The Ultimate Python Roadmap

Hi, I use The Ultimate Python Roadmap article and create my own file with that guideline.

Beginner

• Data Types
  • Lists
  • Strings
  • Tuples
  • Sets
  • Floats
  • Ints
  • Booleans
  • Dictionaries
• Control Flow/Looping
  • for loops
  • while loops
  • if/elif/else
• Arithmetic and expressions
• I/O (Input/Output)
  • Sys module
  • Standard input/output
  • Reading/writing files
• Functions
• Exceptions and Error Handling
• Basics of object oriented programming (OOP) (Simple classes).

Intermediate

• Recursion
• Regular Expressions
• More advanced OOP
  • Inheritance
  • Polymorphism
  • Encapsulation
  • Method overloading
• Data Structures
  • Linked lists
  • Stacks, Queues
  • Binary Search Trees
  • AVL Trees
  • Graphs
  • Minimum Spanning Trees
  • Hash Maps
  • Algorithms
  • Linear Search
  • Binary Search
  • Hashing
  • Quicksort
  • Insertion/Selection Sort
  • Merge Sort
  • Radix Sort
  • Depth First Search
  • Breadth First Search
  • Prim's Algorithm
  • Dijkstra's Algorithm.
• Algorithmic Complexity
  • Big O notation

Advanced - A.I. / Machine Learning/ Data science

• Statistics
• Probability
• Brute Force search
• Heuristic search
• Manhattan Distance
• Admissible and Informed Heuristics
• Hill Climbing
• Simulated Annealing
• A* search
• Adversarial Search
• Minimax
• Alpha-Beta pruning
• Greedy Algorithms
• Dynamic Programming
• Genetic Algorithms
• Artificial Neural Networks
• Backpropagation
• Natural Language Processing
• Convolutional Neural Networks
• Recurrent Neural Networks
• Generative Adversarial Networks

Advanced - Full stack web development

• Computer networks (Don't need to go into heavy detail but an understanding is necessary)
• Backend web dev tools (This is for app logic and interfacing with databases etc).
  • Flask
  • Django
• Front end framework (This is for communicating with the backend)
  • Angular 6+
  • React/Redux (These are libraries not frameworks but most consider them a framework)
• With frontend you'll also need
  • HTML
  • CSS
  • Javascript (also good to learn typescript which is used in angular. It makes writing Javascript nicer).
• Relational database (Pick one and learn it, they're all quite similar)
  • MySQL
  • PostgreSQL
• Non-relational
  • MongoDB
  • Apache Cassandra (Wide-Column)
• Caching Systems
  • MemcacheD
  • Redis
• Cloud Computing (Knowledge of cloud computing is important nowadays)
  • AWS (Offers the most services and has a 1 year free tier) Google Cloud
  • Azure
• Other 'Must Knows'
  • Version Control
  • Git (start using Github straight away, it's your portfolio!!!)
  • SQL (Relational and Non-Relational Databases - Almost everywhere nowadays)
  • Code Quality / Engineering Best Practices
  • Basics of Cloud Computing - Pick a provider and start learning (AWS recommended - biggest selection of services)
  • Scalable Systems Design - (https://github.com/donnemartin/system-design-primer)