data scientist
5 the last 215 days, recently 2023-09-08
Responsibility
- designing, implementing and maintaining Machine Learning Model Pipelines to solve business needs
- understand business needs, researching and brainstorming models and ensembles that will help solve the problem
- experimenting with different models and measuring performance and selecting solutions
Show more +15 - design, implement and maintain Machine Learning Model Pipelines to solve business needs
- researching and sharing the latest developments in Natural Language Understanding, Natural Language Generation, and Graph Neural Networks
- experiment with different models and measure performance and select solutions
- working with software at all stages of the development lifecycle
- research and share the latest developments in Natural Language Understanding, Natural Language Generation, and Graph Neural Networks
- defining infrastructure requirements and architecture for Model Training and Inference
- define infrastructure requirements and architecture for Model Training and Inference
- reviewing the performance of production models, performing evaluation and tuning
- review performance of production models, performing evaluation and tuning
- owning the data pipeline required for building reliable data sources for model development
- own the data pipeline required for building reliable data sources for model development
- develop orchestration solutions for model pipelines
- work closely as a part of the software development team to ensure models are effectively leveraged in the product
- research and deploy data science best practices
- provide technical guidance, coaching, and mentorship to team members, promoting their professional growth
Requirements
- previous experience managing and leading a small team of data scientists
- phD-level academic background
- must be passionate and knowledgeable about NLP Technology and enjoy monitoring the latest developments and papers
Show more +28 - will be passionate about NLP Technology and enjoy monitoring the latest developments and papers
- passionate and knowledgeable about NLP Technology and enjoy monitoring the latest developments and papers
- experience in developing machine learning models and taking them through to production
- be able to demonstrate direct experience in developing machine learning models and taking them through to production
- experience working with Sagemaker Pipelines
- engineering mindset with experience working on cloud platforms
- experience developing machine learning models and taking them into production
- have an engineering mindset to solve real problems
- experience working with AWS Sagemaker pipelines
- expertise in Natural Language Processing and Python programming
- have an engineering mindset and expertise to solve real problems
- have good Python development experience working with software at all stages of the development lifecycle
- have good Python Development experience working with software at all stages of the development lifecycle
- excellent communication skills and the ability to convey complex technical concepts to non-technical stakeholders
- experience working on conversational interfaces
- python development experience working with software at all stages of the development lifecycle
- have deep experience using AI platforms including Pytorch, Tensor flow & AWS Sagemaker
- have deep expertise using AI platforms including Pytorch, Tensor flow & AWS Sagemaker
- ideally, have a Masters-level academic background with a focus on language processing
- have direct experience working on conversational interfaces
- proven experience as a data scientist, with a track record of delivering machine learning-based applications commercially into production
- have a scientific / statistics academic background
- team management: 1 year
- python: 2 years
- NLP: 1 year
- python: 1 year
- NLP: 2 years
- have practical knowledge of the latest transformer language models such as Bert, Roberta, GPT2, etc, and NLP Open Source Libraries e.g. Hugging Face, AI2, OpenAI, Spacy, etc
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