Algorithm, Design, Tooling Decision Tree
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Learning Goals:
What problem do I solve
What is the value of this solution
What does this solution show I have technical experience
MACRO TODO
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Get involved with the community
Learn relevant technologies, specialize in a tool and understand decision tree and trade off
Focus on software engineering principles and fundamentals
Use known design patterns
Show what you know blog it out
MICRO TODO:
- Redo algorithms in MLE in Latex
- Mix and Combine MLE and ADS notes
Outline
Section
Subsection
- Overview
- Algorithm to Use
- Best used for
- Not great for
- Libraries that use this
- Steps to perform
- Examples in R
- Example in Python
Link to Page
- Abstract
- Overview
- Algorithm to Use
- Where is this in the framework of Data Science
- Why is it important? How is it important?
- Limitations and connections to current topic
- Best used for
- Not great for
- Steps to perform
- Further resources
- Field expert
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Think about what is the algo going to used for
- Restrictions: Memory, Hardware
Think of possible solutions for ea. scenario
- Memory constraint -> just use more CPU
- Streaming
- CPU constraint -> just use more Memory
- Per CPU core / thread
- Time constraints -> Batch / Chunking / Parallel processing