“I’ve learned that people will forget what you said, people will forget what you did, but people will never forget how you made them feel.” - Maya Angelou
- Technical expertise: the best data scientists typically have deep expertise in some scientific discipline.
- Curiosity: a desire to go beneath the surface and discover and distill a problem down into a very clear set of hypotheses that can be tested.
- Storytelling: the ability to use data to tell a story and to be able to communicate it effectively.
- Cleverness: the ability to look at a problem in different, creative ways.
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- communicate with intent
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- inspire to generate action
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- understand what motivate each team member (e.g. direct praise, quiet reinforcement, more responsibilities)
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- encourage risk-taking
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- leverage diversity (different angles)
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- lead by examples (set examples, a tone that balances authority & humility)
- Self-awareness
- Executive presence (image, demeanor, leadership)
- Emotional intelligence
- Coach
- Network
- Athena, Redshift(AWS SQL): local setup and some tricks for date and time
- Python
- Regular Expressions (Regex)
- Data Engineering 101
- Data Structure Algorithm
- Apache Spark
- Visualization
- Container
- AWS Security
- pandas
- Note: AWS Big Data Training
- Note: AWS Analytics Course
- Note: Computer Vision Theory
- cv preprocessing jpg - png
- Synthesizing health insurance claim payload (JSON)
- Medical Coding
- conditional probability, carc code as example (private link)
- dental xray basics
- Dental tooth number
- Violin plot
- Panel (jnb interactive html)
- Gradio (create UI for ML demo)
- IntepretML, Explainable Boosting
- tqdm, loading bar
- Detectron2.0, successor of Mask R-CNN benchmark
- Image Deduplicator (imagededup)
- joblib (multiprocessing in JNB)
Update environment and package (step order):
$ brew update
$ brew upgrade
$ conda update -n base conda
$ conda update --all
Tips: in terminal, type !j will start last command start with j such as 'jupyter notebook'.
Git: a very well-made tutorial for Git https://youtu.be/n-p1RUmdl9M
- Go to Keyboard, then Modifer Keys ...
- Swap Option Key with Command Key
- Verified by Mac build-in 'Keyboard Viewer'
- Wired connnection is always reliable. Wireless connection: non-BT is slightly better.