Version 2.0.0 Change models Update entire the library based on Optimizer class: Add class Problem and class Termination Add 3 training modes (sequential, thread and process) Add visualization charts: Global fitness value after generations Local fitness value after generations Global Objectives chart (For multi-objective functions) Local Objective chart (For multi-objective functions) The Diversity of population chart The Exploration verse Exploitation chart The Running time chart for each iteration (epoch / generation) The Trajectory of some agents after generations My batch-size idea is removed due to the parallel training mode User can define the Stopping Condition based on: Epoch (Generation / Iteration) - default Function Evaluati...
Version Updates 3.2.0 Add argument distr and method to dependence(). Add function ParsnipModel() fo...
Change models Bio_based: Added the latest bio-inspired meta-heuristic algorithms SBO - Satin Bowerb...
Version Updates 3.4.1 Add argument conf to set_optim_bayes(). Enable global grid expansion and tuni...
Update Add after_initialization(), termination_end() to Optimizer class Update create_solution(), ...
Update Add save and load model functionalities in mealpy.utils.io module. Add object that hold g...
Update Add n_workers variable to solve() function in Optimizer class n_workers only effect by...
Update Fix bug in roulette-wheel-selection in Optimizer Update multitask with input modes and termi...
Change models Swarm_based: Added more recently algorithm (since 2010 to 2016) OriginalALO, BaseALO ...
Change models System-based group added: Water Cycle Algorithm (WCA) Human-based group added: Im...
Change models Human_based: Added some recent human-based meta-heuristic algorithms TLO - Teaching L...
Version Updates 3.3.0 Add argument .type with options "glance" and "tidy" to summary.MLModelFit(). ...
This release brings better support for model optimization: add auto batch size matching for compari...
Change models Fix bugs in several algorithms related to Division by 0, sqrt(0), Added more algorit...
Batch mode reinforcement learning (BMRL) is a field of research which focuses on the inference of hi...
Change models Swarm_based: Added the state-of-the-art swarm-based meta-heuristic algorithms SRSR - ...
Version Updates 3.2.0 Add argument distr and method to dependence(). Add function ParsnipModel() fo...
Change models Bio_based: Added the latest bio-inspired meta-heuristic algorithms SBO - Satin Bowerb...
Version Updates 3.4.1 Add argument conf to set_optim_bayes(). Enable global grid expansion and tuni...
Update Add after_initialization(), termination_end() to Optimizer class Update create_solution(), ...
Update Add save and load model functionalities in mealpy.utils.io module. Add object that hold g...
Update Add n_workers variable to solve() function in Optimizer class n_workers only effect by...
Update Fix bug in roulette-wheel-selection in Optimizer Update multitask with input modes and termi...
Change models Swarm_based: Added more recently algorithm (since 2010 to 2016) OriginalALO, BaseALO ...
Change models System-based group added: Water Cycle Algorithm (WCA) Human-based group added: Im...
Change models Human_based: Added some recent human-based meta-heuristic algorithms TLO - Teaching L...
Version Updates 3.3.0 Add argument .type with options "glance" and "tidy" to summary.MLModelFit(). ...
This release brings better support for model optimization: add auto batch size matching for compari...
Change models Fix bugs in several algorithms related to Division by 0, sqrt(0), Added more algorit...
Batch mode reinforcement learning (BMRL) is a field of research which focuses on the inference of hi...
Change models Swarm_based: Added the state-of-the-art swarm-based meta-heuristic algorithms SRSR - ...
Version Updates 3.2.0 Add argument distr and method to dependence(). Add function ParsnipModel() fo...
Change models Bio_based: Added the latest bio-inspired meta-heuristic algorithms SBO - Satin Bowerb...
Version Updates 3.4.1 Add argument conf to set_optim_bayes(). Enable global grid expansion and tuni...