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 sentence14 min read·Nov 5, 2023--6--6

PinnedCarolina BentoinTowards Data ScienceRecurrent Neural Networks Explained with a Real Life Example and Python CodeUsing Recurrent Neural Networks in a Sentiment Analysis task16 min read·May 31, 2022--2--2

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.12 min read·Sep 21, 2021--14--14

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.10 min read·Jul 12, 2021--6--6

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.13 min read·Dec 30, 2020--12--12

Carolina BentoinTowards Data ScienceROC Analysis and the AUC — Area Under the CurveExplained with a real life example in Python10 min read·Dec 28, 2022--9--9

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.9 min read·Aug 19, 2021--1--1

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…12 min read·Jun 28, 2021--3--3

Carolina BentoinTowards Data ScienceStochastic Gradient Descent explained in real life: predicting your pizza’s cooking timeStochastic Gradient Descent is a stochastic, as in probabilistic, spin on Gradient Descent.13 min read·Jun 2, 2021--5--5

Carolina BentoinSide Notes by Carolina BentoAchieving better decision-making with a long-game mindsetThe long-game mindset is a decision-making approach that focuses on the long-term outcomes and impact of your decisions.8 min read·May 5, 2021----