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Senior Machine Learning Engineer
2 months ago
Job Description and Duties :
- 6 - 10 years overall experience as ML Engineer or Data Scientist and able to work comfortably with Microsoft Azure cloud platform/stack skilled in productionising ML models into Azure architecture
- Use exceptional mathematical skills, in order to perform computations and work with algorithms involved in NLP and Text Analytics use-cases
- Able to implement text analytics methods such as Topic modelling, Sentiment analysis, Text Summarisation, Text Classification, Language translation, Names Entity recognition
- Design machine learning systems and self-running artificial intelligence (AI) software to automate predictive models, and automate intelligent extractions of data from PDFs, OCRs and other document sources, and into data lake/data warehouse and structured table.
- Understand and use computer science fundamentals, including data structures, algorithms, computability and complexity and computer architecture
- Able to work comfortably with Microsoft Azure cloud platform/stack skilled in productionising ML models into Azure architecture
- Experienced in building time series forecasting models
- Highly competent in MLOps practice, and be able to establish it for the organisation
- Highly skilled in developing Continuous delivery and Automation pipelines in machine learning
- Test and Monitor Machine Learning Model Deployments
- Transforming business requirements into usable machine learning solutions for the business
- Run machine learning tests and experiments, and document findings and results
- Train, retrain, and monitor machine learning systems and models as needed in Azure platform
- Construct optimised data pipelines to feed machine learning models, and build insights for the business.
Desirable skills (Nice to have) :
- Highly experienced in Keras, TensorFlow and PyTorch
- Highly experienced in Python, Java, and R
- Experienced in deploying production ready APIs using FastAPI Framework
- Experienced in various deep learning architectures and neural networks in general
- Designing and implementing conversational agents or virtual assistants that can understand and respond to human language queries using techniques like intent recognition and response generation.
- Extensive knowledge of ML frameworks, libraries, data structures, data modelling, and software architecture
- Solving complex problems with multi-layered data sets, as well as optimizing existing machine learning libraries and frameworks
- Skilled in analytics dashboard development (ideally PowerBI)
Qualifications :
- Degree in Computer science, Machine Learning, Data Science or other related discipline
- Master's degree in Computational Linguistics, NLP, or similar will be highly advantageous
- Proven experience as Machine Learning Engineer or Senior Machine Learning Engineer (ref:hirist.tech)
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