Channel: Siraj Raval

Category: Education

Tags: deep learningarrythmiatensorflowconvolutional neural networkaiecgkerasalphacaresiraj ravalmachine learninghealthcare

Description: AlphaCare is an open-source project that Keshav Boudaria and I have been working on for the past few weeks, and it's built entirely on top of freely available open-source data, algorithms, and compute. In this first video of the AlphaCare series, I'll explain how we can use it to classify ECG data from patient heartbeats to accurately predict the likelihood of different types of heart disease, mainly Arrhythmia. The goal of AlphaCare is to progressively improve it's capabilities as a community until it's able to be used as a tool to treat and prevent the top 10 major disease globally. Ultimately, we'd like to use it to treat the root cause of all diseases, Aging. AlphaCare is a work in progress, we have a lot of work to do together. I can't wait to learn and grow with all of you, let's make a massive positive impact together! Big thanks to RapidAPI for sponsoring this video series: rapidapi.com/hub?utm_source=Siraj-Raval&utm_medium=DevRel&utm_campaign=DevRel Code & Coding Challenge: github.com/llSourcell/AlphaCare Challenge Submission Link: forms.gle/kBQJvfYzqEzWKUBJ9 Credits: Physik for his ECG Flask example app: github.com/physhik/ecg-mit-bih Khatri007 for his MIT BIH CNN example: kaggle.com/khatri007/mitbh-cnn mtobeiyf for his Keras-Flask starter app github.com/mtobeiyf/keras-flask-deploy-webapp Roger Faerick for the Wavelet example: gist.github.com/endolith/2783866 NichaelPham for his ECG Visualization interface: github.com/nichealpham/cassandra-demo-app EastSideArrythmia for the surgery clip: youtube.com/watch?v=IJXfsZiQWCY Alila Medical Media for the heart animation: youtube.com/watch?v=tPqs4xKPG3A RapidAPI symptom checker: rapidapi.com/priaid/api/symptom-checker More Learning Resources: My Medical Imaging Classification video: youtube.com/watch?v=DCcmFXXAHf4& My CNN explainer: youtube.com/watch?v=FTr3n7uBIuE& MIT Video on CNNs: youtube.com/watch?v=iaSUYvmCekI Henry AI Labs Video on 3D CNNs: youtube.com/watch?v=rcnKGMNyVu4 ECG Time Series Classification Video in PyTorch: youtube.com/watch?v=qN3n0TM4Jno Awesome list of papers + code on ECG Classification: paperswithcode.com/task/ecg-classification List of awesome materials on Deep Learning in healthcare: github.com/XiaoleiZ/awesome-list-machine-learning-healthcare Free EdX course on ML in Healthcare: edx.org/course/machine-learning-for-healthcare Andrew Ng's Free Deep Learning courses: deeplearning.ai Dr David Sinclair at Harvard Medical's Book that inspired me: lifespanbook.com My Math of Intelligence Playlist: youtube.com/watch?v=xRJCOz3AfYY&list=PL2-dafEMk2A7mu0bSksCGMJEmeddU_H4D Free Book on Intro to Statistical Learning: statlearning.com Follow me: INSTAGRAM: instagram.com/sirajraval TWITTER: twitter.com/sirajraval FACEBOOK: facebook.com/sirajologyyy LINKEDIN: linkedin.com/in/sirajraval TIKTOK (i'll start posting soon): tiktok.com/@sirajraval?lang=en Please subscribe for more programming videos! That's what keeps me going.