This video is kindly sponsored by @coursera. Sign up to enroll for a 7-day free trial with Coursera: https://imp.i384100.net/Jzmdev TIMESTAMPS 00:27 - the six stages of data science competence 00:53 - stage one 03:02 - stage two 04:15 - stage three 5:14 - stage four 08:08 -...
This video is kindly sponsored by @coursera.
Sign up to enroll for a 7-day free trial with Coursera: https://imp.i384100.net/Jzmdev
TIMESTAMPS
00:27 - the six stages of data science competence
00:53 - stage one
03:02 - stage two
04:15 - stage three
5:14 - stage four
08:08 - stage five
11:31 - stage six
12:35 - how to progress through the stages
16:34 - wrapping up
LINKS:
Blog version of this video: https://www.chrislovejoy.me/6-steps
Stage One:
- Python - freeCodeCamp:https://www.youtube.com/watch?v=eWRfhZUzrAc
- CS50: https://www.youtube.com/watch?v=IDDmrzzB14M&list=PLhQjrBD2T380F_inVRXMIHCqLaNUd7bN4
- Learn through projects no courses: https://www.chrislovejoy.me/learn-projects
- Python Principles exercises: https://github.com/chris-lovejoy/CodingForMedicine/blob/main/exercises/Python_Principles.ipynb
Stage Two:
- Setting up jupyter notebook and data environment (EXERCISE): https://github.com/chris-lovejoy/CodingForMedicine/blob/main/exercises/Setting_up_Jupyter_Notebook.ipynb
Stage Three:
- Open-source medical datasets: https://github.com/chris-lovejoy/medical-datasets-for-education
- Scikit-learn guide: https://scikit-learn.org/stable/tutorial/machine_learning_map/index.html
Stage Four:
- Data science pipeline exercises: https://github.com/chris-lovejoy/codingformedicine
- Performance metrics (VIDEO): https://www.youtube.com/watch?v=xlrj1iFCYUk
- ML for healthcare (VIDEO SERIES): https://www.youtube.com/watch?v=dj_mF4OlcUY&list=PLZz4IsmMUFBxfuW059IEdqtPuytFG-vae
- Google Data Analytics:
Stage Five:
- Kaggle.com - website with data science challenges
- Guide to monetising data science skills: https://www.chrislovejoy.me/monetising-ds-skills
📘 My book on learning: https://chrislovejoy.gumroad.com/l/medstudentmanual
🤳 Instagram - https://instagram.com/chris.lj
🐦Twitter - https://twitter.com/@ChrisLovejoy_
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✍️My weekly email newsletter - https://chrislovejoy.substack.com
WHO AM I?
I'm Chris Lovejoy, a doctor turned ML engineer and start-up founder in London.
GET IN TOUCH
Say hi at hi@chrislovejoy.me
