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, 20236Nov 5, 20236

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 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

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.Jun 2, 20215Jun 2, 20215

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.May 5, 2021May 5, 2021