Minion gams
Author: G | 2025-04-24
Minion Masters, free and safe download. Minion Masters latest version: Minion Masters: A Strategic Action Game. Minion Masters is an action-packed gam Minion Masters, free and safe download. Minion Masters latest version: Minion Masters: A Strategic Action Game. Minion Masters is an action-packed gam
GAM/src/gam-install.sh at main GAM-team/GAM - GitHub
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? 437.1 KBPlatform: Windows Spool Queue Viewer++ is a feature rich spool queue viewer that windows should have by default, we have taken it to the next level.. Spool Queue Viewer++ is a feature rich spool Queue viewer that windows should have by default, we have taken it to the next level... many features include viewing of all printers and number of print jobs, view tray, pages, paper size, dpi, collate, color / BW, priority, duplex mode, copies, job id & orientation of each print job in the spool Queue at a glance. Change the... Category: Utilities / PrintersPublisher: Traction Software, License: Shareware, Price: USD $59.95, File Size: 42.3 MBPlatform: Windows, Other With Printgroove POD Queue working for you, you’re able to optimise device management on your print floor for any kind of job. With Printgroove POD Queue working for you, you’re able to optimise device management on your print floor for any kind of job. Printgroove POD Queue will recommend the most suitable output device based on speed or cost, and can forward jobs automatically. In addition, jobs can be split up among separate devices for optimal speed and efficiency, then automatically merged... Category: Multimedia & Design / Multimedia App'sPublisher: KONICA MINOLTA, License: Freeware, Price: USD $0.00, File Size: 8.1 MBPlatform: Windows Business Process Modeling, Modeling Business Simulation, Business Process Modeling Method Simulation, Business Process Modeling (Strategic Analysis, Management). . Business Process Modeling, Modeling Business Simulation, Business Process Modeling Method Simulation, Business Process Modeling (Strategic Analysis, Management) Category: Business & Finance / ApplicationsPublisher: License: Shareware, Price: USD $25.00, File Size: 1.6 MBPlatform: Windows The General Algebraic Modeling System (GAMS) is a high-level modeling system for mathematical programming and optimization. The General Algebraic Modeling System (GAMS) is a high-level Modeling system for mathematical programming and optimization. It consists of a languageGAM/README.md at main GAM-team/GAM - GitHub
Compiler and a stable of integrated high-performance solvers. GAMS is tailored for complex, large scale Modeling applications, and allows you to build large maintainable models that can be adapted quickly to new situations. Category: Multimedia & Design / Digital Media EditorsPublisher: GAMS Development, License: Shareware, Price: USD $0.00, File Size: 67.7 MBPlatform: Windows Print Queue Manager adds a level of control to your print queues that is above and beyond any Windows functionality. Print Queue Manager adds a level of control to your print queues that is above and beyond any Windows functionality. Manage Print Jobs, Print Queues, and Print Traffic over your network and have full control of your printing resources with Print Queue Manager. Corporations are in need of a product which simplifies Help Desk tasks and printing requests. ... Category: Utilities / PrintersPublisher: Software Shelf International Inc, License: Shareware, Price: USD $0.00, File Size: 0Platform: Windows Quantrix Modeler Professional Edition is a business modeling and analytics