Skills
Technical and soft skills
Data Science
- Exploratory Data Analysis
- Data cleaning
- NaN handling
-
Table operations
- Joining and extending tables
- Sorting
- Filtering
- Data queries
-
Regression analysis
- Linear
- Polynomial
- Multivariate
- Quantile
- Mediation
- Interaction
- Distribution analysis
- Bootstrapping
- A/B testing
-
Classification
- K-NN
- D-Distance
- Naive Bayesian
-
Python Packages
- NumPy, SciPy
- Pandas, Sklearn
Computer Science
-
Programming Styles
- Imperative
- Functional
- Declarative
- Data-centric
- Object-oriented
-
Software engineering
- Abstraction
- Program specification vs implementation
- Syntactic vs semantic specifications
- Data storage
- Environments
- Custom data types
- Higher order functions
- Recursion
- Trees
- Linked lists
- Mutability
- Exceptions
- Efficiency
- Quality assurance of programs
- Composition
Mathematics
-
Linear Algebra
- Scalars, Vectors, Matrices, and Tensors
- Linear Dependence
- Decomposition
- Principal Component Analysis
-
Calculus
- Integration
- Differentiation
- Jacobians
- Differential Equations
- Hypervolume
-
Discrete Math
- Cryptography
- Number Theory
- Set Theory
- Graph Theory
- Modular Arithmetic
-
Probability
- Conditional Probability
- Bayesian Probability
- Markov Chains
- Decision Trees
- Bernoulli Trials
- Induction
Hard Skills
-
Expert
- Python 3
- R
- Markdown
- LaTeX
- Jupyter
-
Skilled
- SQL
- Regular Expressions
- HTML5
- CSS
- Microsoft Excel
- Visual Studio Code
-
Proficient
- Scheme
- Backus–Naur form
- Java
- C
-
Experienced
- Microsoft: Word, Teams, PowerPoint, Power Automate
- Google Suite: Sheets, Docs, Forms, Drive, Console
-
Adobe Creative Cloud: Acrobat, Lightroom, Photoshop,
Portfolio, Spark
-
Learning
- Java Script
- Git / Version Control
Soft Skills
-
Able to effectively and appropriately manage a team to complete
large-scale projects
-
Problem-Solving
- Creative; Out-of-the-box
- Algorithmic; Straightforward
- Self-starter
- Driven
- Curious
- Passionate
- Efficient work on team or alone
-
Efficient management and use of resources such as:
- Time
- Manpower
- Financing
- Material
- Clear and concise communication
- Attention to detail
- Interpersonal skills
- Long-term-project experience (3+ months)
- Motivated
- Adaptability
- Dependability
- Delegation
- Analysis
- Public Speaking
