PinnedCarolina BentoinTowards Data ScienceHidden Markov Models Explained with a Real Life Example and Python codeHMMs are probabilistic models used to solve real life problems ranging from weather forecasting to finding the next word in a sentenceNov 5, 20237Nov 5, 20237
PinnedCarolina BentoinTowards Data ScienceRecurrent Neural Networks Explained with a Real Life Example and Python CodeUsing Recurrent Neural Networks in a Sentiment Analysis taskMay 31, 20222May 31, 20222
PinnedCarolina BentoinTowards Data ScienceMultilayer Perceptron Explained with a Real-Life Example and Python Code: Sentiment AnalysisMultilayer Perceptron is a Neural Network that learns the relationship between linear and non-linear data.Sep 21, 202114Sep 21, 202114
PinnedCarolina BentoinTowards Data ScienceRandom Forests Algorithm explained with a real-life example and some Python codeRandom Forests is a Machine Learning algorithm that tackles one of the biggest problems with Decision Trees: variance.Jul 12, 20216Jul 12, 20216
PinnedCarolina BentoinTowards Data ScienceMarkov models and Markov chains explained in real life: probabilistic workout routineMarkov defined a way to represent real-world stochastic systems and processes that encode dependencies and reach a steady-state over time.Dec 30, 202012Dec 30, 202012
Carolina BentoinSide Notes by Carolina BentoRunning — The Ultimate ResetThe pavement is uneven, the sun is high. The body moves rhythmically, but the mind is still, it’s all quiet up there.Sep 9Sep 9
Carolina BentoinSide Notes by Carolina BentoPorque é que corres aqui? || Why are you running here?São como torres de carbono || Like towers made of carbonJul 28Jul 28
Carolina BentoinTowards Data ScienceROC Analysis and the AUC — Area Under the CurveExplained with a real life example in PythonDec 28, 20229Dec 28, 20229
Carolina BentoinTowards Data ScienceGradient Boosted Decision Trees explained with a real-life example and some Python codeGradient Boosting algorithms tackle one of the biggest problems in Machine Learning: bias.Aug 19, 20211Aug 19, 20211
Carolina BentoinTowards Data ScienceDecision Tree Classifier explained in real-life: picking a vacation destinationDecision Tree is a Supervised Machine Learning Algorithm that uses a set of rules to make decisions, similarly to how humans make…Jun 28, 20213Jun 28, 20213