Skills › Mathematical Foundations

Probability & Statistics

Apply probability theory and statistical reasoning to data problems.

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After this skill you can…

  • Calculate conditional probability and Bayes' theorem
  • Interpret confidence intervals and p-values
  • Apply common distributions (Gaussian, Bernoulli, Poisson)

Watch (10 videos)

Quant Interview Question #quant
quantprof · beginner
→ Calculate probabilities→ Analyze decimal representations
Quant Interview Question #quant
quantprof · beginner hands-on
→ Calculate probabilities of random events→ Apply combinatorial principles to solve problems
probability for Trading | Lesson 1.2
DeltaTrend Trading · intermediate
→ Understand sample spaces and events→ Calculate probabilities with weighted outcomes
Lesson 1: Sample Spaces & Events
DeltaTrend Trading · intermediate
→ Analyze data using probability theory→ Make decisions under uncertainty→ Model real-world phenomena using probability
Class 11th Math | MH Board | Lecture 7 | Annual Batch 2026 - 2027 | CMA Pushkaraj Bedekar | ASPC
Ankita Swapnil Patni CA Classes · intermediate
→ Analyze data using statistical methods→ Apply probability concepts to solve problems
Physical Diversification Persists in a Market Crash
Roman Paolucci · intermediate theory
→ Calculate probabilities of market crises→ Analyze statistical relationships in financial data→ Develop risk management strategies
Why I'm Long Black Swan Events
Roman Paolucci · intermediate
→ Calculate probability of black swan events→ Assess potential losses in a market crash
Quant Interview Question #quant
quantprof · beginner
→ Analyze probability distributions→ Solve problems involving independent random variables
Lecture 9: Chernoff Bounds
MIT OpenCourseWare · beginner
→ Calculate probabilities of events using Chernoff Bounds→ Analyze the behavior of sums of random variables
Top 15 Statistics & Probability Interview Questions for Data Science (2026)
Analytics Vidhya · beginner hands-on
→ Analyze data using statistical methods→ Interpret probability distributions→ Make informed decisions based on data

Read (10 articles)

📄
How Bayesian Networks Work — Graphs, Probability, and Inference
Dev.to · shangkyu shin · 2026-05-07
📄
Math for Machine Learning: Series 3 — Probability & Statistics
Medium · Machine Learning · 2026-06-18
📄
What are Probability Distributions?
Dev.to · Dev Patel · 2025-07-24
📄
The 100 Prisoners Problem: Permutation Cycles and the 31% Miracle
Dev.to · White Oak Intelligence · 2026-05-31
📄
Amoeba Extinction Probability: The Branching Process Solution
Dev.to · White Oak Intelligence · 2026-05-31
📄
The Monty Hall Problem: Why Switching Wins 2/3 of the Time
Dev.to · White Oak Intelligence · 2026-05-31