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@@ -62,12 +62,12 @@ To train the model from scratch, please see our GitHub tutorial [here](https://g
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  The SpeechBrain team does not provide any warranty on the performance achieved by this model when used on other datasets.
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- # DVoice
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  DVoice is a community initiative that aims to provide Africa low resources languages with data and models to facilitate their use of voice technologies. The lack of data on these languages makes it necessary to collect data using methods that are specific to each one. Two different approaches are currently used: the DVoice platforms ([https://dvoice.ma](https://dvoice.ma) and [https://dvoice.sn](https://dvoice.sn)), which are based on Mozilla Common Voice, for collecting authentic recordings from the community, and transfer learning techniques for automatically labeling recordings that are retrived from social medias. The DVoice platform currently manages 7 languages including Darija (Moroccan Arabic dialect) whose dataset appears on this version, Wolof, Mandingo, Serere, Pular, Diola and Soninke.
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  For this project, AIOX Labs the SI2M Laboratory are joining forces to build the future of technologies together.
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- # AIOX Labs
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  Based in Rabat, London and Paris, AIOX-Labs mobilizes artificial intelligence technologies to meet the business needs and data projects of companies.
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  - He is at the service of the growth of groups, the optimization of processes or the improvement of the customer experience.
@@ -82,7 +82,7 @@ The Information Systems, Intelligent Systems and Mathematical Modeling Research
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  Website: [SI2M Laboratory](https://insea.ac.ma/index.php/pole-recherche/equipe-de-recherche/150-laboratoire-de-recherche-en-systemes-d-information-systemes-intelligents-et-modelisation-mathematique)
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- # SpeechBrain
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  SpeechBrain is an open-source and all-in-one speech toolkit. It is designed to be simple, extremely flexible, and user-friendly. Competitive or state-of-the-art performance is obtained in various domains.
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  Website: https://speechbrain.github.io/
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  GitHub: https://github.com/speechbrain/speechbrain
 
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  The SpeechBrain team does not provide any warranty on the performance achieved by this model when used on other datasets.
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+ # About DVoice
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  DVoice is a community initiative that aims to provide Africa low resources languages with data and models to facilitate their use of voice technologies. The lack of data on these languages makes it necessary to collect data using methods that are specific to each one. Two different approaches are currently used: the DVoice platforms ([https://dvoice.ma](https://dvoice.ma) and [https://dvoice.sn](https://dvoice.sn)), which are based on Mozilla Common Voice, for collecting authentic recordings from the community, and transfer learning techniques for automatically labeling recordings that are retrived from social medias. The DVoice platform currently manages 7 languages including Darija (Moroccan Arabic dialect) whose dataset appears on this version, Wolof, Mandingo, Serere, Pular, Diola and Soninke.
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  For this project, AIOX Labs the SI2M Laboratory are joining forces to build the future of technologies together.
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+ # About AIOX Labs
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  Based in Rabat, London and Paris, AIOX-Labs mobilizes artificial intelligence technologies to meet the business needs and data projects of companies.
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  - He is at the service of the growth of groups, the optimization of processes or the improvement of the customer experience.
 
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  Website: [SI2M Laboratory](https://insea.ac.ma/index.php/pole-recherche/equipe-de-recherche/150-laboratoire-de-recherche-en-systemes-d-information-systemes-intelligents-et-modelisation-mathematique)
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+ # About SpeechBrain
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  SpeechBrain is an open-source and all-in-one speech toolkit. It is designed to be simple, extremely flexible, and user-friendly. Competitive or state-of-the-art performance is obtained in various domains.
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  Website: https://speechbrain.github.io/
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  GitHub: https://github.com/speechbrain/speechbrain