1. Genetic Algorithms#
Study Anki Cards
https://ankiweb.net/shared/info/862684562
DEAP Framework
Common Genetic Strategies
Backlog
[ ] Add All Mutation Streategies from Medium into cards.
1.1. Content#
Must Finish
[ ] Constrait Satisfaction Problem (5)
[ ] Optimizing Continuous Problem (6)
[ ] Other Evolutionary and Bio Inspired Competition Techniques (12)
Leave for Later
[ ] Enhancing Machine Learning Models using Featured Selection.
[ ] Hyperparameter Tuning of Machine Learning Models.
[ ] Architecture Optimization of Neural Networks.
[ ] reinforcement learning with Genetic Algorithms
[ ] Genetic Image reconstruction
Notes
Mainly will be using DEAP Framework
1.1.1. Backlog#
[ ] Traveling Salesman With Time Frame Own Implementation
[ ] Try using Cooperative Coevolution [^coop]
[ ] Try the Artificial Ant Problem
[^coop] Cooperative Coevolution is a method that uses multiple populations to solve a problem. Each population is responsible for solving a part of the problem. The populations are evolved separately, and their solutions are combined to form a solution to the complete problem.