solution that offers unmatched capability for forecasting, planning, budgeting, data modeling, risk modeling and more. Quantrix Modeler Professional Edition is a business Modeling and analytics solution that offers unmatched capability for forecasting, planning, budgeting, data Modeling, risk Modeling and more. With robust presentation capabilities, it is a great solution for developing and presenting models to colleagues, clients and executive decision-makers. Category: Business & Finance / Business FinancePublisher: Quantrix, License: Shareware, Price: USD $1549.00, File Size: 677.1 MBPlatform: Windows This Microsoft Threat Analysis Modeling Tool will no longer be our primary tool. This Microsoft Threat Analysis Modeling Tool will no longer be our primary tool. We are providing this tool (binaries and code) for people who have older projects where they previously used this tool and for in flight teams that started their threat model with this tool. Threat Modeling is based. Minion Masters, free and safe download. Minion Masters latest version: Minion Masters: A Strategic Action Game. Minion Masters is an action-packed gam Minion Masters, free and safe download. Minion Masters latest version: Minion Masters: A Strategic Action Game. Minion Masters is an action-packed gamgams/galleryplayer.js.download at main raghavsharma677/gams
(7.9k, 9 votes)Minion Rush 2(5.2k, 1 vote)Minecraft Game New Mode(4.2k, 1 vote)Minions fly to NYC(4.2k, 1 vote)Bus Game Drive(4.1k, 4 votes)Minion Hand Doctor Game Online ..(4.1k, 1 vote)Minions Star Wars Jigsaw Puzzle(4k, 5 votes)Minion Wedding Hairstyles(3.9k)Crazy Ramp Sky(3.9k)Blob.io(3.8k)Bus Driving Amazing(3.8k, 1 vote)Tank VS Minions(3.7k, 1 vote)Princess or Minion(3.6k)Dominos Pizza Maker(3.5k)Car Best Parking(3.5k)Crazy 4x4 Driving(3.4k, 2 votes)Giant Push(3.3k)Bus Game Driving(3.2k)MCATLANTS(3.2k)Make The Pizza(3.2k)Forest(3k)Minions Memory Match Up(3k)Rooms of Doom - Minion Madness(2.9k)What The Hen(2.9k)Yes Man Coloring(2.8k)Minions Jigsaw Puzzle(2.7k)Make Pizza Master(2.7k)Jungle Jigsaw Puzzle(2.7k)Minion Jigsaw(2.7k, 1 vote)Despicable Me Printable Colorin..(2.7k)Popsy Humanization(2.7k)Cut the Rope Mickey(2.6k)Candy Crush Saga 3D(2.6k)Shadow Boys Adventures(2.6k)Fall Beans 2023(2.3k)Dentist Game - Best(2.2k)Make Pizza Kids(2.2k)Rise Minions Maker(2.1k)Bubble Shooter 2023(2.1k)Kingdom of Pixels(2.1k)Minions Jigsaw(2k)Temple Scientist Run 3 Magic Fl..(1.7k)Pop Baloon Baby(1.6k)Stuart the Minion Jigsaw Puzzle(67)Mini Games Relax Collection 2(20.9k, 5 votes)Swarm Queen(5.7k, 2 votes)Minion Pregnancy(5k, 1 vote)Minion Patient Nose Doctor(4.7k, 5 votes)Minion Surgeon(4.5k)Minion Carnaval(4.5k, 5 votes)Minion Emergency(4.4k, 2 votes)Minion Groom the Room(3.7k, 7 votes)Minion Brain Doctor(3.2k, 7 votes)Minions Real Haircuts(3.2k, 3 votes)Minion Foot Doctor(3.1k, 2 votes)Minion Face Tattoo(3k, 1 vote)Minion Injured Helpame(3k, 1 vote)Agnes Playground Accident(2.9k)Minion Babies(2.9k, 2 votes)Minion Throat Doctor(2.9k, 6 votes)Minion Birthday Cake(2.9k, 4 votes)Minion Girl and the New Born Ba..(2.8k, 2 votes)Evil Minion Eye Doctor(2.8k, 1 vote)Minion Nose Doctor(2.6k)Minion Baby(2.5k, 2 votes)Minion Girl Wedding Party(2.5k, 1 vote)Minion Cooking Banana Cake(2.4k, 1 vote)Minion Hair Salon(2.4k)Minion Zombie Survival(2.3k)Minion Girl Hair Salon(2.2k)Baby Minion Washing Clothes(2.2k, 6 votes)Minion Laboratory Cleaning(1.8k, 2 votes)Minion Tooth Problems(1.8k, 1 vote)Minion March Training(1.3k, 2 votes)Minion at the Dentist(1.3k, 1 vote)Minion Flies To NYC(1.1k, 1 vote)Minions Lecture Hall Slacking(892, 3 votes)Minions Coloring Book(664, 2 votes)Minions Real Cooking 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,Error 143 - GAMS - GAMS - Forum
