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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.πŸ…ΎοΈMy three tips to learn Big O Notation.♦️What is Quadratic Weighted Kappa?

Career

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

Engineering Culture

βš™οΈWhat does engineering excellence look like?βœ‰οΈHow can you communicate effectively as an engineer?

Self Management

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

Book Reviews

Applied ML Paper Reviews

πŸš†VideoGPTπŸŽ›οΈBuilding CI Services for Machine LearningπŸ”™Backward Compatibility in ML Systems⏩Fast Sparse ConvNetsπŸ”‚Once-for-all: Train One Network and Specialize it for Efficient Deployment🀳🏽Noise2Self: Blind Denoising by Self-SupervisionπŸ‘šStyleGAN

Knowledge Hub

TechBio

πŸ“•2023 TechBio Reading List🧬SPC TechBio Forum: Lessons 0-2
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TechBio Investors
βœ…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.
πŸ‘ŸFive Lessons From Phil Knight (Shoe Dog Review)πŸ₯The Three Fundamental Forces in Healthcare

Data + ML

🎳Things I wish I knew about the modern data ecosystem as an MLE.πŸ“šWhat reads impacted my ML Engineering journey most?
βš’οΈAnyone can be a product leader.