Guide

DATA PREPROCESSINGOne (tiny) dataset, six imputation methods?Let’s discuss something that each data scientist, analyst, or curious number-cruncher has to take care of in the end: missing values. Now, I do know what you’re considering...

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...

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...

Tutorial on enforcing JSON output with Llama.cpp or the Gemini’s APILarge Language Models (LLMs) are great at generating text, but getting structured output like JSON normally requires clever prompting and hoping the LLM understands....

Create interactive calendars with heatmaps using PlotlyPlotly is one of the comprehensive Python libraries for creating visualizations. This library offers many predefined visualizations useful for many data analyses. These visualizations are highly customizable, allowing...

import torch import torch.nn.functional as F class DPOTrainer: def __init__(self, model, ref_model, beta=0.1, lr=1e-5): self.model = model self.ref_model =...

As Large Language Models (LLMs) grow in complexity and scale, tracking their performance, experiments, and deployments becomes increasingly difficult. That is where MLflow is available in – providing a comprehensive platform for managing your...

Founded by alums from Google's DeepMind and Meta, Paris-based startup Mistral AI has consistently made waves within the AI community since 2023.Mistral AI first caught the world's attention with its debut model, Mistral 7B,...