Cube Minion Rush: A Colorful Block-Breaking AdventureCube Minion Rush is an exciting block-breaking game available for Android devices. In this game, players must break as many blocks as possible to advance through the levels. With its vibrant colors and addictive gameplay, Cube Minion Rush is sure to keep players entertained for hours.The game combines the elements of a puzzle game and a snake game. Players control a snake-like character that must merge with different colored blocks to grow bigger. The goal is to break the blocks with the number 20 on them and collect the corresponding number of balls. However, players must be careful not to run out of minions, as the game will end if the snake eats a brick.Cube Minion Rush features simple and realistic controls, allowing players to swipe their finger to guide the snake and merge the humans. The game offers endless gameplay, ensuring that players can continue their block-breaking adventure for as long as they want. With its full HD graphics and realistic physics, Cube Minion Rush provides a visually stunning experience.Download Cube Minion Rush for free and embark on a colorful and challenging block-breaking adventure. Whether you're a kid, an adult, or a young boy or girl, this ultimate color snake game is sure to captivate you. Play offline and improve your score as you break as many colorful blocks as you can. Don't forget to leave your feedback if you enjoy the game!Program available in other languagesСкачать Cube Minion Rush [RU]Download Cube Minion Rush [NL]Descargar Cube Minion Rush [ES]下载Cube Minion Rush [ZH]Pobierz Cube Minion Rush [PL]تنزيل Cube Minion Rush [AR]Cube Minion Rush indir [TR]Scarica Cube Minion Rush [IT]ダウンロードCube Minion Rush [JA]Télécharger Cube Minion Rush [FR]ดาวน์โหลด Cube Minion Rush [TH]Ladda ner Cube Minion Rush [SV]Cube Minion Rush 다운로드 [KO]Tải xuống Cube Minion Rush [VI]DownloadReleases GAM-team/GAM - GitHub
Stuart or Bob? Because my love for you is one in a Minion.""Are you a Minion movie sequel? Because I can't wait for more.""Are you Agnes's unicorn? Because you're something I've always dreamed of.""You must be El Macho. Because you've just wrestled my heart into submission.""Are you Illumination Entertainment? Because you light up my life.""Could you be my Gru? Because I think I've found my partner in crime.""You might not be a Minion, but I can't help but minion-ver you.""Do you know CPR? Because your beauty takes my breath away, just like a minion series marathon.""Can you see a minion in my life? Because without you, it's just black and white.""Do you know the Minion song? Because you just shuffled the playlist of my heart.""Can I borrow a kiss? I promise to give it back ten-fold, just like a minion slapstick.""Are you a Gru? Because I need a boss like you in my life.""You must be an evil Minion. Because the moment you entered the room, everything else became a blur.""Can I be the minion to your banana? Because I find you a-peeling.""If I were a minion, you would be my only language.”"Are you related to Gru? Because I am ‘fallin’ for you."Cheesy Minion Pick Up Lines (2025)If the adorable, gibberish-speaking yellow minions from Despicable Me have a special place in your heart, then this blog post is perfect for you. We have compiled a list of amusing and somewhat cheesy "minion-" pick-up lines that you can use to lighten. Minion Masters, free and safe download. Minion Masters latest version: Minion Masters: A Strategic Action Game. Minion Masters is an action-packed gamTAMING GAM - A practical guide to GAM and
