machine learning

Mathematics Topics for Machine Learning Beginners

In this blog, you would get to know the essential mathematical topics you need to cover to become good at…

1 month ago

Retrieval Augmented Generation (RAG) & LLM: Examples

Last updated: 25th Jan, 2025 Have you ever wondered how to seamlessly integrate the vast knowledge of Large Language Models…

6 months ago

Understanding FAR, FRR, and EER in Auth Systems

Have you ever wondered how systems determine whether to grant or deny access, and how they balance the risk of…

7 months ago

Agentic Reasoning Design Patterns in AI: Examples

In recent years, artificial intelligence (AI) has evolved to include more sophisticated and capable agents, such as virtual assistants, autonomous…

10 months ago

LLMs for Adaptive Learning & Personalized Education

Adaptive learning helps in tailoring learning experiences to fit the unique needs of each student. In the quest to make…

10 months ago

Sparse Mixture of Experts (MoE) Models: Examples

With the increasing demand for more powerful machine learning (ML) systems that can handle diverse tasks, Mixture of Experts (MoE)…

10 months ago

Anxiety Disorder Detection & Machine Learning Techniques

Anxiety is a common mental health condition that affects millions of people around the world. Characterized by excessive worry, fear,…

10 months ago

Confounder Features & Machine Learning Models: Examples

In machine learning, confounder features or variables can significantly affect the accuracy and validity of your model. A confounder feature…

10 months ago

Credit Card Fraud Detection & Machine Learning

Last updated: 26 Sept, 2024 Credit card fraud detection is a major concern for credit card companies. With credit cards…

11 months ago

Neural Network Types & Real-life Examples

Last updated: 24th Sept, 2024 Neural networks are a powerful tool for data scientists, machine learning engineers, and statisticians. They…

11 months ago

Invoke Python ML Models from Other Applications – Examples

When working with Python-based machine learning models, a common question that pops up is how do we invoke models written…

11 months ago

Principal Component Analysis (PCA) & Feature Extraction – Examples

Last updated: 17 Sept, 2024 Principal component analysis (PCA)is a dimensionality reduction technique that reduces the number of dimensions or…

11 months ago

Content-based Recommender System: Python Example

In this blog, we will learn about how to implement content-based recommender system using Python programming example. We will learn…

11 months ago

Recommender Systems in Machine Learning: Examples

Last updated: 16th Sep, 2024 Recommender systems are widely used in applications such as personalized content recommendation (e.g., movies, books,…

11 months ago

Difference: Binary vs Multiclass vs Multilabel Classification

Last updated: 13th Sep, 2024 There are three main types of classification algorithms when dealing with machine learning classification problems:…

11 months ago

Sklearn LabelEncoder Example – Single & Multiple Columns

Last updated: 13 Sept, 2024 In this post, you will learn about the concept of encoding such as Label Encoding…

11 months ago