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Your comprehensive guide to AI tools, frameworks, and concepts. Stay informed about the latest developments in artificial intelligence, simplified by Simpll AI.
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AI Concepts
Retrieval-Augmented Generation (RAG)
Enhances LLMs by retrieving external knowledge before generating responses, improving accuracy and relevance.
AI Model
A computational structure trained on data to recognize patterns, make predictions, or generate outputs.
Foundation Models
Large AI models trained on broad data, adaptable to various specific tasks with minimal fine-tuning.
Agentic AI
AI systems capable of autonomous goal decomposition, planning, execution, and self-correction.
Prompt Engineering
The art and science of crafting effective inputs (prompts) to guide AI models towards desired outputs.
AI Alignment
Ensuring advanced AI systems operate in ways that are consistent with human values and intentions.
AI Models
OpenAI GPT Models (e.g., GPT-4o, GPT-4, GPT-3.5)
Model
26.7k
A family of highly capable, proprietary language models from OpenAI, known for advanced text generation, comprehension, reasoning, and multimodal capabilities. Widely used via API for various applications.
Proprietary
API
Text Generation
Multimodal
Reasoning
Meta Llama Models (e.g., Llama 3, Llama 2)
Model
58.2k
Meta's powerful family of open-source (with permissive licenses for commercial use) LLMs, designed for a wide range of tasks and available in various parameter sizes for diverse applications.
Open Source
Text Generation
Fine-tuning
Community Driven
Hugging Face Transformers Library (hosting many open LLMs)
Model
144k
While not a single model, Hugging Face's Transformers library is a foundational resource that hosts and enables easy access to thousands of pre-trained open-source LLMs (and other models) from various developers, including BERT, RoBERTa, T5, Falcon, and many more.
Open Source
Library
Model Hub
Diverse LLMs
Research
AI Frameworks & Development Kits
LangChain
Framework
Framework for developing applications powered by language models, enabling composition and integration.
Development
Orchestration
Integration
LLM
TensorFlow
Framework
Open-source machine learning framework developed by Google for building and training ML models.
Deep Learning
ML
Neural Networks
Google
PyTorch
Framework
Open-source machine learning library based on Torch, used for applications such as computer vision and NLP.
Deep Learning
Dynamic Computation
Meta AI
Python