Create your own writing assistant
Please read the topic categorydescriptionto understand what this is all aboutDescriptionMany email and word processing applications can now automatically detect and correct common grammatical errors as you write. For example, the sentence “I am doing fine. How is you?” might be corrected to “I am doing fine. How are you?”. The goal of this project is to fine-tune a Transformer model to be able to automatically provide these corrections, similar to howGrammarlydoesModel(s)This task can be viewed as a sequence-to-sequence task, so models like T5 would be a great starting pointDatasetsjflegChallengesIf you use T5, you’ll need to define a suitable prefix for the text-to-text task. You’ll also need to think about suitable metrics for the evaluation.Desired project outcomesCreate a Streamlit or Gradio app onSpacesthat can automatically provide  suggestions to improve the grammar of some input text. Check out Grammarly for some inspiration on the visualization side.Don’t forget to push all your models and datasets to the Hub so others can build on them!Additional resourceshttps://towardsdatascience.com/fine-tune-a-transformer-model-for-grammar-correction-b5c8ca49cc26https://github.com/PrithivirajDamodaran/GramformerDiscord channelTo chat and organise with other people interested in this project, head over to ourDiscordand:Follow the instructions on the#join-coursechannelJoin thewriting-assistantchannelJust make sure you comment here to indicate that you’ll be contributing to this projectTeam organization on the HubTo join this team, make sure you join the following organisation on the Hub:team-writing-assistant (🤗 Course Team Writing Assistant)
2021-11-12T18:04:28Z
Hi, I am Ashish and I am interested in this project and would like to build it.
2021-11-12T20:24:57Z
Hey@Modfiededition, great to hear that you’re interested in this project! I’ve created a Discord channel (details in the topic description) for you and others join
2021-11-14T05:05:57Z
Hi, I am not able to find the discord channel for this project.
2021-11-14T08:23:43Z
Hey! I am Satpal and would be contributing to this project.
2021-11-14T10:46:54Z
Hey@Modfiededition, did you find the channel in the end? I see there is already someone called Ashish in the channel. If not, you first need to follow the instructions on the#join-coursechannel, which will then give you access to the project channels
2021-11-14T11:28:32Z
@lewtunI got the channel. Sorry, for the inconvenience.
2021-11-14T16:44:42Z
Hey@Modfiededitionand@satpalsr, I’ve created an organisation on the Hub for your team so that you can push your models there and deploy your Streamlit / Gradio applicationSee the topic description for the link
2021-11-14T20:23:39Z
Hi, I am also interested to this topic. I always wanted to know how grammarly works
2021-11-15T04:23:36Z
Hey!@lewtunI would like to build this project individually. So, do I need to push my model to this organisation on the Hub?
2021-11-15T08:54:01Z
Hey@Modfiededition, you’re certainly welcome to build the project by yourselfIn that case, you can push the models and Space to your Hub account - just drop a link here to the Space so we can check it at the end of the event!
2021-11-17T11:49:34Z
hey@lewtun, please check the below screenshot.  I don’t understand why I am getting this error on the Hub Inference API.here is my hub model card link:https://huggingface.co/Modfiededition/t5-base-fine-tuned-jfleg?text=this+is+badsScreenshot (49)1920×1080 277 KB
2021-11-17T14:31:26Z
Hey@Modfiededitionit seems that your tokenizer is somehow missing files liketokenizer.json. What happens if you runtokenizer.push_to_hub()?
2021-11-18T09:14:38Z
Hey@lewtun, I have successfully built the Course project: " Create your own writing assistant".Please find below my hub model card and Space link for this project.Hub Model Card Link:Modfiededition/t5-base-fine-tuned-on-jfleg · Hugging FaceSpace Link:Writing_Assistant - a Hugging Face Space by ModfiededitionThanks & Regards:Ashish GoyalEmail id:ashishgy77@gmail.com
2021-11-18T10:08:11Z
This is sooo cool@Modfiededition!It really works nicelyScreen Shot 2021-11-18 at 11.07.541480×640 34.9 KB
2021-11-18T11:14:50Z
Actually, I am thankful to you@lewtunand all the huggingface team members for creating this wonderful course. I am only able to build this cool project because of the course. The content is also so easy to understand and I just couldn’t stop loading pre-trained models and fine tuning them on different tasks
2021-11-18T13:01:23Z
Thank you for the very kind words@ModfiededitionIt’s a real pleasure to hear that the course is useful and enabling people like yourself to build these cool applications!