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AI-ML-DS / Machine Learning

Machine Learning

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Huber Loss Function in Machine Learning

Last Updated: 01 August 2025

The Huber Loss Function is a popular loss function used primarily in regression tasks. It is designed to be robust to outliers combining the best properties of two common ...read more

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Machine Learning

AI-ML-DS With Python

Incremental Learning with Scikit-learn

Last Updated: 31 July 2025

Incremental Learning is a technique where a machine learning model learns from data in small chunks or batches rather than all at once. This is useful when working with ve...read more

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Machine Learning

AI-ML-DS With Python

Reproducibility in Machine Learning

Last Updated: 02 August 2025

Reproducibility in machine learning means being able to run the same experiment again and get the same results. For ML this means using the same code, data and settings an...read more

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Machine Learning

AI-ML-DS With Python

Hierarchical Clustering for Categorical data

Last Updated: 29 July 2025

Hierarchical clustering is a method of unsupervised learning that builds a hierarchy of clusters. For categorical data, distance or similarity measures like Hamming distan...read more

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Machine Learning

AI-ML-DS With Python

Ml Model Deployment on Cloud

Last Updated: 29 July 2025

Machine learning(ML) model deploymenton the cloudis a foundationalcapability thatenables organizationsto operationalize AI at scaleby hosting, managing and servingML model...read more

Machine Learning

AI-ML-DS With Python

What is ModelOps?

Last Updated: 30 July 2025

ModelOps, short forModel OperationsorModel Operationalization, is a discipline focused on the governance, lifecycle management, deployment, monitoring and continual improv...read more

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Machine Learning

AI-ML-DS With Python

What is ML Governance?

Last Updated: 25 July 2025

ML governance is a structured framework for managing machine learning (ML) models and workflows throughout their lifecycle. It covers the rules, processes, and tools requi...read more

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Machine Learning

AI-ML-DS With Python

What is Sparse Categorical Crossentropy

Last Updated: 26 July 2025

Sparse Categorical Crossentropyis a loss function commonly used in multi-class classification problems in machine learning and deep learning and is particularly used when ...read more

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Machine Learning

Fairlearn: assessing and improving fairness of AI systems

Last Updated: 25 July 2025

Fairlearn is a Python library that helps data scientists and developers build machine learning models that are fair and responsible. Many AI systems unintentionally treat ...read more

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Machine Learning

AI-ML-DS With Python

Gini Coefficient

Last Updated: 28 July 2025

The Gini Coefficient is a metric used to measure inequality or impurity in datasets. In machine learning, especially in decision trees, it quantifies how mixed the classes...read more

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Machine Learning

AI-ML-DS With Python

BentoML: Helping Deploy ML Models

Last Updated: 21 July 2025

BentoML model deployment is the process of converting a trained machine learning model into a fully functional API service. It allows you to package the model along with a...read more

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Machine Learning

AI-ML-DS With Python

Feature Engineering using Featuretools

Last Updated: 24 July 2025

Feature engineering is the process of creating new input features from raw data to improve machine learning models. Featuretools is a Python library that helps automate th...read more

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Machine Learning

AI-ML-DS With Python

Advanced Feature Engineering with Pandas

Last Updated: 31 July 2025

Advanced feature engineering refers to the process of creating new, more meaningful variables (features) from raw data to enhance the performance of machine learning model...read more

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Machine Learning

AI-ML-DS With Python

Self-Supervised Learning for Tabular Data

Last Updated: 22 July 2025

Self-Supervised Learning (SSL) for tabular data is a form of representation learning where the model learns useful patterns and embeddings from unlabeled tabular data by s...read more

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Machine Learning

Last Updated: 18 July 2025

Optuna is a free, open source tool that helps you automatically find the best settings called hyperparameters for your machine learning models. Instead of guessing or tryi...read more

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Machine Learning

AI-ML-DS With Python

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