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    Resources for learning statistics and data science

  • Understanding Deep Learning
  • Beyond Multiple Linear Regression
  • Causal Inference for The Brave and True (using Python)
  • Probabilistic Programming and Bayesian Methods for Hackers
  • Earth and environment data science
  • Network data science
  • Climate Econometrics
  • Geographic Data Science
  • Data visualisation using Python
  • Computational and inferential Thinking
  • The Turing way
  • The Effect: An Introduction to Research Design and Causality
  • Regression and other stories, free online version of book.
  • MIT open, intro to statistics
  • MIT Open, statistics for applications
  • Applied Time Series Analysis for Fisheries and Environmental Sciences
  • Econometrics with R
  • Quant Econ (not strictly just econometrics)
  • Penn State Online notes for applied time series analysis
  • Online book for deep learning
  • Interpretative machine learning