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MODEL EVALUATION & OPTIMIZATIONWhen all models have similar accuracy, now what?12 min read·18 hours agoYou’ve trained several classification models, and so they all appear to be performing well with high accuracy scores. Congratulations!But hold...

ENSEMBLE LEARNINGFitting to errors one booster stage at a timeAfter all, in machine learning, we would like our predictions spot on. We began with easy decision trees — they worked okay. Then got here...

ENSEMBLE LEARNINGPutting the burden where weak learners need it mostEveryone makes mistakes — even the only decision trees in machine learning. As a substitute of ignoring them, AdaBoost (Adaptive Boosting) algorithm does something different:...

In a major advancement for document processing, Anthropic has unveiled latest PDF support capabilities for its Claude 3.5 Sonnet model. This development marks a vital step forward in bridging the gap between traditional document...

DATA PREPROCESSINGArtificially generating and deleting data for the greater goodCollecting a dataset where each class has the exact same number of sophistication to predict could be a challenge. In point of fact, things are...

CLASSIFICATION ALGORITHMBell-shaped assumptions for higher predictions⛳️ More CLASSIFICATION ALGORITHM, explained: · Dummy Classifier · K Nearest Neighbor Classifier · Bernoulli Naive Bayes ▶ Gaussian Naive Bayes · Decision Tree Classifier · Logistic Regression ·...

Creating visually engaging content may be difficult for many individuals, whether for work presentations or social media posts. Unless you will have a level in graphic design or money to spend hiring an expert,...

DATA PREPROCESSINGSix ways of matchmaking categories and numbers10 min read·19 hours agoAh, categorical data — the colourful characters in our datasets that machines just can’t seem to grasp. That is where “red” becomes 1,...