Think Logically
Large Language Models (LLMs) are classified based on their architecture, purpose, training approach, scale, and deployment. Here’s a breakdown of the different types of LLM models: 1. Based on Model Architecture Transformer-Based ModelsUse the transformer architecture for natural language understanding and generation.Examples: GPT, BERT, T5, RoBERTa. RNN-Based ModelsUse recurrent neural networks or LSTMs (Long Short-Term …
Chain-of-Thought, Tree-of-Thought, and Graph-of-Thought prompting techniques, which are strategies used in prompting large language models for better reasoning and problem-solving: 1. Chain-of-Thought Prompting Definition: This technique encourages the model to reason step-by-step through a problem or task, explicitly detailing each step in the thought process. Usage: It is particularly effective for complex reasoning tasks where …
List of popular frameworks and libraries designed for building multi-threaded and scalable AI applications, focusing on distributed computing, parallel processing, and performance optimization: 1. Ray Description: An open-source framework for building distributed applications, particularly for machine learning and reinforcement learning. Ray simplifies parallel and distributed computing in Python. Key Features: Task parallelism and distributed execution. …
LangChain is a framework designed to help develop applications that leverage the power of large language models (LLMs) for a variety of use cases. It is used to build complex LLM-powered applications like chatbots, intelligent document processing tools, autonomous agents, etc. The main components of LangChain include: . LLMs (Large Language Models) Models: LangChain supports …
The term AI was first coined by John McCarthy in 1956 in Dartmouth conference. As per Wiki- In 1955 John McCarthy, then a young Assistant Professor of Mathematics at Dartmouth College, decided to organize a group to clarify and develop ideas about thinking machines. He picked the name ‘Artificial Intelligence’ for the new field. He chose the …