The Fundamentals of Deep Learning + How It Will Change Healthcare // #5 of ML for Healthcare скачать в хорошем качестве

The Fundamentals of Deep Learning + How It Will Change Healthcare // #5 of ML for Healthcare

In this video we cover the two main types of deep learning algorithm; convolutional and recurrent neural networks. We gain intuition for how they work and explore how they're being used in healthcare. This is the fifth video in the 'Machine Learning for Healthcare' series. TIMESTAMPS: 0:36 - Context (AI vs ML vs NN vs DL) 3:01 - How has deep learning been used in healthcare? --- 3:02 - Convolutional neural networks (CNNs) --- 4:50 - Recurrent neural networks (RNNs) 7:34 - How CNNs work 11:43 - How to train a CNN 13:14 - How RNNs work 16:38 - Closing thoughts and summary VIDEO LINKS: Great explanation of CNNs for medical imaging:    • Machine Learning For Medical Image Analysi...   Top papers to read: https://chrislovejoy.me/research/ Previous discussion about AI for CXRs:    • Will AI automate diagnosis from chest X-ra...   MACHINE LEARNING FOR HEALTHCARE SERIES: 1. Course outline + why learn about AI/ML:    • Course Launch: Machine Learning for Health...   2. What is ML and why healthcare?:    • What is Machine Learning and Why Healthcar...   3. How does an ML model LEARN?:    • How does a machine learning model LEARN? /...   4. What happens in a neural network?:    • What Happens in a Neural Network? (buildin...   5. What is Deep Learning and how it will change healthcare (THIS VIDEO):    • The Fundamentals of Deep Learning + How It...   6. How to assess machine learning models:    • How to Assess Machine Learning Models: AUC...   7. How to ensure positive clinical impact:    • Ensuring a Positive Clinical Impact with M...   8. How to read a machine learning paper:    • How to Read a Machine Learning Paper // ML...   9. Getting started, next steps and recommended resources:    • How to Get Started with Machine Learning +...   WHO AM I? I'm Chris Lovejoy, a data scientist and junior doctor based in London. I make videos about data science/machine learning, medicine, productivity, careers, and anything else that's on my mind. GET IN TOUCH Feel free to drop a comment on one of my YouTube videos or follow me on Instagram and send me a DM. If you have a longer question, drop me an email at [email protected] OTHER LINKS: 🤔 Get a free 2 months of SkillShare: https://skillshare.eqcm.net/zK1Je 📘 Get a free copy of my book on study tips: https://chrislovejoy.me/mmsm-free 🤳 Instagram -   / chris.lj   🐦 Twitter -   / @chrislovejoy_   📹 Subscribe to my channel - https://bit.ly/2TGEhk1 ✍️ My weekly email newsletter - https://chrislovejoy.substack.com