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Probability and Statistics for SIC
Delves into probability, statistics, random experiments, and statistical inference, with practical examples and insights.
Probability Theory: Events and Tribes
Covers the concept of events and tribes in probability theory, emphasizing the importance of defining valid tribes and their role in modeling random experiments.
Normal Distribution: Characteristics and Examples
Covers the characteristics and importance of the normal distribution, including examples and treatment scenarios.
Causal Inference: Understanding Treatment Effects
Explores treatment effects, confounding variables, and challenges in interpreting observational study results.
Probability Theory: Fundamentals and Calculations
Covers the basics of probability theory, including events, intersections, unions, and probabilities.
Probability Model Construction
Explores constructing a probability model, random sampling, variance calculation, and allocation optimization in experiments.
Simpson's Paradox: Understanding and Randomized Trials
Explores Simpson's Paradox with a real-world example and emphasizes the significance of randomized trials.
Design of Experiments Basics
Covers the fundamentals of Design of Experiments (DOE) and experimental strategies.
Statistical Modeling: Fundamentals and Process Factors
Covers the fundamental concept of statistical modeling and process factors for prediction and optimization.
Organic Micropollutant Treatment: Plants in Operation and Pilot Studies
Explores the operation of plants for organic micropollutant treatment, including PAC dosage and pilot study results.