Explained

Bernoulli Naive Bayes, Explained: A Visual Guide with Code Examples for Beginners

Unlocking Predictive Power Through Binary SimplicityLike several algorithm in machine learning, Bernoulli Naive Bayes has its strengths and limitations.Simplicity: Easy to implement and understand.Efficiency: Fast to coach and predict, works well with large feature...

K Nearest Neighbor Classifier, Explained: A Visual Guide with Code Examples for Beginners

The friendly neighbor approach to machine learninglabels, predictions, accuracies = list(y_test), , k_list = for k in k_list:knn_clf = KNeighborsClassifier(n_neighbors=k)knn_clf.fit(X_train, y_train)y_pred = knn_clf.predict(X_test)predictions.append(list(y_pred))accuracies.append(accuracy_score(y_test, y_pred).round(4)*100)df_predictions = pd.DataFrame({'Label': labels})for k, pred in zip(k_list, predictions):df_predictions = preddf_accuracies...

Must-Know in Statistics: The Bivariate Normal Projection Explained

Derivation and practical examples of this powerful conceptIn statistics and machine learning, understanding the relationships between variables is crucial for constructing predictive models and analyzing data. One in every of the essential techniques for...

Data Scaling 101: Standardization and Min-Max Scaling Explained

When to make use of MinMaxScaler vs StandardScaler vs something elseScaling is basically the technique of bringing all of the features closer to an identical or same range or scale, similar to transforming them...

Find out how to Reduce Class Imbalance Bias in AI? (Explained with a Riddle)

Do you want riddles? Perfect! In this text I’ll use a riddle as a fun method to explain class imbalance bias in machine learning modelsFor International Women’s Day, Mindspace asked 22 people to unravel...

🔎 ChatGPT Explained

Advertise with us Hello, AI Enthusiasts!Today, we explore ChatGPT's latest version, GPT-4o. Concerns about it taking on the world are common, but understanding its capabilities and limitations is vital.Don’t remember subscribing or wish to stop...

Speculative Sampling — Intuitively and Exhaustively Explained

Machine Learning | Natural Language Processing | Data ScienceExploring the drop-in strategy that’s speeding up language models by 3xFirst we’ll discuss a serious problem that’s slowing down modern language models, then we’ll construct an...

Explained: Generative AI

A fast scan of the headlines makes it look like generative artificial...

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