1-38 ⇒ 11-80 + 2% lane minion current HP at minute 1-42Ranged minion HP: 296-485 at minute 1-38 ⇒ 284-600 at minute 1-56Ranged minion AD: 24.5-120.5 at minute 1-38 ⇒ 21-125 + 4% lane minion current HP at minute 1-45First cannon minion: Wave 3 ⇒ Wave 4Cannon minion HP: 912-2900 at minute 2-38 ⇒ 920-2960 at minute 2:30-38Cannon minion AD: 41.5-77.5 at minute 2-38 ⇒ 39-73.5 + 6% lane minion current HP at minute 2:30-38Cannon minion HP scaling stops: 175 minutes ⇒ 90 minutesCannon minion AD scaling stops: 7 days ⇒ 90 minutesSuper minion HP scaling stops: 150 minute ⇒ 90 minutesSuper minion AD: 230 + 5 per 1.5 minutes ⇒ 215 + 5 per 1.5 minutesSuper minion AD scaling stops: 300 minutes ⇒ 90 minutesMiscellaneous RulesMinion XP range: 1400 ⇒ 1500Minion-turret and minion-champion damage: 50% ⇒ 55%Ambient gold start time: 1:50 ⇒ 1:40. Functionally everyone has 20.4 more gold.TurretsHeat damage amp: 40% per stack (220% max damage) ⇒ 50% per stack (250% max damage)Heat duration: 3 ⇒ 5 secondsFortification damage reduction: 85% ⇒ 50%Champion BountiesRiot GamesNegative Bounties: No longer ignores the first -50 goldKill/assist gold per 1 negative bounty: 4 ⇒ 5SwiftplaySwiftplay is coming to League of Legends in select regions with patch 2025.S1.1! Swiftplay is a faster way to experience authentic Summoner's Rift gameplay that's focused on letting all 10 players experience their champion's fantasy within a game of League with the same skill tests, but doesn't punish early game disadvantages nearly as hard. This means making sure everyone gets a chance for their champions to lane, teamfight, scale and test their champion's limits. Check out the Swiftplay dev blog for more details!This initial release is in regions that already have an unranked Summoner's Rift queue option besides Quickplay (so Normal Draft).Quickplay has been replaced with Swiftplay in the following shards:North AmericaLatin America NorthLatin America SouthEurope WestEurope Nordic & EastBrazilRussiaTurkeyTaiwanVietnamAdditionally, all queues of Co-Op versus AI have been updated with the gameplay rules of Swiftplay!SR Ranked Season 1, 2025APEX Duo MMR restriction will be temporarily disabled for 25.S1.1, same as every season start, and will be turned backComments
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?
2025-04-23437.1 KBPlatform: Windows Spool Queue Viewer++ is a feature rich spool queue viewer that windows should have by default, we have taken it to the next level.. Spool Queue Viewer++ is a feature rich spool Queue viewer that windows should have by default, we have taken it to the next level... many features include viewing of all printers and number of print jobs, view tray, pages, paper size, dpi, collate, color / BW, priority, duplex mode, copies, job id & orientation of each print job in the spool Queue at a glance. Change the... Category: Utilities / PrintersPublisher: Traction Software, License: Shareware, Price: USD $59.95, File Size: 42.3 MBPlatform: Windows, Other With Printgroove POD Queue working for you, you’re able to optimise device management on your print floor for any kind of job. With Printgroove POD Queue working for you, you’re able to optimise device management on your print floor for any kind of job. Printgroove POD Queue will recommend the most suitable output device based on speed or cost, and can forward jobs automatically. In addition, jobs can be split up among separate devices for optimal speed and efficiency, then automatically merged... Category: Multimedia & Design / Multimedia App'sPublisher: KONICA MINOLTA, License: Freeware, Price: USD $0.00, File Size: 8.1 MBPlatform: Windows Business Process Modeling, Modeling Business Simulation, Business Process Modeling Method Simulation, Business Process Modeling (Strategic Analysis, Management). . Business Process Modeling, Modeling Business Simulation, Business Process Modeling Method Simulation, Business Process Modeling (Strategic Analysis, Management) Category: Business & Finance / ApplicationsPublisher: License: Shareware, Price: USD $25.00, File Size: 1.6 MBPlatform: Windows The General Algebraic Modeling System (GAMS) is a high-level modeling system for mathematical programming and optimization. The General Algebraic Modeling System (GAMS) is a high-level Modeling system for mathematical programming and optimization. It consists of a language
2025-04-21Compiler and a stable of integrated high-performance solvers. GAMS is tailored for complex, large scale Modeling applications, and allows you to build large maintainable models that can be adapted quickly to new situations. Category: Multimedia & Design / Digital Media EditorsPublisher: GAMS Development, License: Shareware, Price: USD $0.00, File Size: 67.7 MBPlatform: Windows Print Queue Manager adds a level of control to your print queues that is above and beyond any Windows functionality. Print Queue Manager adds a level of control to your print queues that is above and beyond any Windows functionality. Manage Print Jobs, Print Queues, and Print Traffic over your network and have full control of your printing resources with Print Queue Manager. Corporations are in need of a product which simplifies Help Desk tasks and printing requests. ... Category: Utilities / PrintersPublisher: Software Shelf International Inc, License: Shareware, Price: USD $0.00, File Size: 0Platform: Windows Quantrix Modeler Professional Edition is a business modeling and analytics solution that offers unmatched capability for forecasting, planning, budgeting, data modeling, risk modeling and more. Quantrix Modeler Professional Edition is a business Modeling and analytics solution that offers unmatched capability for forecasting, planning, budgeting, data Modeling, risk Modeling and more. With robust presentation capabilities, it is a great solution for developing and presenting models to colleagues, clients and executive decision-makers. Category: Business & Finance / Business FinancePublisher: Quantrix, License: Shareware, Price: USD $1549.00, File Size: 677.1 MBPlatform: Windows This Microsoft Threat Analysis Modeling Tool will no longer be our primary tool. This Microsoft Threat Analysis Modeling Tool will no longer be our primary tool. We are providing this tool (binaries and code) for people who have older projects where they previously used this tool and for in flight teams that started their threat model with this tool. Threat Modeling is based
2025-04-06(7.9k, 9 votes)Minion Rush 2(5.2k, 1 vote)Minecraft Game New Mode(4.2k, 1 vote)Minions fly to NYC(4.2k, 1 vote)Bus Game Drive(4.1k, 4 votes)Minion Hand Doctor Game Online ..(4.1k, 1 vote)Minions Star Wars Jigsaw Puzzle(4k, 5 votes)Minion Wedding Hairstyles(3.9k)Crazy Ramp Sky(3.9k)Blob.io(3.8k)Bus Driving Amazing(3.8k, 1 vote)Tank VS Minions(3.7k, 1 vote)Princess or Minion(3.6k)Dominos Pizza Maker(3.5k)Car Best Parking(3.5k)Crazy 4x4 Driving(3.4k, 2 votes)Giant Push(3.3k)Bus Game Driving(3.2k)MCATLANTS(3.2k)Make The Pizza(3.2k)Forest(3k)Minions Memory Match Up(3k)Rooms of Doom - Minion Madness(2.9k)What The Hen(2.9k)Yes Man Coloring(2.8k)Minions Jigsaw Puzzle(2.7k)Make Pizza Master(2.7k)Jungle Jigsaw Puzzle(2.7k)Minion Jigsaw(2.7k, 1 vote)Despicable Me Printable Colorin..