Anix Lynch

Anix Lynch

Anix Lynch

Deploying mode 🚀 one csv at a time.

Ensemble Learning Formula Table 💊

Aug 11, 20243 min read

ConceptKey ComponentsFormula Representation Bagging"Diverse Sampling" (Bootstrapping) + "Consensus" (Aggregation)Bagging = Bootstrapping +...

Ensemble Learning Formula Table 💊

30 typical visual concepts in machine learning

Aug 11, 20243 min read

Linear Regression: A line fitting through a scatter plot to predict continuous outcomes. Decision Boundary: A line or curve separating different...

30 typical visual concepts in machine learning

Key Machine Learning Concepts: Impact on Bias, Variance, Overfitting, and Accuracy💯

Aug 11, 20242 min read

1. Model Complexity Model Complexity ⬆️ Bias ⬇️ Variance ⬆️ Overfitting ⬆️ Accuracy ⬇️ (if too complex) 2. Regularization Regularization...

Key Machine Learning Concepts: Impact on Bias, Variance, Overfitting, and Accuracy💯

Type of Errror, Machine Learning

Aug 9, 20242 min read

Here's a table that outlines different types of machine learning models, the types of possible errors they might encounter, reasons for these errors,...

Type of Errror, Machine Learning

Comparison of Model Flaws, Common Errors, and Mitigation Strategies of Machine Learning Model

Aug 9, 20243 min read

Here’s a table summarizing the flaws of each model, the frequently encountered errors, and strategies to address them: ModelFlawsFrequently...

Comparison of Model Flaws, Common Errors, and Mitigation Strategies of Machine Learning Model

Discrete Probability Distribution vs Continuous Probability Distribution. 🛍️ e-commerce case study

Aug 5, 20245 min read

ConceptReal-world ApplicationCommon Libraries/ToolsRelated Concepts Discrete Probability DistributionModeling the number of defects in a batch of...

Discrete Probability Distribution vs Continuous Probability Distribution. 🛍️ e-commerce case study