AI Engineer
Talha M is an AI Engineer with over three years of hands-on experience designing, deploying, and operating secure, production-grade AI systems in regulated healthcare environments. He specializes in Generative AI and NLP platforms, including RAG-based architectures, GPT API integrations, and multi-agent orchestration, building end-to-end pipelines that span data ingestion, validation, inference, and audit-ready post-processing. Talha is highly proficient in Python and backend engineering using FastAPI, async SQLAlchemy,…
Billing Agent(RPA)
Developed a Python automation system for healthcare billing operations
RPM Weight/Glucose/BP Automation
Designed Python automation tools for patient RPM data extraction
RASA Chatbot for Healthcare
Engineered a conversational assistant using the RASA framework
Careplan Generator
Developed a Python application to automate patient care plans
AI Medical Assistant
Developed a FastAPI microservice for rapid clinical note generation
Clinical AI Engineer / Platform Lead
AZZ Medical AssociatesJan 2023 — Present- Lead AI platform engineering for clinical documentation and RPM
- Designed end-to-end AI pipelines for data ingestion, preprocessing, and audit logging
- Integrated AI services with EHR and downstream applications
- Implemented governance with SOPs, validation checks, and monitoring
- Delivered SQL-based reporting and operational dashboards
- Translated requirements into scalable system designs
PythonlangchainlanggraphcrewAIRAGFHIRHL7FastAPIFlaskFAISSpgvectorAutoGenOpenAIAnthropicRASAPrompt EngineeringSilero VADpytesseract(OCR)CeleryRedisWebsocketsPusherAsync SQLAlchemyPostgreSQLpgvectorNeo4jseleniumBeautifulSouppdflumberPython-docxTavily Web SearchDockerCloud DeploymentConsultant AI Engineering
ScriberunnerJan 2024 — Jan 2025- Designed and deployed AI engineering solutions for clinical documentation and analytics
- Advised on system architecture and data validation
- Collaborated on roadmap planning and scaling strategies
LLMAutoGenRAGpostgresqlpgvectorFAISSDjangoOAuth2.0DockerJWTFlowerFull Stack Python Developer
Prime Health ServicesJan 2021 — Jan 2023- Built and maintained backend services and automation tools for healthcare operations
- Integrated third-party systems/APIs
- Improved stability and performance of production workflows
PythonFastAPIFlaskpostgreSQLPyQt5TkinterEasyGUI
Bachelor of Science in Computer Science
Hajvery UniversityLahore, Pakistan2018 — 2022

AI Engineer
Talha is available for hire
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Talha M is an AI Engineer with over three years of hands-on experience designing, deploying, and operating secure, production-grade AI systems in regulated healthcare environments. He specializes in Generative AI and NLP platforms, including RAG-based architectures, GPT API integrations, and multi-agent orchestration, building end-to-end pipelines that span data ingestion, validation, inference, and audit-ready post-processing. Talha is highly proficient in Python and backend engineering using FastAPI, async SQLAlchemy,…
- Projects completed7
- Hourly rate
- 4+ years experience
- Member since Jan 2026
Billing Agent(RPA)
Developed a Python automation system for healthcare billing operations
RPM Weight/Glucose/BP Automation
Designed Python automation tools for patient RPM data extraction
RASA Chatbot for Healthcare
Engineered a conversational assistant using the RASA framework
Careplan Generator
Developed a Python application to automate patient care plans
AI Medical Assistant
Developed a FastAPI microservice for rapid clinical note generation
Clinical AI Engineer / Platform Lead
AZZ Medical AssociatesJan 2023 — Present- Lead AI platform engineering for clinical documentation and RPM
- Designed end-to-end AI pipelines for data ingestion, preprocessing, and audit logging
- Integrated AI services with EHR and downstream applications
- Implemented governance with SOPs, validation checks, and monitoring
- Delivered SQL-based reporting and operational dashboards
- Translated requirements into scalable system designs
PythonlangchainlanggraphcrewAIRAGFHIRHL7FastAPIFlaskFAISSpgvectorAutoGenOpenAIAnthropicRASAPrompt EngineeringSilero VADpytesseract(OCR)CeleryRedisWebsocketsPusherAsync SQLAlchemyPostgreSQLpgvectorNeo4jseleniumBeautifulSouppdflumberPython-docxTavily Web SearchDockerCloud DeploymentConsultant AI Engineering
ScriberunnerJan 2024 — Jan 2025- Designed and deployed AI engineering solutions for clinical documentation and analytics
- Advised on system architecture and data validation
- Collaborated on roadmap planning and scaling strategies
LLMAutoGenRAGpostgresqlpgvectorFAISSDjangoOAuth2.0DockerJWTFlowerFull Stack Python Developer
Prime Health ServicesJan 2021 — Jan 2023- Built and maintained backend services and automation tools for healthcare operations
- Integrated third-party systems/APIs
- Improved stability and performance of production workflows
PythonFastAPIFlaskpostgreSQLPyQt5TkinterEasyGUI
Bachelor of Science in Computer Science
Hajvery UniversityLahore, Pakistan2018 — 2022
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