Category: Machine learning
QA system using Haystack and InMemoryDocumentStore
Haystack is a scalable QA system to search in large collections of documents. See how to build a QA system using Haystack and InMemoryDocumentStore.
Topic modeling using Roberta and transformers
See how to do topic modeling using Roberta and transformers. We will use a pre-trained Roberta model finetuned on the NLI dataset for getting embeddings and then do topic modelling.
Conversational response generation using DialoGPT
See how to do conversational response generation using DialoGPT – a SOTA dialogue response generation model for multiturn conversations.
Faster transformer NLP pipeline using ONNX
See how ONNX can be used for faster CPU inference performance using the Huggingface transformer NLP pipeline with few changes.
Text2TextGeneration pipeline by Huggingface transformers
Text2TextGeneration is a single pipeline for all kinds of NLP tasks like Question answering, sentiment classification, question generation, translation, paraphrasing, summarization, etc. Let’s see how the Text2TextGeneration pipeline by Huggingface transformers can be used for these tasks.
Question answering using transformers and BERT
How to do Question answering using Huggingface transformers and BERT? See how you can use the transformers pipeline for Question answering using BERT.