Company

Societe GeneraleSee more

addressAddressBangalore, Karnataka
type Form of workFull Time
CategoryScientific

Job description

  • As a Lead Data Scientist, Responsible and full ownership for the deliverables with greater defined quality standards with defined timeline and budget
  • Maintain good relationship with internal and external stakeholders. Demonstrate solidarity, curiosity, and constructiveness towards stakeholder needs.
  • Watch external industry, research, and analysis to give insight to markets on industry trends and sales targets
  • Good Technical mentor, Guide the team and review their work, Team player having collaborative mindset to produce the outcome in collective manner
  • Able deliver the deliveries in Fast/Agile/Scrum Mode
  • Able to take and drive the new challenges and initiatives in the project
  • Ability to predict the project risks and provide the necessary resolutions.
  • Model design, feature planning, system infrastructure, production setup and monitoring, and release management.
  • Develop, process, cleanse and enhance data collection procedures from multiple data sources
  • Conduct deliver experiments and proof of concepts to validate business ideas and potential value.
  • Test, troubleshoot and enhance the developed models in a distributed environments to improve its accuracy.
  • Work closely with product teams to implement algorithms with R and/or Python.
  • Design and implement scalable predictive models, classifiers leveraging machine learning, deep learning.
  • Facilitate integration with enterprise applications using APIs to enrich implementations.
  • Having Good Logical/Analytical/ problem-solving skills with Innovative mindset to solve the problem in Innovative way and Healthy attitude towards challenging current way of doing things
  • Having Good skill on CI/CD Design/object oriented / Microservice principles
  • Ability to have thought process on failure/fault tolerance in distribute system design and development
  • Ability to work in Startup-mode of product development with building MVP product.
  • Ability to predict the project risks and provide the necessary remediations.

Profile required

6-8 years in applying AI/ML principles to real world applications

Broad NLP knowledge: tokenisation, part-of-speech tagging, dependency parsing, syntactic parsing, word sense disambiguation, topic modeling; contextual text mining, Word embedding

Broad Computer Vision knowledge:

o Construction, Feature detection, Segmentation, Classification

o object detection, tracking, localisation, classification, recognition, scene understanding

  • Exposure to Deep Learning - CNNs, LSTMs, network architecture, network tuning, transfer learning, multi-task learning
  • Broad Machine Learning experience - Algorithm Evaluation, Preparation, Analysis, Modeling and Execution.
  • Exposure to Open source NLP libraries eg NLTK, Regex, Stanford NLP, OpenNLP/CoreNLP
  • Very strong grasp of IT concepts with a strong algorithms/data structures background
  • Demonstrated history of building prototypes to win business confidence.
  • Experience in using Keras,Tensorflow, Caffe and/or other neural network development frameworks.
  • Experience with common data science toolkits, such as Scikit, NumPy, R libraries - Excellence in at least one of these is mandatory.
  • Proficiency with any one NoSQL databases such as MongoDB, Cassandra, HBase.
  • Should have prior experience in developing APIs, services using either C# or Java.
  • Should have good awareness on entire machine learning/ predictive modeling implementation
Refer code: 929048. Societe Generale - The previous day - 2024-02-20 03:52

Societe Generale

Bangalore, Karnataka
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