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AI-ML-DS / Machine Learning

Machine Learning

2.8K+ posts

What is Curriculum Learning

Last Updated: 17 June 2025

Curriculum learning is a method used in machine learning where training data is shown to the model in a specific order. This idea comes from how humans learn starting with...read more

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Machine Learning

Machine Learning

AI-ML-DS With Python

Multimodal Machine Learning

Last Updated: 16 June 2025

In recent years, Multimodal Machine Learning (MML) has emerged as one of the most transformative technologies in the field of artificial intelligence. As data continues to...read more

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Machine Learning

Machine Learning

AI-ML-DS With Python

Energy-Based Models in Machine Learning

Last Updated: 16 June 2025

Energy-Based Models (EBMs) are a powerful and flexible class of models in machine learning that provide a framework for capturing complex relationships in data. Using stat...read more

Machine Learning

Machine Learning

AI-ML-DS With Python

Multivariate Anomaly Detection

Last Updated: 19 June 2025

An anomaly or outlier is a data point that deviates significantly from the expected behavior of a dataset. In multivariate anomaly detection, the focus is on datasets wher...read more

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Machine Learning

Transfer Learning vs. Fine-tuning vs. Multitask Learning vs. Federated Learning

Last Updated: 17 June 2025

Transfer learning, fine-tuning, multitask learning, and federated learning are four foundational machine learning strategies, each addressing unique challenges in data ava...read more

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Machine Learning

Machine Learning

AI-ML-DS With Python

Content-Based vs Collaborative Filtering: Difference

Last Updated: 18 June 2025

Recommendation systems have become a important part of modern software platforms, serving as intelligent filters that suggest personalized content to users. While massive ...read more

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Machine Learning

What is Silhouette Score?

Last Updated: 23 June 2025

When we use clustering algorithms like K-Means to group data, we need a way to check how good those groups are. The Silhouette Score is one of the most popular ways to do ...read more

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Machine Learning

Machine Learning

AI-ML-DS With Python

Active Learning for Reducing Labeling Costs

Last Updated: 23 June 2025

Active Learning (AL) has emerged as an important strategy to optimize the labeling process, whether it’s annotating medical images, moderating social media content labelin...read more

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Machine Learning

Machine Learning

AI-ML-DS With Python

Last Updated: 25 June 2025

XGBClassifier is an efficient machine learning algorithm provided by the XGBoost library which stands for Extreme Gradient Boosting. It is widely used for solving classifi...read more

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Machine Learning

Machine Learning

AI-ML-DS With Python

XGBoost multiclass classification

Last Updated: 28 June 2025

XGBoost(Extreme Gradient Boosting) is a scalable and flexible gradient boosting framework that has consistently delivered top performance in both academic research and dat...read more

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Machine Learning

AI-ML-DS With Python

Language models are few-shot learners

Last Updated: 25 June 2025

Few-shot learning is a machine learning approach where a model learns to perform new tasks or recognize new categories using only a small number of labeled examples, rathe...read more

Machine Learning

Machine Learning

AI-ML-DS With Python

Flexible Clustering

Last Updated: 25 June 2025

Clustering is a fundamental task in unsupervised machine learning that involves grouping similar data points into clusters. Flexible Clustering refers to a set of modern t...read more

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Machine Learning

Machine Learning

AI-ML-DS With Python

Regression in Excel

Last Updated: 01 July 2025

Regression analysis is a statistical technique used to model and analyze the relationship between a dependent variable and one or more independent variables. Excel provide...read more

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Machine Learning

Adaptive Optimization in ML

Last Updated: 28 June 2025

Adaptive Optimization in Machine Learning is a set of techniques that automatically adjust the learning rate during training. Unlike traditional methods like basic SGD tha...read more

Machine Learning

AI-ML-DS With Python

Feature Engineering for XGBoost Models

Last Updated: 01 July 2025

Feature engineering is the process of transforming raw data into meaningful features that better represent the underlying problem to predictive models, resulting in improv...read more

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Machine Learning

AI-ML-DS With Python

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