Flashcards
11,105 cards in 101 decks, written from the same source as the concepts. Space to flip, arrows to move, K and R to sort what you know from what you do not. Progress lives in your browser.
All decks
01Foundations
02Transformer Internals
03Training & Fine-Tuning
04Reinforcement Learning
05Inference, Systems & Hardware
06Applied LLM Engineering
07Reasoning, Evaluation & Safety
08Multimodal & Applications
09Classical ML & Statistical Learning
10Causal Inference & Experimentation
11Time Series & Forecasting
12Graphs, Recommenders & Structured Data
13Generative Modelling Beyond Transformers
14Efficiency, Compression & Edge AI
15Search & Information Retrieval
16Data & Feature Engineering
17MLOps & Platform Engineering
18Security, Privacy & Adversarial ML
19Governance, Risk & Responsible AI
20Human-AI Interaction, Product & Economics
11
Time Series & Forecasting
Data with an arrow of time, where shuffling the rows destroys the problem.
4decks
377cards
Time Series Foundations
Stationarity, autocorrelation, ARIMA and state space models, seasonality and honest backtesting.
Forecasting at Scale
Hierarchical reconciliation, probabilistic forecasts, global models and time-series foundation models.
Anomaly & Changepoint Detection
Residual-based detection, CUSUM, seasonal-hybrid methods, and the base-rate problem in alerting.
Online & Streaming Learning
Incremental updates, concept drift, regret bounds, and models that must learn from a moving distribution.