Training paraphrase multilingual mpnet base v2 - multilingual

I want to train a paraphrase multilingual mpnet base v2 model for a custom dataset. I am unable to find how to train it using the tools available with sentence_transformer library.
The link to the model - https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2.

Related

Using pre-annotated dataset to do NER on a custom entities in the IBM Cloud

I've been searching the documentation for a way to use a pre-annotated dataset to do NER on a custom entities in the IBM Cloud.
I haven't been able to find a way to do it.
Is it something that is possible to do with Watson Knowledge Studio and/or Natural Language Understanding ?
Can you point me toward the right ressources ?
Thanks in advance
You can train your customized model with Watson Knowledge Studio. See Adding documents for annotation for the format of pre-annotated documents you can import to WKS.

Improving custom models for Watson programmatically

Is there any way to programmatically load documents into WKS (Watson Knowledge Studio) create an annotation set and task and annotate the document programmatically?
Having that may allow improving custom models from external apps that may prompt users to identify if the NLP analysis of some text was correct or not for their domain context.
Unfortunately, WKS currently does not provide any APIs that external apps can use.

How do I create a module in DotNetNuke 6?

How do I create a module for DotNetNuke v6 in Visual Studio 2010 which connects to a database, without using a DataSource control ?
I am a beginner in DotNetNuke and I want to fully understand how to create modules. I have referred Google and I found two links which I think are good, but I need a simple example that includes better comments and connects to the database without using a DataSource control.
Creating a DotNetNuke® Module - For Absolute Beginners!
Creating a Super-Fast and Super-Easy DotNetNuke® Module - for Absolute Beginners!
I welcome you to dotnetnuke, indeed it is a great CMS respectively the greatest CMS made with ASP.NET
I would suggest you basic module development video
And you can go through dotnetnuke official video training library clicking here
Please also have a look at dotnetnuke blog posts, I would suggest to go through Steve Fabians blog you might have a look at Peter Donker and Chris Hammond blogs too.
Last but not least you can have a look at unlimited resources for dotnetnuke at
dnncreative.com

CakePHP: Internationalizing a web application - Design and Examples?

I have a web application built using CakePHP framework and now I am in the process of internationalizing it. I started with the base set-up as outlined in the below article -
http://puskin.in/blog/2010/08/cakephp-manage-multiple-language-in-application/
and also add little bit of customization based on my previous question -
CakePHP: Internationalizing Web Application
To completely internationalize my web app, I would need to translate my drop-down/look-up content as well, like - categories, favorites, countries, bucket list etc.
What is the best way to design my tables and CakePHP samples? Can someone explain with a simple example and classes? Links or articles?
Lets say we have something like -
A user can create multiple posts, and each post has a category [science article, match article] etc in the drop-down and same we need to internationalize drop-down as well.
Two hints:
Read the manual of cakephp.
Look into the code of a available application (maybe croogo)
My open source project is translated.
It call CandyCane. A port of Redmine into CakePHP.
I also imported translation files from Redmine, so CandyCane supports numbers of languages from the beginning.
https://github.com/yandod/candycane
It might be helpful for you.

Blogging with CakePhp

I have a cakePhp application built, and now I'm creating a simple blog based on our activities (much like blog.stackoverflow.com).
What blogging plugins / software are most commonly used with CakePhp? Wordpress? lilblogs?
Just a few pointers in the right direction would be helpful.
You can install Wordpress, then if you want create CakePHP models which map to the Wordpress tables, then bake out the controllers etc if you really wanted to. I've done this a few times, as an easy way to get CakePHP to render recent wordpress articles.
Have a read about Models in the book, which will tell you how to build a custom model. http://book.cakephp.org/view/66/Models
There are a lot of applications specific to cakephp but you really should know about the resources that are available for free when you get into this venture.
Try these 10 Essential Blogging Tools for Every Blogger Should Use.

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