PinnedPublished inDataDrivenInvestorThe Darwin Portfolio: The ultimate approach to portfolio optimizationA detailed walkthrough of how one can use genetic algorithms in Python to optimize the process of selecting investmentsApr 27, 2024Apr 27, 2024
PinnedPublished inTDS ArchiveMapping the Pokémon World: A Network Analysis of Habitat-Based EncountersAn introduction to Network Analysis in Python, along with a practical example using Pokemon data from the PokeApiJun 14, 2024A response icon1Jun 14, 2024A response icon1
Published inData Science CollectiveDIY AI & ML: NLP — Tokenization & Text SimilarityA step-by-step guide on how to build an object in Python that preprocesses text, performs tokenization, and calculates cosine similarity.May 13A response icon1May 13A response icon1
Published inData Science CollectiveWhat Happens When You Simulate Fairness?A historical look at U.S. income inequality, followed by a simulation demonstrating how the Pareto principle may naturally lead to unequal…Apr 27A response icon13Apr 27A response icon13
Published inLevel Up CodingDIY AI & ML: Decision Trees for ClassificationA step-by-step guide on how to build a Classification Decision Tree Object in Python without the use of external machine learning librariesApr 21A response icon2Apr 21A response icon2
Published inLevel Up CodingDIY AI & ML: The K-Means algorithmA follow-along project demonstrating how to build your own K-Means object in Python without relying on machine learning librariesApr 3A response icon5Apr 3A response icon5
Published inLevel Up CodingDIY AI & ML: Logistic RegressionAn exercise in gaining an in-depth understanding of the mathematics in a logistic regression model by implementing one in Python without…Feb 19A response icon4Feb 19A response icon4
Published inLevel Up CodingBeyond the Notebook: Building a Local Development Environment with PythonA step-by-step walkthrough of how I built an LDE with Python and the Financial Modeling Prep API to import fundamental data for companies…Feb 14Feb 14
Published inTDS ArchiveDIY AI: How to Build a Linear Regression Model from ScratchHow to implement a linear regression model in Python without using machine learning librariesFeb 3A response icon10Feb 3A response icon10
Published inLevel Up CodingMachine Learning Powered Price Targets: Can you predict one-year price targets with ML?A step-by-step process of how one can utilize an XGBoost model and Python to build a one-year price target prediction model with…Jan 7A response icon1Jan 7A response icon1