Recommended (because of active development): git clone
XLM-Roberta: The alternative for non-english NLP (Blog) Question Answering Systems Explained (Blog) Intro to Transfer Learning & FARM (Video) Tutorial 3 (How to train and showcase your own QA model): Colab 3Įxample scripts for each task: FARM/examples/Ĭheckout to play around with some models Tutorial 2 (How to use custom datasets): Jupyter notebook 2 or Colab 2 Tutorial 1 (Overview of building blocks): Jupyter notebook 1 or Colab 1 **NEW** Interested in doing Question Answering at scale? Checkout Haystack! Resources Simple deployment and visualization to showcase your model Integration of custom datasets via Processor classĬheckpointing & Caching to resume training and reduce costs with spot instances Smooth upgrading to newer language models Switch between heads or combine them for multitask learningįull Compatibility with HuggingFace Transformers’ models and model hub Modular design of language models and prediction heads Speed: AMP optimizers (~35% faster) and parallel preprocessing (16 CPU cores => ~16x faster) With FARM you can build fast proof-of-concepts for tasks like text classification, NER or question answering and transfer them easily into production.Įasy fine-tuning of language models to your task and domain language Parallelized preprocessing, highly modular design, multi-task learning, experiment tracking, easy debugging and close integration with AWS SageMaker. It’s built upon transformers and provides additional features to simplify the life of developers:
The best-selling franchise returns this year with a complete overhaul of the graphics engine, offering the most striking and immersive visuals and effects, along with the deepest and most complete farming experience ever.įarming Simulator 19 takes the biggest step forward yet with the franchise’s most extensive vehicle roster ever! You’ll take control of vehicles and machines faithfully recreated from all the leading brands in the industry, including for the first time John Deere, the largest agriculture machinery company in the world, Case IH, New Holland, Challenger, Fendt, Massey Ferguson, Valtra, Krone, Deutz-Fahr and many more.įarming Simulator 19 will feature new American and European environments in which to develop and expand your farm and will introduce many exciting new farming activities, including new machinery and crops with cotton and oat! Tend to your livestock of pigs, cows, sheep, and chickens - or ride your horses for the first time, letting you explore in a brand-new way the vast land around your farm.( Framework for Adapting Representation Models) What is it?įARM makes Transfer Learning with BERT & Co simple, fast and enterprise-ready.
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