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Resampling: This involves either oversampling the minority class or undersampling the majority class to balance the class distribution. Common techniques include:

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b. Undersampling: Removing instances from the majority class to reduce its dominance in the dataset.

Synthetic Data Generation: Techniques like Synthetic Minority Over-sampling Technique (SMOTE) create new synthetic instances for the minority class based on the existing data points, helping to balance the dataset without exact duplication.

Class Weights: In many machine learning algorithms, you can assign higher weights to the minority class during training. This way, the model gives more importance to the minority class when updating its parameters.

Ensemble Methods: Ensemble techniques like Random Forest or Gradient Boosting can be effective in handling imbalanced datasets. They can create multiple classifiers and combine their outputs, leading to better generalization and handling of imbalanced classes.

Anomaly Detection: Treat the minority class as an anomaly detection problem, using techniques like One-Class SVM or Isolation Forest to identify instances that don't belong to the majority class.

Change the Decision Threshold: By default, many classifiers use 0.5 as the decision threshold. By adjusting this threshold, you can prioritize precision or recall, depending on which class you want to focus on.

Data Augmentation: For image data, you can use data augmentation techniques like rotation, flipping, and zooming to increase the number of samples for the minority class.

Evaluate with Proper Metrics: Instead of accuracy, which can be misleading with imbalanced datasets, use evaluation metrics like precision, recall, F1-score, or area under the Receiver Operating Characteristic (ROC) curve to assess the model's performance better.

Collect More Data: If possible, try to gather more data for the minority class to improve its representation in the dataset.

It's important to note that the effectiveness of these techniques depends on the specific problem and dataset. Experiment with multiple approaches to see which one works best for your particular case. Additionally, be cautious not to overfit the model to the minority class or create a biased dataset through oversampling.

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Copier of the Fall Guys StumbleUpon Is Now the King of Mobile Gaming Charts

To put it briefly, Fall Guys went the free-to-play route. There, the idea for stumble guys was born.

You never know, but maybe the mobile version of Fall Guys that's already out there will wind up being more successful than the original. Stumble Guys is the brainchild of five talented programmers at Finland's Kitka Games.

According to Appmagic statistics uncovered by Mobilegamer.biz (via VGC), Stumble Guys has amassed over $21 million in lifetime sales and 163 million downloads since its first release in October 2020. It has risen to the top of the free-to-play rankings on both the iTunes App Store and Google Play in the United States and the United Kingdom, respectively.

Stumble Guys, as the name suggests, is structurally similar to Fall Guys. Up to 32 people may be whittled down to a single survivor via a series of knockout party games. While the vast majority of these stages seem to be races around circuits filled with slides, bumpers, cannons, trampolines, and other hazards, a select few test players' abilities to avoid death while perched on platforms.

Almost simultaneously, both stumble guys online and Fall Guys was released, with Fall Guys debuting on PC and PS4 before Stumble Guys did so on PC and mobile. Since 2022, downloads have skyrocketed, and mobile sales for Stumble Guys have taken off. About 9 million people downloaded Stumble Guys in January, but that figure had almost quadrupled by June. More than 1.5 million users got the game on June 25. And as a consequence of all those downloads, last month $6.6 million was spent on microtransactions.

Kitka states that Stumble Guys has roughly 18 million daily players, which is much larger than Fall Guys despite Fall Guys being free-to-play in June. Although Fall Guys is now available for the Xbox One, PlayStation 4, and Nintendo Switch, it was previously only available on Steam. You can still play Fall Guys on Valve's Steam platform, but if you want to play it on PC, you'll have to buy Epic's version.

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How to apply to be come a part of the big Troy's family?

 Exchange students are viewed as those students who have endeavored no less than 24 semester hours of non-formative school credit in a "non-double enlistment" design. Understudies exchanging to Troy College must give official transcripts from any organization went to preceding arranged enlistment. All understudies who exchange will have their credits assessed with a specific end goal to decide tolerability.
Exchange students from licensed colleges and schools will be qualified for unrestricted confirmation with no less than a 2.00 review point normal on all non-formative school work already endeavored.
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Best of all, it's more fun than ever before thanks to an array of new features and enhancements. You'll find everything from kick off exhibition matches to a new feature called World Cup Live, which enables you to play the match of your dreams in real time.

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