Education
- Data Wrangling and Storytelling
- Analysis, Feature Engineering, Visualisations
- Statistical Tests and Experiments
- Hypothesis Testing, Bayesian Statistics
- Linear Algebra
- Vectors and Matrices, Clustering
- Linear, Tree-based, Ensemble Models
- Regression, Classification, Cross-Validation
- Applied Modeling
- Define ML Problems, Wrangle Datasets, Model Interpretation
- Software Engineering and Reproducable Reserarch
- OOP, Containers, Documentation, Testing
- SQL and Databases
- Relational and Document Oriented Databases
- Productization and Cloud
- APIs, Web Application Deployment
- Natural Language Processing
- Document Classification, Topic Modeling
- Neural Network Foundations and Architetures
- RNN, CNN, Image processing, Recommendation Systems
- Data Structures and Algorithms
- Linked Lists, Hashtables, Graphs, Sorting, UPER Development Framework
Experience
- Python
- Tensorflow
- SpaCy
- SQLAlchemy
- PostgreSQL
- Scrapy
- FastAPI
- Flask