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akashicMarga/README.md

Hi, I'm Akash πŸ‘‹

Typing SVG


I build speech AI for Indian languages β€” because voice reaches people across the literacy and language barriers that text never will. My focus is on-device, low-resource, and efficient: models that run on the phone in someone's hand, not just in a datacenter.

Background in production speech systems (TTS, ASR, speaker recognition) at scale, now spending my best hours on open source at the edge of audio + small models.

πŸ”­ What I'm working on

  • πŸŽ™οΈ On-device speech β€” TTS / ASR for Hindi, Bhojpuri, and the broader Indic family
  • 🍎 Apple Silicon + MLX β€” fine-tuning and inference where latency and cost actually matter
  • 🧠 Efficient architectures β€” SSM / Mamba, LoRA adaptation, KV-cache & inference optimization
  • 🌍 Low-resource adaptation β€” getting good speech models out of languages with little data

πŸ› οΈ Featured work

Project What it is
mlx-audio-train LoRA fine-tuning for audio models on Apple Silicon β€” ships a Hindi LoRA adapter
prefill-decode-bench MLX / CUDA profiler for prefill-vs-decode throughput
synthetic-dialog-gen Synthetic dialogue data generation for speech & language models
spoken-number-disambiguation Disambiguating spoken-form numbers β€” text normalization for speech
Hindi LoRA adapter Fine-tuned Hindi adapter, up on Hugging Face

🧰 Toolbox

Python Rust PyTorch TensorFlow MLX Kaldi Hugging Face

πŸ“Š GitHub

Akash's GitHub contribution graph

πŸ”οΈ Off the keyboard

When I'm not shipping models, I'm usually:

  • πŸ₯Ύ hiking & treks β€” long days on the trail, the higher the better
  • 🚴 cycling & long motorbike rides
  • 🏊 swimming and πŸ‹οΈ lifting weights
  • ⚽ sports β€” football, badminton & cricket
  • πŸ“š reading β€” currently working through Long Way Round, Into Thin Air, The Snow Leopard, and Our Mathematical Universe

akashicMarga β€” the path (mārga) through the record of all things (ākāśa).

Pinned Loading

  1. akashicMarga.github.io akashicMarga.github.io Public

    Python

  2. mlx-audio-train mlx-audio-train Public

    Python 4

  3. prefill-decode-bench prefill-decode-bench Public

    Python

  4. spoken-number-disambiguation spoken-number-disambiguation Public

    Multilingual spoken-form number normalization for (speech, text) pairs.

    Python

  5. hedge-mamba-distil hedge-mamba-distil Public

    Python 4