Skills

Data Science:

• Data Visualization
• 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:

• Deep Learning
• Natural Language Processing
• Computer Vision
• Reinforcement Learning
• Distributed Computing
• Advanced ML Libraries
• Model Deployment & CI/CD for ML
• 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
• Recursion
• 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
  • SQL
  • R
  • Markdown
  • 
• Skilled
  • Ruby
  • TypeScript
  • React
  • Next.js
  • Java
  • Regular Expressions
  • CSS
  • Microsoft Excel
• Proficient
  • Scheme
  • Backus–Naur form
  • Jupyter
• Experienced
  • Microsoft: Word, Teams, PowerPoint, Power Automate
  • Google Suite: Sheets, Docs, Forms, Drive, Console
  • Adobe Creative Cloud: Acrobat, Lightroom, Photoshop, Portfolio, Spark
• Learning
  • Java
  • 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