Freelancers using Ollama in Lahore
Freelancers using Ollama in Lahore
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Fariha Muazzam
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Lahore, Pakistan
I build production-ready AI systems that actually ship
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I build production-ready AI systems that actually ship
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This project showcases a working prototype of a Legal AI Risk Analyzer built using Retrieval-Augmented Generation (RAG), FAISS vector search, and a local Llama3 model. The system ingests contract documents, breaks them into contextual clauses, retrieves semantically similar clauses from a vector database, and uses the LLM to assess risk levels, reasoning, and recommendations. Designed entirely for local deployment, it ensures data privacy while demonstrating how enterprise teams can analyze legal and compliance risks without exposing sensitive content to external APIs.
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AI-based Video Generation Pipeline
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I designed and delivered an end-to-end MVP for a real-time AI talking avatar system, where live browser speech is converted into an AI-generated response and rendered through a lip-synced avatar video on GPU hardware. The objective was to validate technical feasibility, latency characteristics, and perceived real-time interaction before committing to production hardening. The system integrates speech-to-text, LLM-based reasoning, text-to-speech, and video synthesis into a single, runnable pipeline, deployed on an A100 GPU.
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At Formulatrix, I led the development of a computer vision pipeline for RockMaker, a biotech product used in crystallization experiments. I built and deployed object detection and image classification models that improved scoring accuracy by 13%, reducing manual effort for scientists and increasing customer satisfaction. The solution was productionized with Docker and CI/CD pipelines, ensuring scalability and reliability across client sites.
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