Generative AI Projects You Can Run in Google Colab

Generative AI is revolutionizing the way we create content, from writing and art to music and code. With models like GPT, DALL·E, Stable Diffusion, and MusicGen, AI can now produce human-like text, generate stunning visuals, compose music, and even write functioning code. But how do you get started? The easiest way to begin experimenting is … Read more

How to Deploy LangChain Agents on Google Colab

LangChain is a powerful framework for building agentic AI systems powered by large language models (LLMs). With built-in support for tool use, memory, and reasoning, LangChain makes it easy to build autonomous agents that perform multi-step tasks. Google Colab is an ideal environment for prototyping LangChain agents. It offers free access to GPUs and a … Read more

How to Deploy AutoGPT on Google Colab

AutoGPT is one of the most well-known open-source frameworks for creating autonomous AI agents. By leveraging the reasoning capabilities of large language models (LLMs) like GPT-4, AutoGPT allows you to set a goal and let the agent plan, execute, and iterate on tasks to achieve it. This makes AutoGPT ideal for research, automation, and complex … Read more

What is LLaMA Augmented Generation (RAG)?

In the evolving landscape of artificial intelligence, the combination of retrieval-based and generative models has become increasingly popular. One prominent method is Retrieval-Augmented Generation (RAG). When combined with powerful language models like LLaMA (Large Language Model Meta AI), the result is what we refer to as LLaMA Augmented Generation. But what exactly does this mean, … Read more

MLOps Road Map for Beginners

Machine Learning Operations, or MLOps, is a discipline that combines machine learning, DevOps, and data engineering to streamline and automate the end-to-end lifecycle of machine learning models. For beginners entering this field, the road ahead can seem overwhelming. This article offers a comprehensive MLOps road map tailored for beginners, guiding you through the key skills, … Read more

Why Is MLOps Important?

Machine Learning (ML) is transforming industries across the globe — from healthcare and finance to retail and entertainment. But building a machine learning model is just one part of the journey. Taking that model from development to production, ensuring it runs reliably, monitoring its performance, and managing it at scale — that’s where MLOps (Machine … Read more

Why Is RAG Important?

In recent years, the emergence of large language models (LLMs) like GPT-4, Claude, and LLaMA has transformed how we think about artificial intelligence and natural language processing. These models can generate coherent, contextually relevant responses across a wide array of topics. However, their capabilities are not without limits. They often struggle with outdated information, hallucinated … Read more

How Can RAG Improve LLM Performance?

Large Language Models (LLMs) like GPT-4, Claude, and LLaMA have taken the AI world by storm with their ability to generate coherent, human-like text. However, despite their impressive capabilities, LLMs have notable limitations, especially when it comes to accessing up-to-date or domain-specific information. This is where Retrieval-Augmented Generation (RAG) comes into play. In this article, … Read more

Can Ollama Run a Model on a Local Machine?

With the surge in popularity of large language models (LLMs), many developers are looking for ways to run these models privately, efficiently, and without relying on the cloud. One tool that has emerged as a front-runner for local LLM execution is Ollama. But a key question on many minds is: Can Ollama run a model … Read more

Is Large Language Models Generative AI or Machine Learning?

In the rapidly evolving field of artificial intelligence, large language models (LLMs) like OpenAI’s GPT-4, Google’s PaLM, and Anthropic’s Claude have gained enormous attention. But many are left wondering: Is large language models generative AI or machine learning? The answer lies in understanding the relationship between these technologies. This comprehensive guide explores what LLMs are, … Read more