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Might want to use Anaconda to decompile those if they're Games Factory 2 / MMF2 era games. #9 Hope this ain't too much of a necropost (last post was January of this year at least), but what happens/does it mean if the Clickteam file gets a "stop status encountered" error when trying to extract? #10 Hope this ain't too much of a necropost (last post was January of this year at least), but what happens/does it mean if the Clickteam file gets a "stop status encountered" error when trying to extract? Doesn't sound good though, maybe the .MFA file is incompatible with that version? #11 Aha, Beavis & Butthead, another man of culture! ;)It is quite a sporadic error, as there's no pattern as to which .cca/TGF .gams it seems to pop up on, out of the files I've tried the Extractor on. #12 Aha, Beavis & Butthead, another man of culture! ;)It is quite a sporadic error, as there's no pattern as to which .cca/TGF .gams it seems to pop up on, out of the files I've tried the Extractor on. that's what I'm gonna guess then, I don't think anaconda can decomp the absolute latest stuff afaik?

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Into overall model behavior and local explanations for individual predictions.At the interpretable end of the spectrum, lenders can opt for models that are inherently transparent by virtue of their simple, linear structure. Examples include:Logistic regressionDecision rules Explainable Boosting Machines (EBMs)Generalized Additive Models (GAMs)What these "glass box" models sacrifice in accuracy, they make up for in intuitive explanations. A logistic regression credit model, for instance, outputs a simple linear equation where the impact of each input variable on default probability is immediately apparent from its coefficient. To boost the performance of these interpretable models, researchers have proposed techniques like EBMs and GAMs that introduce some nonlinearity while preserving explanatory power. Google‘s InterpretML package offers open-source implementations.For cases where the superior accuracy of a complex model is needed, post-hoc XAI techniques can help users make sense of predictions without sacrificing performance. Popular methods include:SHAP (SHapley Additive exPlanations): Measures the marginal contribution of each feature to a prediction by computing Shapley values. Can produce both global feature importance plots and local explanations in the form of force plots.import shapexplainer = shap.TreeExplainer(xgb_model)shap_values = explainer.shap_values(X)shap.summary_plot(shap_values, X, plot_type="bar")LIME (Local Interpretable Model-agnostic Explanations): Generates local explanations for a single prediction by fitting a simple, interpretable model (e.g. linear regression) to samples around the data point. Helps users understand how the black box behaves in a particular region.import limeimport lime.lime_tabularexplainer = lime.lime_tabular.LimeTabularExplainer(X, mode="classification") explanation = explainer.explain_instance(X[i], rf_model.predict_proba)explanation.show_in_notebook()For a credit model declining a loan, SHAP and LIME can surface insights like: "The top factors behind this rejection were (1) high debt-to-income ratio (2) multiple recent delinquencies (3) insufficient length of credit history." Armed with this info, the lender could provide the applicant with clearer guidance on how to improve their standing while also demonstrating model fairness to auditors.Case Studies: Putting XAI to WorkAs adoption of AI in lending accelerates,

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