Data Science and Machine Learning Professional

hace 1 semana

Xico, México H2O A tiempo completo
About This Opportunity

H2O is at the forefront of the rapidly evolving MLOps landscape. We're leveraging MLOps to transform machine learning models from isolated, engineer-specific tools into robust, cloud-native services that are scalable and consistently available. Our approach is firmly rooted in Kubernetes, positioning our team at the cutting edge of cloud solutions.

Are you a data scientist or machine learning engineer who enjoys solving real-world problems by applying cutting-edge Gen AI/ML algorithms? Are you passionate about working with customers to solve their business challenges? Can you explain complex machine learning concepts in simple business terms? If the answer is "yes", then we have a position for you.

What You Will Do
  • Deliver data science and/or machine learning professional services to customers, working closely with cross-functional teams to gather requirements, preprocess, and analyze data to develop data-driven solutions.
  • Support customers by helping to build custom data models, transformation, scorers/optimization loss functions/metrics that can be leveraged with H2O Driverless AI and help improve training performance for customer use cases/domains.
  • Ability to design and run training sessions for customers in data science concepts as well as using H2O products. Training will need to be able to be delivered to audiences with varying data science skills and abilities.
  • Help customers understand the nuances of data science, expert settings of H2O Driverless AI and H2O open source, and the strategies of experiment tuning that you would use to incrementally improve model performance. This also includes explaining model performance, model interpretability, and post-deployment model monitoring concepts so as to ensure the business is making the right decisions on the model predictions.
  • Participate in the development of ML solutions and AI applications for internal use, contributing to the advancement of our technology stack.
What We Are Looking For
  • Proven experience in data science, machine learning, and AI with a minimum of 4 years of hands-on experience.
  • Experience with solving machine learning problems using H2O products (plus), Python, R.
  • Knowledge and experience of using a variety of machine learning techniques (supervised/unsupervised, clustering, decision tree learning, neural networks, etc.) and their real-world advantages/drawbacks/tuning techniques.
  • Knowledge and experience of using advanced statistical techniques and concepts (regression, properties of distributions, statistical tests and proper usage, etc.) for practical applications.
  • Knowledge and experience in statistical and data mining techniques: GLM/Regression, Random Forest, Boosting, Trees, text mining, social network analysis, etc.
  • Experience of visualizing and presenting (EDA) to stakeholders using H2O Wave (plus), or other standard data visualization libraries in the Python and R stacks or using Tableau/PowerBi.
  • Understanding and experience with post-production model monitoring concepts and tools like H2O ML Ops (plus), MLFlow, etc.
  • In-depth understanding of machine learning algorithms and experience applying Gen AI/ML to solve real-world problems, including deployment of end-to-end ML pipelines.
  • Interest in Generative AI and Large Language Models (Prompt Engineering, Retrieval Augmented Generation, LLMOps, Making custom LLM models, fine-tuning, etc., Guardrails).
  • Strong problem-solving skills and the ability to work independently and as part of a team.
  • Excellent communication and presentation skills, with the ability to convey complex technical concepts to non-technical stakeholders.
Why H2O
  • Market leader in total rewards.
  • Remote-friendly culture.
  • Flexible working environment.
  • Be part of a world-class team.

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