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AIML Data Scientist
AIML Data ScientistConfidential • Bengaluru / Bangalore
AIML Data Scientist

AIML Data Scientist

Confidential • Bengaluru / Bangalore
7 days ago
Job description
  • Be a hands-on problem solver with a consultative approach, applying Machine Learning & Deep Learning algorithms to solve business challenges.
  • Use knowledge of a wide variety of AI / ML techniques and algorithms to determine which combinations best solve the problem.
  • Improve model accuracy to deliver greater business impact.
  • Estimate business impact due to deployment of models.
  • Work with domain / customer teams to understand business context, data dictionaries, and apply relevant Deep Learning solutions for given business challenges.
  • Work with tools and scripts for sufficient data pre-processing & feature engineering for model development – Python / R / SQL / Cloud data pipelines.
  • Design, develop & deploy Deep Learning models using TensorFlow / PyTorch.
  • Experience in using Deep Learning models with text, speech, image, and video data.
  • Design & develop NLP models for :
  • Text Classification
  • Custom Entity Recognition
  • Relationship Extraction
  • Text Summarization
  • Topic Modeling
  • Reasoning over Knowledge Graphs
  • Semantic Search
  • Using NLP tools like Spacy and open-source TensorFlow, PyTorch, etc.
  • Design and develop Image Recognition & Video Analysis models using Deep Learning algorithms and open-source tools like OpenCV.
  • Knowledge of state-of-the-art Deep Learning algorithms.
  • Optimize and tune Deep Learning models for best possible accuracy.
  • Use visualization tools / modules to explore and analyze outcomes & for model validation, e.g., Power BI / Tableau.
  • Work with application teams to deploy models on cloud as a service or on-premises.
  • Deployment of models in Test / Control framework for tracking.
  • Build CI / CD pipelines for ML model deployment.
  • Integrate AI & ML models with other applications using REST APIs and other connector technologies.
  • Constantly upskill and update with the latest techniques and best practices. Write white papers and create demonstrable assets to summarize AI / ML work and its impact.
  • Technology / Subject Matter Expertise

    • Sufficient expertise in Machine Learning, mathematical, and statistical sciences.
    • Use of versioning & collaborative tools like Git / GitHub.
    • Good understanding of the landscape of AI solutions – cloud, GPU-based compute, data security and privacy, API gateways, microservices-based architecture, big data ingestion, storage, and processing, CUDA Programming.
    • Develop prototype-level ideas into solutions that can scale to industrial-grade strength.
    • Ability to quantify & estimate the impact of ML models.
    • Soft Skills Profile

    • Curiosity to think in fresh and unique ways with the intent of breaking new ground.
    • Ability to share, explain, and 'sell' thoughts, processes, ideas, and opinions, even outside one's own span of control.
    • Ability to think ahead and anticipate needs for problem-solving.
    • Ability to communicate key messages effectively and articulate strong opinions in large forums.
    • Desirable Experience

    • Keen contributor to open-source communities and communities like Kaggle.
    • Ability to process huge amounts of data using PySpark / Hadoop.
    • Development & application of Reinforcement Learning.
    • Knowledge of Optimization / Genetic Algorithms.
    • Operationalizing Deep Learning models for customers and understanding nuances of scaling such models in real scenarios.
    • Optimize and tune Deep Learning models for best possible accuracy.
    • Understanding of stream data processing, RPA, edge computing, AR / VR, etc.
    • Appreciation of digital ethics and data privacy.
    • Experience working with AI & Cognitive Services platforms like Azure ML, IBM Watson, AWS SageMaker, Google Cloud.
    • Experience in platforms like DataRobot, CognitiveScale, H2O.AI.
    • Skills Required

      Cuda, Continuous Integration, Api Gateway, Data, Mathematics, Tensorflow, Pytorch

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    Data Scientist • Bengaluru / Bangalore

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