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2 Days ago

Data Scientist (Tabular & Text) - GM Data & AI Lab

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Bangalore, Karnataka, India
Information Technology
Full-Time
BNP Paribas

Overview

About BNP Paribas India Solutions

Established in 2005, BNP Paribas India Solutions is a wholly owned subsidiary of BNP Paribas SA, European Union’s leading bank with an international reach. With delivery centers located in Bengaluru, Chennai and Mumbai, we are a 24x7 global delivery center. India Solutions services three business lines: Corporate and Institutional Banking, Investment Solutions and Retail Banking for BNP Paribas across the Group. Driving innovation and growth, we are harnessing the potential of over 10000 employees, to provide support and develop best-in-class solutions.

About BNP Paribas Group

BNP Paribas is the European Union’s leading bank and key player in international banking. It operates in 65 countries and has nearly 185,000 employees, including more than 145,000 in Europe. The Group has key positions in its three main fields of activity: Commercial, Personal Banking & Services for the Group’s commercial & personal banking and several specialised businesses including BNP Paribas Personal Finance and Arval; Investment & Protection Services for savings, investment, and protection solutions; and Corporate & Institutional Banking, focused on corporate and institutional clients. Based on its strong diversified and integrated model, the Group helps all its clients (individuals, community associations, entrepreneurs, SMEs, corporates and institutional clients) to realize their projects through solutions spanning financing, investment, savings and protection insurance. In Europe, BNP Paribas has four domestic markets: Belgium, France, Italy, and Luxembourg. The Group is rolling out its integrated commercial & personal banking model across several Mediterranean countries, Turkey, and Eastern Europe. As a key player in international banking, the Group has leading platforms and business lines in Europe, a strong presence in the Americas as well as a solid and fast-growing business in Asia-Pacific. BNP Paribas has implemented a Corporate Social Responsibility approach in all its activities, enabling it to contribute to the construction of a sustainable future, while ensuring the Group's performance and stability

Commitment to Diversity and Inclusion

At BNP Paribas, we passionately embrace diversity and are committed to fostering an inclusive workplace where all employees are valued, respected and can bring their authentic selves to work. We prohibit Discrimination and Harassment of any kind and our policies promote equal employment opportunity for all employees and applicants, irrespective of, but not limited to their gender, gender identity, sex, sexual orientation, ethnicity, race, colour, national origin, age, religion, social status, mental or physical disabilities, veteran status etc. As a global Bank, we truly believe that inclusion and diversity of our teams is key to our success in serving our clients and the communities we operate in.

About Business Line/Function

GM Data & AI Lab leverages the power of Machine Learning and Deep learning to drive innovation in various business lines. Our primary goal is to harness the potential of vast amounts of structured and unstructured data to improve our services and provide value. Today we are a team of around 40+ Data Scientists based in Paris, London, Frankfurt, Lisbon, New York, Singapore and Mumbai.

Job Title

Data Scientist (Tabular & Text)

Date

Department:

Front Office Support

Location:

Mumbai

Business Line / Function

Global Markets – Data & AI Lab

Reports To

(Direct)

Grade

(if applicable)

(Functional)

Number Of Direct Reports

NA

Directorship / Registration

NA

Position Purpose

Your work will span across multiple areas, including predictive modelling, automation and process optimization. We use AI to discover patterns, classify information, and predict likelihoods. Our team works on building, refining, testing, and deploying these models to support various business use cases, ultimately driving business value and innovation.

As a Data Scientist on our team, you can expect to work on challenging projects, collaborate with stakeholders to identify business problems, and have the opportunity to learn and grow with our team. A typical day may involve working on model development, meeting with stakeholders to discuss project requirements/updates, and brainstorming/debugging with colleagues on various technical aspects.

At the Lab, we're passionate about staying at the forefront of AI research, bridging the gap between research & industry to drive innovation and to make a real impact on our businesses.

Responsibilities

  • Develop and maintain AI models from inception to deployment, including data collection, analysis, feature engineering, model development, evaluation, and monitoring.
  • Identify areas for model improvement through independent research and analysis, and develop recommendations for updates and enhancements.
  • Working with expert colleagues and business representatives to examine the results and keep models grounded in reality.
  • Documenting each step of the development and informing decision makers by presenting them options and results.
  • Ensure the integrity and security of data.
  • Provide support for production models delivered by the Mumbai team but potentially as well for other models to any of the Asian/EU/US time zones.

Technical & Behavioral Competencies

  • Qualifications: Bachelors / Master / PhD degree in Computer Science / Data Science / Mathematics / Statistics / relevant STEM field.
  • Knowledge of key concepts in Statistics and Mathematics such as Statistical methods for Machine learning, Probability Theory and Linear Algebra.
  • Experience with Machine Learning & Deep Learning concepts including data representations, neural network architectures, custom loss functions.
  • Proven track record of building AI model from scratch or finetuning on large models for Tabular or/and Textual data.
  • Programming skills in Python and knowledge of common numerical and machine-learning packages (like NumPy, scikit-learn, pandas, PyTorch, transformers, langchain).
  • Ability to write clear and concise code in python.
  • Intellectually curious and willing to learn challenging concepts daily.
  • Knowledge of current Machine Learning/Artificial Intelligence literature.

Skills Referential

Behavioural Skills:

Ability to collaborate / Teamwork

Critical thinking

Communication skills - oral & written

Attention to detail / rigor

Transversal Skills

Analytical Ability

Education Level

Bachelor Degree or equivalent

Experience Level

At least 1 year
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