What is Machine Learning model?
Machine Learning models are algorithms that learn patterns from data to make predictions or decisions without being explicitly programmed for specific tasks.
Introduction to LLM
Large Language Models (LLMs) are a type of artificial intelligence designed to understand and generate human-like text. They are trained on vast amounts of text data and can perform a variety of language-related tasks.
Key Concepts
- Training Data: LLMs learn from diverse datasets, which include books, articles, and websites.
- Tokenization: Text is broken down into smaller units called tokens, which can be words or subwords.
- Context: LLMs consider the context of words in a sentence to generate coherent responses.
Applications
LLMs have numerous applications, including:
- Chatbots and virtual assistants
- Content generation
- Language translation
- Sentiment analysis
What is OLLAMA?
OLLAMA is an open-source project that simplifies the process of working with large language models (LLMs). It provides a user-friendly interface and tools for developers to integrate LLMs into their applications seamlessly.
Key Features of OLLAMA
- Easy Integration: OLLAMA offers simple APIs and SDKs for quick integration with existing applications.
- Customizable Workflows: Developers can create tailored workflows to suit their specific needs.
- Scalability: OLLAMA is designed to scale with your application, handling increased loads effortlessly.
Spring AI
Spring AI is a framework that simplifies the development of AI-powered applications. It provides a set of tools and libraries for building, training, and deploying machine learning models with ease.
Spring AI is a Java framework that integrates LLMs into Spring Boot applications.
Generative AI vs LLMs
Scope of Generative AI and LLM
The key difference between generative AI and LLM lies in their scope. Generative AI: Generative AI encompasses various types of models that can generate content beyond just textual data, including images or even music. Generative AI opens up possibilities for creating diverse forms of content beyond just text. LLM: LLMs excel at understanding language patterns for accurate predictions and textual generation. LLMs are specialized in understanding and generating human-like text based on patterns they have learned from training data. Read more