To ensure model interpretability, a range of traditional machine learning techniques were evaluated using Python’s sklearn library, including RF, LGBM, and Extreme Gradient Boosting (XGBoost), as well as ensem
The performance of our model forecast model is not adversely sensitive to arbitrary seeding of the random number generator (RNG) that controls undersampling, and S&S cross-validation. For models retrained using five consecutive integer seeds of the RNG, model confidence, alert duration, and ensemble...
OBS Pythonmaster_text_source_filev1.1 A Python script for OBS to control the text contents of multiple text sources using only one text file. See #Protocol for details about the text file. # Installation 1. Make sure that you have at least Python 3+ (for OBS versions older than v28, ...
Areas of finer refinement can be incorporated seamlessly by using the generate_multiscale_mesh function. In this case, the user passes lists of signed distance and edge length functions to the mesh generator but besides this the user API remains the same to the previous mesh generation example....
Autonomous reaction network exploration algorithms offer a systematic approach to explore mechanisms of complex chemical processes. However, the resulting reaction networks are so vast that an exploration of all potentially accessible intermediates is co
Or using Python: importosimportrequestss=requests.Session()api_base="https://api.endpoints.anyscale.com/v1"# Replace with long-lived credentials for productiontoken=YOUR_API_KEYurl=f"{api_base}/chat/completions"body={"model":"meta-llama/Llama-2-70b-chat-hf:Hint_Generator:NispySP","messages...
For an educational purpose, we develop the Python package AutoFreeFEM which generates all ingredients for shape optimization with non-linear multi-physics in FreeFEM and also outputs the expressions for use in LaTeX. As an input, the objective function and the weak form of the problem have to ...
Achieving Human Parity on Automatic Chinese to English News Translation Hany Hassan, Anthony Aue, Chang Chen, Vishal Chowdhary, Jonathan Clark, Christian Federmann, Xuedong Huang, Marcin Junczys-Dowmunt, William Lewis, Mu Li, Shujie Liu, Tie-Yan Liu, Renqian Luo, Arul Menezes, Tao Qin, ...
‘fake laser dot pattern’ was generated using the ‘snowflakes’ generator in the imgaug routines for generating weather effects, tuned to look—by eye—to a similar dot size and density to the real laser dot pattern. The network was trained by RMSProp (α= 0.99,ε= 10−8) with an ...
Transient response of the generator output voltage. Full size image Table 2 Comparison of time response, stability performance, and closed-loop poles with damping ratio for different controllers. Full size table According to Fig. 8 and Table 2, the AVR using the V-Tiger PID controller possesses...