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Machine Learning Engineer

Machine Learning Engineer

Squareroot Consulting Pvt Ltd.Bangalore
30+ days ago
Job description

Position : Machine Learning Engineer (ML)

Location : Bangalore, India (All 5 days working from office)

Domain : EdTech

Education : Bachelor / Master degree in Computer Science or equivalent

Core Responsibilities :

  • Translate high-level directions and open-ended product ideas into deliverable projects and lead / drive their completion
  • Architect and implement highly scalable ML solutions for a wide range of systems including multimodal Information Retrieval, Conversational chatbots, Recommender Systems, Ranking, etc
  • Own end-to-end product delivery from inception to research to production
  • Work with cross-functional teams across the organization including Product, Engineering, DevOps, QA, and Content team
  • Manage ML work flows that include data gathering, working with annotators, and ML researchers inside and outside company
  • Extract and analyze large volumes of data to deeply understand and deduce a wide range of analytics about our students, and teachers based on their usage history
  • Envision, experiment, build (or discard), and deliver ML products that can disrupt the EdTech space - Understand statistical hypothesis testing
  • Have fun while driving innovation through ML by challenging the status quo in education and learning and providing creative ML-based solutions

Requirements :

  • Hands-on developer with 4+ years of experience and excellent programming skills (Python is a strong plus)
  • Expertise in Deep Learning approaches for NLP (Transformer-based), Predictive Modeling, Search & Recommendation, and Autoregressive models
  • 2+ years of experience in NLP (Information Retrieval, Chatbots, Summarization, Generative Models etc)
  • Proven track record of building scalable production services including ML applications on cloud infrastructure (AWS / GCP / Azure)
  • Deeply understand the trade-off between model architecture, deployment costs, model accuracy
  • Capacity to handle multiple tasks and prioritize effectively while working with geographically distributed teams
  • Up-to-date on the latest and greatest model developments from NLP to Computer Vision. Find creative ways to apply those to the education domain delivering innovative and differentiated solutions.
  • Skills : Python, PyTorch, TorchServe, Pandas, SQL & NoSQL databases (MySQL, MongoDB, Redis, Redshift), Cloud Infrastructure, Vector Databases (Elastic Search), Linux

    Nice to have :

  • Familiarity with Reinforcement Learning and Deep Knowledge Tracing
  • Strong foundational theory of machine learning
  • (ref : hirist.tech)

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    Machine Learning Engineer • Bangalore

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