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This project explores how people could leverage the power of Dagshub tracking feature to version the data querying process from a Snowflake database in order to achieve reproducibility when working with a Snowflake database.
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A simple example of a monitoring dashboard for models based on Evidently.ai
tabular
A DagsHub implementation of BioBERT: a pre-trained biomedical language representation model for biomedical text mining
dataset model nlp named entity recognition dvc git
DPT is a QA-bot designed to help answer questions about DagsHub. It is a fork of the brilliant buster project. Using DagsHub's documentation as reference and sentence-transformers/all-MiniLM-L6-v2 for sentence similarity, we identify documents that contain relevant information to a given query. This is then passed to OpenAI's GPT-3.5 Turbo, that uses the information and the query given a prompt to return an answer to the user query, that's hopefully helpful.
dataset nlp question answering chatbot dvc git
Giskard is an open-source testing framework dedicated to ML models, covering any Python model, from tabular to LLMs.
nlp tabular scikit-learn dvc git mlflow langchain
Updated 1 year ago
A simple script to compute Elo Ratings. Can be used for Large Language Models (LLM) and Reinforcement Learning from Human Feedback (RLHF) tasks.
nlp git
Practical guide to build end-to-end machine learning pipeline and deploy your model in production,
dvc git github
