Machine Learning with Gen AI

Citigroup Inc.; Pune District; On-site; INR 1,500,000 - 3,200,000; Full time

Job summary

Citigroup Inc. is seeking a Data Analytics/ML Engineer to develop and deploy AI/ML models and Generative AI solutions. You will move concepts to production while ensuring quality, performance, and regulatory compliance across markets operations.

The role requires 1-3 years of relevant experience, strong Python and ML fundamentals, and collaboration with product managers, engineers, and data scientists to integrate AI technologies into products and services.

Qualifications

• Hands-on ML model development and deployment to production.

Responsibilities

• Hands-On Execution and Delivery: develop and deploy AI solutions to production.

Skills

Machine Learning

Python

Deep Learning

NLP

Generative AI

Langchain

Lang Graph

Hugging Face

Pandas/NumPy

TensorFlow/PyTorch

Docker

Kubernetes

Postgres

Vector DBs

Education

Bachelor’s/Master’s in CS/Data Science/Statistics

Tools

Hugging Face Transformers

Spacy

Job description

Organization Overview:
ML Solutions team within Markets OPS Technology is dedicated to developing solutions using Artificial Intelligence, Machine Learning and Generative AI. This team is a leader in creating new ideas, innovative technology solutions, and ground-breaking solutions for Markets Operations and Other Line of Businesses. We work closely with our clients and business partners to progress solutions from ideation to production by leveraging the entrepreneurial spirit and technological excellence.
Job Description:
ML Solutions team is seeking a highly skilled and experienced Data Analytics/Machine Learning Engineer with a strong background in developing and deploying AI/ML models and Gen AI based solutions. In this hands-on role, you will be responsible for taking AI models from concept to production, utilizing traditional AI, generative AI and Large Language Models. You will collaborate closely with business partners and stakeholders to introduce and embrace these advanced technologies, elevating client experiences, delivering value to our customers, and ensuring regulatory compliance through cutting-edge technology solutions.

• Hands-On Execution and Delivery: Actively contribute to the development and delivery of AI solutions, driving innovation and excellence within the team. Take a hands-on approach to ensure AI models are successfully deployed into production environments, meeting high-quality standards and performance benchmarks.
• Quality Control: Ensure the quality and performance of generative AI models, conducting rigorous testing and evaluation.
• Research and Development: Participate in research activities to explore and advance state-of-the-art generative AI techniques. Stay actively engaged in monitoring ongoing research efforts, keeping abreast of emerging trends, and ensuring that the Generative AI team remains at the forefront of the field.
• Cross-Functional Collaboration: Collaborate effectively with various teams, including product managers, engineers, and data scientists, to integrate AI technologies into products and services.
• 1-3 years of relevant experience

Skills & Qualifications:

• Strong hands-on experience in Machine Learning, delivering complex solutions to production.
• Experience with Generative AI technologies essential.
• Knowledge of NLP, Name Entity Recognition
• In-depth knowledge of deep learning and Generative AI frameworks such as, Langchain, Lang Graph, Crew AI or similar.
• Experience with and other open-source frameworks/ libraries/ APIs like Hugging Face Transformers, Spacy, Pandas, scikit-learn, NumPy.
• Experience in using Machine Learning/Deep Learning: XGBoost, LightGBM, TensorFlow, PyTorch.
• Proficiency in Python Software Development, following Object-Oriented design patterns and best practices.
• Strong background in mathematics: linear algebra, probability, statistics, and optimization.
• Experience with evaluation, scoring with framework like ML Flow
• Experience of Docker container and edited a Docker file, experience with K8s is a plus.
• Experience with Postgres and Vector DBs a plus.
• Excellent problem-solving skills and the ability to think creatively.
• Strong communication and collaboration skills, with the ability to work effectively with cross-functional teams
• Publications and contributions to the AI research community are a plus.
• Bachelor’s/Master’s degree or equivalent experience in Computer Science, Data Science, Statistics, or a related field.

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Job Family Group:

Technology

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Job Family:

Applications Development

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Time Type:

Full time

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Most Relevant Skills

Please see the requirements listed above.

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Other Relevant Skills

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