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AI-ML-DS / Machine Learning

Machine Learning

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Predicting Weather Using LSTM

Last Updated: 13 June 2025

LSTM stands for Long Short-Term Memory and is a special type of neural network that’s very good at understanding patterns in sequential data that changes over time. It ca...read more

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Machine Learning

Data Drift in Machine Learning

Last Updated: 11 June 2025

Data drift is a situation where the statistical properties of the input data to a machine learning model change over time. When data drift occurs, the relationships betwee...read more

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Machine Learning

Machine Learning

AI-ML-DS With Python

Multitask Learning vs. Transfer Learning

Last Updated: 13 June 2025

Multitask learning (MTL) and transfer learning (TL) are both advanced strategies in machine learning that aim to enhance model performance by leveraging relationships betw...read more

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Machine Learning

AI-ML-DS With Python

Feature selection for High-dimensional data

Last Updated: 12 June 2025

Datasets often contain a vast number of features, for example for pixel values in image processing. High-dimensional datasets pose serious challenges in terms of model com...read more

Machine Learning

Machine Learning

AI-ML-DS With Python

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

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

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