw |Danny Tobey |Shira Zilberstein |Manesh R. Patel | +7 more
As artificial intelligence (AI) becomes further embedded in healthcare, healthcare delivery organizations (HDOs) must navigate a complex regulatory landscape. Health AI Partnership (HAIP) has created 31 best practice guides to inform the development, validation, and implementation of AI products. Here, we map the most common principles found in 8 key AI regulatory frameworks to HAIP recommended best practices to provide practical insights for compliance with expanding AI regulations.
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Feb 25, 2025 | 
towardsdatascience.com | David Nieto |Shreya Rao |Srijanie Dey |Anindya Dey
Privacy Preference CenterWhen you visit any website, it may store or retrieve information on your browser, mostly in the form of cookies. This information might be about you, your preferences or your device and is mostly used to make the site work as you expect it to. The information does not usually directly identify you, but it can give you a more personalized web experience. Because we respect your right to privacy, you can choose not to allow some types of cookies.
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Feb 20, 2025 | 
towardsdatascience.com | Sarah Lea |Shreya Rao |Roger Noble
“I train models, analyze data and create dashboards — why should I care about Containers?”Many people who are new to the world of data science ask themselves this question. But imagine you have trained a model that runs perfectly on your laptop. However, error messages keep popping up in the cloud when others access it — for example because they are using different library versions.
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Feb 3, 2025 | 
towardsdatascience.com | Clara Chong |Shreya Rao
Real-time communication is everywhere – live chatbots, data streams, or instant messaging. WebSockets are a powerful enabler of this, but when should you use them? How do they work, and how do they differ from traditional HTTP requests? This article was inspired by a recent system design interview – "design a real time messaging app" – where I stumbled through some concepts. Now that I’ve dug deeper, I’d like to share what I’ve learned so you can avoid the same mistakes.
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Jan 30, 2025 | 
hubbis.com | Shreya Rao
In 2024, gold outperformed major currencies (EUR, JPY, CHF, CNY) and the S&P 500 as it served as a hedge against wars and reckless government policies in a year which will be remembered as the year of political hell. Investors globally were misled by fiat-driven equity market performances, masking losses when measured in gold terms.
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Jan 29, 2025 | 
towardsdatascience.com | Shreya Rao
An exhaustive and illustrated guide to Word2Vec with code!Welcome to Part 3 of our illustrated journey through the exciting world of Natural Language Processing! If you caught Part 2, you’ll remember that we chatted about word embeddings and why they’re so cool. Word embeddings allow us to create maps of words that capture their nuances and intricate relationships.
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Jan 20, 2025 | 
towardsdatascience.com | Thomas Reid |Shreya Rao |Piero Paialunga |Luigi Battistoni
Privacy Preference CenterWhen you visit any website, it may store or retrieve information on your browser, mostly in the form of cookies. This information might be about you, your preferences or your device and is mostly used to make the site work as you expect it to. The information does not usually directly identify you, but it can give you a more personalized web experience. Because we respect your right to privacy, you can choose not to allow some types of cookies.
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Dec 16, 2024 | 
towardsdatascience.com | Thomas Reid |Shreya Rao |Tarik Dzekman |Piero Paialunga
Privacy Preference CenterWhen you visit any website, it may store or retrieve information on your browser, mostly in the form of cookies. This information might be about you, your preferences or your device and is mostly used to make the site work as you expect it to. The information does not usually directly identify you, but it can give you a more personalized web experience. Because we respect your right to privacy, you can choose not to allow some types of cookies.
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Nov 26, 2024 | 
towardsdatascience.com | Shreya Rao
An illustrated and intuitive guide to word embeddingsWelcome to Part 2 of our NLP series. If you caught Part 1, you’ll remember that the challenge we’re tackling is translating text into numbers so that we can feed it into our machine learning models or neural networks. Previously, we explored some basic (and pretty naive) approaches to this, like Bag of Words and TF-IDF.
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Nov 19, 2024 | 
towardsdatascience.com | Tessa Xie |Shreya Rao
"We have observed a drop in our core metric, what is going on?""What are the drivers for churn?"As data scientists, we encounter questions like these every day. A stakeholder comes across something they want to understand better, and they look to us to take an open-ended question like this and make sense of it. However, even seasoned data scientists are sometimes stunned by just how vague or open-ended these questions are.
