imbalanced-learn for trading labels after work: resample carefully
After-work guide to imbalanced-learn trading labels: resample rare labels for research toys—never as free edge. Educational only. Not investment advice.
Academy notes
Articles and updates from SoloQuant Academy.
After-work guide to imbalanced-learn trading labels: resample rare labels for research toys—never as free edge. Educational only. Not investment advice.
After-work guide to shap model explainability: local/global attributions for a toy classifier—not proof of edge. Educational only. Not investment advice.
After-work guide to category-encoders sklearn: sklearn-compatible encoders fit inside CV folds. Educational only. Not investment advice.
After-work guide to great expectations data quality: expectation suites for evening data hygiene checkpoints. Educational only. Not investment advice.
After-work guide to pandera dataframe validation: DataFrameSchema checks before you trust a nightly CSV. Educational only. Not investment advice.
After-work guide to alpaca trading api beginner: paper REST habits for after-work learners—not a live strategy. Educational only. Not investment advice.
After-work guide to pydantic data validation python: typed models for research configs and API payloads. Educational only. Not investment advice.
After-work guide to ccxt crypto exchange api: unified exchange client mindset for paper research—not live bots. Educational only. Not investment advice.
After-work guide to ibapi interactive brokers python: gateway connection mental model before any order wrappers. Educational only. Not investment advice.
After-work guide to polygon.io python client: API key hygiene + one client call pattern for evening research. Educational only. Not investment advice.
After-work guide to yfinance python tutorial: download + local cache for learning—not a live trading feed. Educational only. Not investment advice.
After-work guide to ta-lib python indicators: classic indicators as features—not oracles. Educational only. Not investment advice.