MLflow: The Complete Guide| K21Academy
Developing machine learning (ML) models can be intricate, with numerous stages ranging from data preprocessing to model deployment. Managing these stages and ensuring reproducibility can be difficult. That’s where MLflow comes in—an open-source platform built to simplify the machine learning lifecycle. In this post, we’ll dive into what MLflow is, usage, concepts, and quick mlflow […]
Top 20 MLOps Tools to Learn in 2025 | K21Academy
As machine learning (ML) and artificial intelligence (AI) technologies continue to rise, IT industries are embracing these innovations to maintain a competitive edge. MLOps (Machine Learning Operations) has become essential in this evolution, helping businesses optimize the management of the ML lifecycle. By leveraging top MLOps tools, companies can efficiently build, deploy, and manage scalable […]
AWS Cloud Migration: A Complete Guide
AWS Cloud migration is a game-changing approach that helps companies upgrade, scale, and save expenses in their IT infrastructure. Organizations can guarantee a smooth transfer while attaining operational efficiency and long-term business success by utilizing AWS’s organized migration methods, tools, and best practices. By ensuring that businesses optimize AWS’s advantages while maintaining security, performance, and […]
An Overview of Retrieval-Augmented Generation(RAG) and RAGOps
Artificial intelligence has come a long way in generating human-like text, but one area where it still faces challenges is providing detailed, factual, and up-to-date information. This is where Retrieval-Augmented Generation (RAG) comes into play. RAG is a powerful technique that combines the strength of large language models (LLMs) with the ability to retrieve relevant […]
What is MLOps? – Everything You Need to Know
In the fast-evolving world of artificial intelligence (AI) and machine learning (ML), MLOps (Machine Learning Operations) has emerged as a critical framework for managing and deploying ML models efficiently. Machine Learning Operations bridges the gap between data science, development, and operations by integrating DevOps principles into the ML lifecycle. This blog explores the fundamentals, core […]
What is LLMOps (large language model operations)?
What is LLMOps? Large language models (LLMs) represent a new generation of natural language processing (NLP) models that have significantly outpaced previous advancements across various tasks, including open question-answering, summarization, and following complex instructions. While many of the operational principles of MLOps also apply to LLMOps, the training and deployment of LLMs come with distinct […]