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Hosted large‑language‑model service offering GPT‑3.5, GPT‑4 and fine‑tuning via a simple REST API.
Repository of reusable TensorFlow models (including BERT, ALBERT, T5) that can be loaded with a single line of code.
#4 PyTorch Hub
Official model zoo for PyTorch providing pre‑trained models such as BERT, RoBERTa, and GPT‑2 with easy import syntax.
#5 AllenNLP
Research‑focused NLP library built on PyTorch, offering modular components for building custom models and a model zoo.
#6 spaCy
Industrial‑strength NLP library with fast tokenization, named‑entity recognition, and support for transformer pipelines.
#7 FastAI
High‑level deep‑learning library that simplifies training of transformer models and provides ready‑made text classification notebooks.
#8 Fairseq
Facebook AI Research sequence‑to‑sequence toolkit supporting BART, RoBERTa, and other transformer architectures.
#9 DeepSpeed
Microsoft’s deep‑learning optimization library that enables training of massive transformer models with ZeRO memory‑saving techniques.
#10 Megatron‑LM
NVIDIA’s framework for training large transformer models across many GPUs with model parallelism.
Google’s unified text‑to‑text model available pre‑trained and fine‑tunable via TensorFlow Hub.
#12 MarianMT
Open‑source neural machine translation models from the Marian framework, hosted on Hugging Face but also usable via standalone library.
#13 ONNX Runtime
Cross‑platform inference engine that runs transformer models exported to ONNX format with high performance.
#14 JAX + Flax
Google’s high‑performance numerical computing library with Flax neural‑network API, used for training transformer models (e.g., T5‑JAX).
#15 KerasNLP
Keras‑based NLP extension offering ready‑to‑use transformer layers, tokenizers, and pre‑trained models.
#16 LLaMA.cpp
Lightweight C/C++ implementation for running Meta’s LLaMA models locally on CPU/GPU with minimal dependencies.
Open‑source large language model suite (GPT‑Neo, GPT‑NeoX) that can be trained and served independently.
#18 Cohere API
Commercial LLM service offering generation, embedding, and classification endpoints with fine‑tuning support.
#19 AI21 Labs Studio
Provides access to Jurassic‑2 series models via API for text generation, summarization, and classification.
Safety‑focused conversational AI model accessible through a REST API, positioned as an alternative to GPT‑4.
Azure Cognitive Services offering pre‑trained transformer models for language understanding, translation, and text analytics.