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#158 - L3arbi chatbot: A Technical deep dive
2 hour Posted Oct 29, 2023 at 6:38 pm.
Introduction and welcoming
Who/what is l3arbi?
Is there possibilties that L3arbi will learn other arabic dialects other than darija?
Challenges of audio transcription
Live demo of L3arbi
Data training and Whisper and how many hours of darija data is used ?
Format of data that is used for training, and arcitecture of web application presented in DevoxxMA
The use case of DevoxxMA
Finetuning of an LLM, models and details
Evaluation set for different dialects per regions in morocco
Did you use manual transcription for the audio sets ?
The future plans of data sources for L3arbi solution.
Plans to open-source? Are there APIs available for developers to extend its functionality?
QA & Giveaway
Conclusion and goodbye.
0:00
2:00:39
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Show notes
In this eisode we discuss more of L3arbi, that was resented by the DevoxxMA team at the vent, from a technical point of view with Nouamane and Faissal.
Guests
Faissal Boutaounte
Nouamane Tazi
Notes
0:00:00 - Introduction and welcoming
0:01:21 - Who/what is l3arbi?
0:16:24 - Is there possibilties that L3arbi will learn other arabic dialects other than darija?
0:26:35 - Challenges of audio transcription
0:27:31 - Live demo of L3arbi
0:32:56 - Data training and Whisper and how many hours of darija data is used ?
0:34:30 - Format of data that is used for training, and arcitecture of web application presented in DevoxxMA
0:39:37 - The use case of DevoxxMA
0:44:30 - Finetuning of an LLM, models and details
0:56:20 - Evaluation set for different dialects per regions in morocco
1:03:31 - Did you use manual transcription for the audio sets ?
1:12:09 - The future plans of data sources for L3arbi solution.
1:15:12 - Plans to open-source? Are there APIs available for developers to extend its functionality?
1:25:00 - QA & Giveaway
1:59:40 - Conclusion and goodbye.
Links
Huggingface
Translation demo for/from any language
Common Voice
Whisper API
Prepared and Presented by
Meriem Zaid