(2.7k)Popsy Humanization(2.7k)Cut the Rope Mickey(2.6k)Candy Crush Saga 3D(2.6k)Shadow Boys Adventures(2.6k)Fall Beans 2023(2.3k)Dentist Game - Best(2.2k)Make Pizza Kids(2.2k)Rise Minions Maker(2.1k)Bubble Shooter 2023(2.1k)Kingdom of Pixels(2.1k)Minions Jigsaw(2k)Temple Scientist Run 3 Magic Fl..(1.7k)Pop Baloon Baby(1.6k)Stuart the Minion Jigsaw Puzzle(67)Mini Games Relax Collection 2(20.9k, 5 votes)Swarm Queen(5.7k, 2 votes)Minion Pregnancy(5k, 1 vote)Minion Patient Nose Doctor(4.7k, 5 votes)Minion Surgeon(4.5k)Minion Carnaval(4.5k, 5 votes)Minion Emergency(4.4k, 2 votes)Minion Groom the Room(3.7k, 7 votes)Minion Brain Doctor(3.2k, 7 votes)Minions Real Haircuts(3.2k, 3 votes)Minion Foot Doctor(3.1k, 2 votes)Minion Face Tattoo(3k, 1 vote)Minion Injured Helpame(3k, 1 vote)Agnes Playground Accident(2.9k)Minion Babies(2.9k, 2 votes)Minion Throat Doctor(2.9k, 6 votes)Minion Birthday Cake(2.9k, 4 votes)Minion Girl and the New Born Ba..(2.8k, 2 votes)Evil Minion Eye Doctor(2.8k, 1 vote)Minion Nose Doctor(2.6k)Minion Baby(2.5k, 2 votes)Minion Girl Wedding Party(2.5k, 1 vote)Minion Cooking Banana Cake(2.4k, 1 vote)Minion Hair Salon(2.4k)Minion Zombie Survival(2.3k)Minion Girl Hair Salon(2.2k)Baby Minion Washing Clothes(2.2k, 6 votes)Minion Laboratory Cleaning(1.8k, 2 votes)Minion Tooth Problems(1.8k, 1 vote)Minion March Training(1.3k, 2 votes)Minion at the Dentist(1.3k, 1 vote)Minion Flies To NYC(1.1k, 1 vote)Minions Lecture Hall Slacking(892, 3 votes)Minions Coloring Book(664, 2 votes)Minions Real Cooking
2025-04-06Into 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,
2025-04-18Cube Minion Rush: A Colorful Block-Breaking AdventureCube Minion Rush is an exciting block-breaking game available for Android devices. In this game, players must break as many blocks as possible to advance through the levels. With its vibrant colors and addictive gameplay, Cube Minion Rush is sure to keep players entertained for hours.The game combines the elements of a puzzle game and a snake game. Players control a snake-like character that must merge with different colored blocks to grow bigger. The goal is to break the blocks with the number 20 on them and collect the corresponding number of balls. However, players must be careful not to run out of minions, as the game will end if the snake eats a brick.Cube Minion Rush features simple and realistic controls, allowing players to swipe their finger to guide the snake and merge the humans. The game offers endless gameplay, ensuring that players can continue their block-breaking adventure for as long as they want. With its full HD graphics and realistic physics, Cube Minion Rush provides a visually stunning experience.Download Cube Minion Rush for free and embark on a colorful and challenging block-breaking adventure. Whether you're a kid, an adult, or a young boy or girl, this ultimate color snake game is sure to captivate you. Play offline and improve your score as you break as many colorful blocks as you can. Don't forget to leave your feedback if you enjoy the game!Program available in other languagesСкачать Cube Minion Rush [RU]Download Cube Minion Rush [NL]Descargar Cube Minion Rush [ES]下载Cube Minion Rush [ZH]Pobierz Cube Minion Rush [PL]تنزيل Cube Minion Rush [AR]Cube Minion Rush indir [TR]Scarica Cube Minion Rush [IT]ダウンロードCube Minion Rush [JA]Télécharger Cube Minion Rush [FR]ดาวน์โหลด Cube Minion Rush [TH]Ladda ner Cube Minion Rush [SV]Cube Minion Rush 다운로드 [KO]Tải xuống Cube Minion Rush [VI]Download
2025-04-13