Stochastic Gradient Descent in Python: Interactive Guide with a Learning-Rate Race
Learn stochastic gradient descent by playing: loss functions, batch vs mini-batch vs stochastic, a live learning-rate race, and SGDClassifier code.
Blending Classifier in Python: Interactive Guide
Learn blending by playing: hold-out validation sets, base models and the blender, how blending differs from stacking, and leak-free Python code.
Evaluation Metrics for Classification Models: Interactive Guide
Learn the confusion matrix, accuracy, precision, recall, specificity, F1, MCC, log loss and ROC AUC by playing with a live threshold and ROC curve on real data.
Support Vector Machine in Python: Interactive Guide with a Margin Playground
Learn support vector machines by playing: hyperplanes, margins and support vectors, the C parameter on real data, the kernel trick, and SVM code in Python.
4 ways to evaluate clustering algorithms in Python
Silhouette score Bouldin index Calinski-Harabasz Index Dunn Index
Knowledge Distillation
In this blog we will going to learn about the Knowledge distillation, its types and the implementation in python. Introduction Knowledge distillation is a technique in machine learning where knowledge…
Blending Classifier in Python
Blending is an ensemble machine learning technique that uses a machine learning model to learn how to best combine the predictions from multiple contributing ensemble member models. It is applicable…
Github Crash Course in 15 minutes
In this blog you will be going to learn all the important commands in this Github crash course that 90% of the Data Scientist used in their day to day…
Stacking Classifier in Python
In the era of Machine learning, no single algorithm performs best across all problems. This is where ensemble learning comes into play. A powerful technique that combines the strengths of…
Salesforce to Azure Data Factory ETL Pipeline
In this blog, we’ll walk through how to build an ETL pipeline that connects Salesforce with Azure Data Factory. You’ll learn how to extract, transform, and load Salesforce data into…