
Muhammad Karage
@muhammadkarage
I build production speech and NLP systems for African languages, from data pipelines to deployed transcription products.
What I'm looking for
I built and shipped Twiq, a live Hausa, Yoruba, and Igbo transcription and subtitling product, with a Nigerian radio station onboarded as a customer.
At Memperor Tech, I fine-tuned Whisper for Hausa across 250k+ real audio files, producing correct Hausa diacritics and no English hallucinations on test audio. I built distributed JAX/Flax training pipelines with streaming from Backblaze B2 and resumable Orbax checkpointing.
I also designed and trained a 9.25M-parameter Hausa ASR model from scratch in PyTorch using Conv2D, Transformer, and CTC. To support this work, I scraped and published a roughly 100k-item Hausa text dataset on HuggingFace.
I'm comfortable owning production AI systems end to end: multilingual data infrastructure, model training, FastAPI backends, and real users. I'm looking to contribute these skills on an experienced remote team building production AI systems.
Experience
Work history, roles, and key accomplishments
Founder & Lead AI/ML Engineer
Memperor Tech Ltd
Jan 2026 - Present (8 months)
Founded and led AI/ML engineering, building and shipping Twiq, a live Hausa/Yoruba/Igbo transcription product. Fine-tuned Whisper for Hausa, built custom ASR models, and managed large-scale multilingual audio data pipelines.
Education
Degrees, certifications, and relevant coursework
American University of Nigeria
Attended the American University of Nigeria in Yola, Nigeria.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Website
memperor-tech.com.ngPortfolio
twiq.orgSalary expectations
Social media
Skills
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