Class Resources Below are the cumulative resources cited in this class. Hopefully this will be useful for the semester and beyond. Textbooks Think Stats: Exploratory Data Analysis in Python, Second Edition Think Bayes: Bayesian Statistics Made Simple Introduction to Probability and Statistics Probability Introduction to Probability Discrete Distributions Discrete Distributions What Does Randomness Look Like? (Spoiler: Poisson Distribution) Continuous Distributions Continuous Random Variables Continuous Random Distributions T-Distribution vs. Normal Distribution Central Limit Theorem Central Limit Theorem and the Law of Large Numbers Central Limit Theorem and its Implications for Statistical Inference Statistics Introduction to Statistics Statistics Cheat Sheet Descriptive Statistics Unlearning Descriptive Statistics Exploratory Data Analysis - Jupyter Notebook Summary Statistics - Jupyter Notebook Hypothesis Testing Introduction to Hypothesis Testing More Hypothesis Testing Even More Hypothesis Testing Running Chi-Square Tests With Die Roll Data in Python Bootstrapping Bootstrap Confidence Intervals Software Jupyter Notebook Getting Started With Jupyter Notebook for Python Jupyter Notebook Keyboard Shortcuts and Text Snippets for Beginners Pandas Intro to Pandas Data Structures Things in Pandas I Wish I'd Known Earlier Data Visualization Matplotlib Tutorial Python Plotting With Matplotlib (Guide) Top 50 Matplotlib Visualizations Python Graph Gallery Why We Love The CDF And Do Not Like Histograms That Much Mistakes, We've Drawn a Few Git Git - The Simple Guide Git Cheat Sheet Life News Articles Referenced In Class Most Canadians Are Now Better Off Than Most Americans A Look At the Social Media Followers of Current 2020 Presidential Candidates Other News Articles What Statistics Can and Can't Tell Us About Ourselves Where Quantum Probability Comes From (Optional) Artifical Intelligence Takes On Earthquake Prediction Scientists Rise up Against Statistical Significance How I Eat For Free in NYC Using Python, Automation, Artificial Intelligence, and Instagram How Randomness Can Arise From Determinism Life as a Data Scientist 12 Things I Wish I'd Known Before Starting as a Data Scientist Ten Lessons I Learned While Teaching Myself to Code
