{"repo":"python-adaptive/adaptive","free":true,"listed":false,"github":"https://github.com/python-adaptive/adaptive","clone":"git clone https://github.com/python-adaptive/adaptive.git","description":":chart_with_upwards_trend: Adaptive: parallel active learning of mathematical functions","language":"Python","stars":1225,"topics":["adaptive-learning","machine-learning","python","live-plots","parallel-computing","adaptive-sampling","parallel","adaptive","active-learning"],"license":"BSD-3-Clause","category":"machine-learning","readme_excerpt":"Adaptive : Parallel Active Learning of Mathematical Functions Adaptive is an open-source Python library that streamlines adaptive parallel function evaluations. Rather than calculating all points on a dense grid, it intelligently selects the \"best\" points in the parameter space based on your provided function and bounds. With minimal code, you can perform evaluations on a computing cluster, display live plots, and optimize the adaptive sampling algorithm. Adaptive is most efficient for computations where each function evaluation takes at least ≈50ms due to the overhead of selecting potentially interesting points. To see Adaptive in action, try the example notebook on Binder or explore the tutorial on Read the Docs. [ToC] 📚 - Key features - Example usage - Exporting Data - Implemented Algorithms - Installation - Faster triangulation (optional) - Development - Citing - Draft Paper - Credits Key features - 🎯 Intelligent Adaptive Sampling : Adaptive focuses on areas of interest within a function, ensuring better results with fewer evaluations, saving time, and computational resources. - ⚡ Parallel Execution : The library leverages parallel processing for faster function evaluations, making optimal use of available computational resources. - 📊 Live Plotting and Info Widgets : When working in Jupyter notebooks, Adaptive offers real-time visualization of the learning process, making it easier to monitor progress and identify areas of improvement. - 🔧 Customizable Loss Functions ","default_branch":null,"files":null,"tree":[],"storefront":"/r/python-adaptive","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/python-adaptive/adaptive/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}