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Old (mostly pre-2023)
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Old (mostly pre-2023)

Technical Notes

Setup your dev environment🐍Setting Up a Python Dev Environment Using Pyenv🐳Custom Algorithm Training on Sagemaker Using Docker⏳AWS SageMaker tackles important problems, but can fall flat.🎰A simple reference for common ML metrics.🅾️My three tips to learn Big O Notation.♦️What is Quadratic Weighted Kappa?

Career

🏸Why I’ve joined firsthand.🔧What work life balance means to me.🚊Three career principles I learned from Shyam Sankar.

Engineering Culture

⚙️What does engineering excellence look like?✉️How can you communicate effectively as an engineer?

Self Management

📤Don't let standing out stop you from doing good work.🌱Constrain your information to trusted voices.

Book Reviews

Applied ML Paper Reviews

🚆VideoGPT🎛️Building CI Services for Machine Learning🔙Backward Compatibility in ML Systems⏩Fast Sparse ConvNets🔂Once-for-all: Train One Network and Specialize it for Efficient Deployment🤳🏽Noise2Self: Blind Denoising by Self-Supervision👚StyleGAN

Knowledge Hub

Who invests in computational biomedicine?
🤑
Who invests in computational biomedicine?
Who builds computational biomedicine?
🕴🏽
Who builds computational biomedicine?
Who invents computational biomedicine?
👨🏽‍🔬
Who invents computational biomedicine?
Who talks and writes about computational biomedicine?
📰
Who talks and writes about computational biomedicine?
What is SOTA in computational biomedicine?
📜
What is SOTA in computational biomedicine?
What data can I use for computational biomedicine?
🔢
What data can I use for computational biomedicine?
Where can I learn computational biomedicine?
👩🏼‍🎓
Where can I learn computational biomedicine?
Essays that changed the way I think about computational biomedicine.
Essays that changed the way I think about computational biomedicine.

TechBio

📕2023 TechBio Reading List🧬SPC TechBio Forum: Lessons 0-2
‣
TechBio Investors
  1. Cantos
  2. Bessemer
  3. Insight
  4. NFX
  5. Compound
  6. Pillar
  7. Elliot Hershberg
  8. Air Street
  9. Alix Ventures
  10. 8VC
  11. Dimension
✅How is Flagship Pioneering building biotechs with machine learning?✏️[WIP] What ML-focused biotechs has Flagship Pioneering created?❌[WIP] How can you learn from Flagship’s ML-driven biotech platform strategy?🧬How to categorize computational biomedicine innovation.♀️5 Incredible Women Driving Computational Biomedicine Forward☣️Beware of public datasets in healthcare.
👟Five Lessons From Phil Knight (Shoe Dog Review)🏥The Three Fundamental Forces in Healthcare

Data + ML

🎳Things I wish I knew about the modern data ecosystem as an MLE.📚What reads impacted my ML Engineering journey most?
⚒️Anyone can be a product leader.