Alua Musralina: Development and implementation of reliable ASR, RAG and ML models in production

CEO of Hemo-AI, an ML/DL/DSP engineer with more than 10 years of experience in engineering and 5 years in applied ML. An expert in the field of ASR, RAG, medical technology and signal processing systems


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About the expert:

Alua Musralina is CEO of Hemo-AI, an ML/DL/DSP engineer with more than 10 years of experience in developing and implementing complex solutions. Specializes in safety-critical systems in the automotive industry, radar and signal processing, ASR for Russian and Kazakh languages, as well as RAG models. She participated in projects to create production-ready solutions for Med-Tech and other industries. At Hemo-AI, he leads the development of technologies that transform laboratory data and symptoms into structured clinical insights and personalized action plans, reducing costs and speeding up diagnosis.


Her work allowed:

– Create and implement an ASR system for Kazakh and Russian languages with high accuracy.

– To develop RAG solutions for medical technology, integrated with clinical protocols.

– Reduce the time required to bring ML models into production, ensuring their reliability and scalability.

– To help clinics and patients speed up diagnosis and reduce costs through the use of AI.


What will you get at the consultation:

– Analyzing your task and finding the optimal ML approach.

– Recommendations for the design and implementation of ASR, RAG, and ML models.

– Tips on personal data protection (PII shield, mapping/demask).

– Practical examples of building production-ready solutions in Med-Tech and related fields.

– Answers to technical questions about DSP, AI and their applications.


How is the consultation going?:

Format: Online (Zoom)

Duration: 45-60 minutes


Additional steps:

After completing the consultation, our manager will contact you to clarify the details and send you a questionnaire for preparation. This will make the meeting as useful and focused as possible on your tasks