Becaye BaldéinTowards AIA Trustworthy Model for Loan Eligibility AssessmentA model with high-performance metrics might convince a Data Scientist but is unlikely to earn the trust of domain experts if it can’t…13 min read·Feb 5, 2024----
Becaye BaldéEfficient Data Preprocessing Sorcery using SklearnLeverage the power of Pipelines and ColumnTransformers to efficiently preprocess data and train models.4 min read·Aug 9, 2023----
Becaye BaldéHow to Use Transformers If You Are a LaymanTransformers can be difficult to train, but luckily for us, we’ve got HuggingFace, a library that provides an easy interface to access…5 min read·Aug 4, 2023----
Becaye BaldéData Tracking Sorcery in Machine Learning using DVCAs data evolves, tracking it becomes harder leading to unreproducible experiments. That’s when DVC comes to the rescue.6 min read·Jun 19, 2023----
Becaye BaldéBayesian Sorcery for Hyperparameter Optimization using OptunaTired of manual tuning, random shots in the dark, or exhaustive grid searches? Bayesian optimization opens the door to a smarter, more…6 min read·Jun 8, 2023----
Becaye BaldéSelf-Organizing Maps ExplainedSelf-organizing maps (SOMs), also known as Kohonen maps, are a type of artificial neural network that are used for clustering…5 min read·May 15, 2023--1--1
Becaye BaldéWhy is accuracy misleading?While being an intuitive metric, accuracy can be misleading when the data is imbalanced.3 min read·Apr 14, 2023----
Becaye BaldéWhy you should use stratified splitWhen the dataset is imbalanced, a random split might result in a training set that is not representative of the data. That is why we use…3 min read·Apr 14, 2023----
Becaye BaldéVisualize Trends in your Scatter PlotThe LOESS Curve allows us to spot the trends in our scatterplot. In this article, we will create one using R.2 min read·Apr 1, 2023----
Becaye BaldéVisualizing Correlations: Scatter Matrix and Heat map“When performing EDA on a dataset, it is important to visualize correlations. Scatter matrix and heat maps are two of the best ways to…3 min read·Mar 27, 2023----