Programming

Basic UNIX Stuff

• awk
• grep
• sed
• find

Regular Expressions (#)

• Quantification - * ? + {..}
• Delimiters
• Character Classes
• Backreferences
• Greediness and Laziness

Python

• Conditionals and Ternaries
• Loops: break and continue
• Data Structures (and Big-O for each!)
  • List Comprehensions
  • Lists: map, filter, and reduce
  • Tuples
  • Sets
  • Hash Maps/Dictionaries
• Functions
  • Recursion
  • Decorators/Closures
• I/O
  • Reading and Writing Files
  • De/Serialization of JSON files
• Vectorized Operations and Efficiency Considerations
• Scientific Python
  • Draw a line plot
  • Draw a histogram
  • Dataframes: Sorting, Filtering. Get a Pandas cheatsheet.
  • Review a NumPy cheatsheet.
• Dataclasses

Object-Oriented Programming 🤢

• Objects and Classes (and Singletons!)
• Public, Protected, Private, Static methods and attributes
• Inheritance, Polymorphism, Encapsulation
  What they are and problems with each.

Relational Databases

This site is your friend.

• Language (SELECT/WHERE/LIKE GROUP BY ORDER BY ASC DESC)
• Various Joins (INNER OUTER LEFT RIGHT)
• Functions (MIN MAX SUM COUNT CONCATENATE)
• Indexes: single and multi-column. Types of Indexes (e.g. inverted B-trees)
• Keys: Primary, Secondary, Foreign
• Schemas, Fields/Columns, lingo
• Fuzziness
• Subqueries

Git

• Know that you're fundamentally dealing with a content-addressible system.
• 80% of porcelain commands.
• Refs, HEAD
• Rebasing versus Merging

Other

• Intro to the Unified Medical Language System (UMLS)
• File formats and their strengths and weaknesses (JSON, CSV, XML). De/Serialization. Columnar compression.