data_and_decision_sciences.md

• Data Science
  • Statistics
  • Machine Learning
  • Reinforcement Learning
  • Time Series
  • Natural Language Processing
• Operations Research
  • Mathematical Programming
  • Constraints Programming
  • Maths for Optimization
  • Energy Decision Science

Data Science:

Statistics:

The Analytical Edge 🎥 💻

Introduction to Statistical Learning, :link: quick access: book, :orange_book: Mooc 🎥

Elements of Statistical Learning, :link: quick access: book 📙

Computer Age Statistical Inference 📙

Predictive Modeling 📙

Statistical Rethinking: A Bayesian Course Using R and Stan 🎥 with notebooks 💻 Book draft site 🔗 📙

Causal Inference 📙

Machine Learning:

Stanford Ng Course

Caltech Learning fron data

Machine Learning from Scratch

Nando De Freitas: ML Undergrad, ML Grad, Deep Learning

Data-Driven Science & Engineering & Control Bootcamp

fast.ai deep learning course by Jeremy Howard

Hugo Larochelle - Cours RN

Interpretable ML

Deep Learning Papers Road Map

Awesome Decision Tree Research Papers

Reinforcement Learning:

Bandit Algorithms

Berkeley AI CS188 version: 2014 or youtube 2015

Reinforcement Learning Sutton & Barto

W Powell: Sequential Decision Analytics and Modeling - Modeling with Python and Code Repo Also link to How to read RLSO

Time Series:

Forecasting Principles & Practice Here are notes with chapter on state space methods

IIT Applied Time Series Analysis

HMM tutorial

Natural Language Processing:

Stanford Course on NLP with Deep Learning

Operations Research:

Mathematical Programming:

IIT Madras Courses: Basics, Basics old format and Advanced

Courses by P. Wen Shen: Linear Programming, Numerical Computation and Numerical Computation tutorial vids

EDX MIT Optimization Methods Business Analytics and Applied Mathematical Programming

Constraint Programming:

Minizinc Tutorial

Constraint Solving and Planning with Picat

Maths for Optimization

Numerical Linear Algbra Course

Advanced Linear Algebra and LAFF-On Programming for High Performance

Algebra, Topology, Di↵erential Calculus, and Optimization Theory For Computer Science and Engineering

Stanford Convex Optimization quick access: Book, Mooc, Youtube

Dynamic Programming & Optimal Control, Quick access to ADP videos

Radomized Linear Algebra Lecture notes

Energy Decision Science:

Renewables in Electricity Markets

Open Electricity Economics

DTU Optimizations for Energy Playlist:

• DTU CEE Summer School 2019
• Advanced Game-Theoretic Models
• DTU CEE Summer School 2018
• Advanced Optimization and Game Theory for Energy Systems - J. Kazempour
• DTU Summer School 2022: Advanced Optimization, Learning, and Game-Theoretic Models in Energy Systems
• Jalal Kazempour Courses

ENPC:

• PGMO Optimisation et Contôle
• PGMO Modélisation pour la gestion durable des ressources naturelles

EPFL:

• Modeling & Optimization of Energy Systems
• Energy Conversion and Renewables Energy
• Advanced Energetic

Bi-level Optimization in Energy