learning-notes

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Learning Notes

• Data Structure
• Algorithm
• Programming
  • C/C++
  • Python
  • Rust
  • Go
  • Java
  • Assembly
  • Ocaml
  • Compiler
• Systems
  • Linux
  • Docker
  • VM
  • Cloud
  • Big Data
  • Distributed and cluster computing
  • Machine Learning System Design
• Security
  • Malware Analysis
  • Reverse Engineering
  • Radare2
  • Hacking
  • DDoS
  • Security Cheatsheets
  • IoT

Machine Learning

• Maths
• Machine Learning
• Deep Learning
• Variational Autoencoders, from Amine M‘Charrak
• VAE and ELBO surgery
• Pattern Recognition And Machine Learning
  • Ch1 Introduction
  • Ch2 Probability Distributions
  • Ch3 Linear Models for Regression and Classification
  • Ch5 Neural Networks
  • Ch8 Graphical Models
  • Ch9 Mixture Models and EM
• Code and Notebooks for Pattern Recognition and Machine Learning
• Reinforcement Learning
• Image Processing 100 Questions

Data Engineer

roadmap: https://github.com/datastacktv/data-engineer-roadmap

• Workflow scheduling

Resources

• why_functional_programming
• Courses
  • Computer Science Courses
  • List of awesome university courses for learning Computer Science
  • List of Computer Science courses with video lectures