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Artificial Intelligence / Machine Learning

All the posts related to ai / ml learning

Explainability of a Model In Image Classification

Explainability refers to the ability to understand and interpret the decisions and behavior of a machine learning (ML) model. It involves gaining insights into how and why the model arrives at its predictions or classifications. Explainability is crucial for building trust, ensuring fairness, and meeting regulatory and ethical requirements in

STAR SCHEMA

A database schema is the blueprint of a database system that defines how data is stored and organized in a database. It provides the logical relationships between tables in a database. What is a database? A database is an organized collection of structured information, or data, typically stored electronically in

Basic GAN Modelling

Generative adversarial networks or Gans introduced in 2014 by J Good Fellow and co-authors became very popular in the entire machine learning. Generative adversarial networks, shortly called GAN's, is an approach to generative modeling using deep learning methods. Generative modeling is an unsupervised machine learning task that involves

ChatGPT Evolution

Chat bots play a crucial role in the daily life of a user when he/she visits an online website or an app. In recent years, the advancements in Artificial Intelligence and Natural Language Processing paved a way for significant developments in conversational AI. One of the incredible innovations in

MLFLOW TRACKING: The Key to Reproducible Machine Learning

Machine Learning experiments involve numerous parameters, metrics and artifacts that need to be tracked and organized for reproducibility and efficient analysis. ML Flow tracking is an integral part of the ML Flow platform which offers a powerful solution for managing and documenting these experiment details. In this article, we will

CHOOSING THE RIGHT NETWORK ARCHITECTURE FOR YOUR SEGMENTATION PIPELINE

Image segmentation is the fundamental task in computer vision which involves dividing images into multiple sub-parts or images or regions based on their visual properties such as shapes, textures, colors, object boundaries. Segmentation of image includes identifying and differentiating different objects, regions inside of the image. Each segment has different

ChatGPT and human jobs : Embracing the collaboration and new opportunities

The fast growth in Artificial Intelligence (AI) has raised many questions about the potential replacement of human jobs by AI-systems. One of those AI-powered systems is ChatGPT which is an advanced level language model developed by OpenAI. It is one of such systems which possess and also demonstrate very impressive