Projects
ArtificialEconomist.com Economoose.com YetiPredict.com
Notes
Logic, the natural numbers and computability Algebra Real and complex analysis
Geometry Non-relativistic field theory Rigid body physics
Computer science and integer RISC instructions (ARM)Floating point algorithms Freestanding C Data structures and algorithms
Univariate probability Multivariate probability Univariate time series Multivariate time series Probabilistic Turing machines and algorithms, and encryption
Neural networks Computer vision Statistics for audio and text, and multi-modal models
Statistical mechanics Relativistic field theory Quantum mechanics and quantum computing Chemistry and geology Biology Engineering Electronics
Manufacturing CPUs and peripherals Floating Point Units (FPUs), cache, other Reduced Instruction Set Computers (RISC) and Complex Instruction Set Computers (CISC)Audio 2D graphics 3D graphics Multithreading, multi-core CPUs, Graphics Processing Units, and Single Instruction, Multiple Data (SIMD)
Microsoft Disk Operating System (MS-DOS)Memory Mapping Units (MMUs), protection rings, GNU/Linux and hosted C Advanced Linux: Including encrypting systems, Logical Volume Management (LVM) and Systemd Networks Single-node databases and Structured Query Language (SQL)Audio and video output in Linux, and sandboxing applications system virtual machines and hardware emulation Advanced CPU architecture, including hardware-assisted virtualisation, trusted execution environment, secure enclave and dynamic frequency scaling
Other imperative languages: Fortran, Algol, Pascal Functional languages: Meta Language (ML), Caml and Haskell C++, objects and generic programming Java, garbage collection, process virtual machines and Kotlin Other C-family languages: Rust, Nim, Zig and Objective-C Communicating sequential processes (CSP) and actor model concurrent languages: Erlang, Elixer, Swift, Go Other compiled languages: Forth, Smalltalk and Simula Scheme Other Lisp-family languages: Racket, Common Lisp, Clojure and Scala Reverse engineering
JavaScript, HyperText Markup Language (HTML), Cascading Style Sheets (CSS) and the World Wide Web (WWW), and WebAssembly (Wasm)Python R Other interpreted languages: STATA, Lua, Perl, Ruby, Julia, PHP and FreeBASIC
Specific Linux distributions and OS-level virtualisation with Docker Distributed computing Integrated Development Environments (IDEs)Android
FreeBSD and OpenBSD Windows 3.x, Windows 9x and Windows NT Classic Mac OS, macOS and iOS
Decision and game theory General equilibrium Industrial organisation Money, banking and finance Microeconomics Macroeconomics Public choice History Epistemology and ontology Political science and philosophy

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Python

Basic

Numbers, booleans and dynamic typing in Python

Lists, tuples and immutablility AND Lambda functions

Functions

Functions and more on dynamic typing

Classes

Error handling and memory management

Reference counting and del

Garbage collection and the heap in Python

Cont.

Unix shell integration

The Python interpreter

Standard library

os, sys, subprocess

Reading and saving data with pickle, xml, csv

math, cmath, random, statistics

Standard library: Data types

Linked lists, sets, queues, stacks and nodes

Standard library: Parallel processing and async

Multithreading and the Global Interpreter Lock (GIL)

Implementations of Python

cpython and pypy

Writing modules and libraries

Writing modules using python

Writing modules using c and cython

Accessing modules

Managing different package versions

Managing different Python versions

Managing multiple versions of Python with pyenv and pipenv

Basic scientific libraries

Other scientific libraries

Tensor libraries

tensorflow and keras

IPython and Jupyter

conda

Please select a chapter from the left.

Preface

This is a live document, and is full of gaps, mistakes, typos etc.