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@Inference-LAB

INFERENCE LAB

Applied AI engineering lab focused on training engineers through research, experimentation, and real-world AI system development.

Applied AI engineering lab based in Multan, Pakistan.

We train engineers to build and deploy real AI systems — not theory, not tutorials, not certificates.

What We Build

  • End-to-end AI applications
  • LLM and RAG pipelines
  • Speech AI systems
  • NLP research tools
  • MLOps infrastructure

Research

  • Low Resource NLP

    • Data-Centric Roman Urdu NLP: High-Quality Dataset Curation, Privacy-Preserving Embeddings, and State-of-the-Art Model Benchmarking. Read here

    • RUDaSA: Roman Urdu Dataset for Sentiment Analysis — A Large-Scale, Curated Corpus with Privacy-Preserving Embeddings and Competitive Benchmarking of Transformer Models. Read here

    • RUEmoCorp: A Large-Scale Roman Urdu Emotion Corpus with Cross-Institute Annotation Validation and State-of-the-Art Emotion Classification. Read here

  • Speech AI

    • Modeling Vocal Fatigue as Embedding-Space Deviation Using Contrastively Trained ECAPA-TDNNs. Click here

    • Continuous Vocal Load Monitoring in Professional Voice Users: Development and Occupational Validation of an Automated Assessment System. (Under Review at Journal of Voice)

  • Human Factors and Ergonomics

    • Ergonomic Interventions and Cognitive Workload in Healthcare Settings: A Structured Qualitative Case Study Using Cognitive Systems Engineering (Under Review at Journal of Applied Ergonomics, Elsevier)

Datasets

Models

  • ECAPA-TDNN-VHE (Vocal Health Encoder with 2.5x performance over baseline ECAPA-TDNN) HuggingFace
  • Roman Urdu Emotion Classifier (Current State of the Art) HuggingFace
  • Roman Urdu Sentiment Classifier (Current State of the Art) HuggingFace

Lab Founder

Muhammad Khubaib Ahmad — AI Research Engineer


Building the next generation of AI/ML engineers from Pakistan.

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