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10 Weeks ago

Sr Data Scientist

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Pune, Maharashtra, India
Information Technology
DataWeave

Overview

About DataWeave

Digital Commerce capabilities are fundamental to winning today’s shoppers. The pandemic has accelerated eCommerce adoption across the globe with multiple options for consumers to research, compare and buy products. Solutions that provide actionable data-driven insights have become fundamental to eCommerce growth and critical in optimizing these investments.

DataWeave is a leading provider of advanced sales optimization solutions for Digital Commerce businesses, consumer brands, delivery intermediaries, and marketplaces. Our machine learning-enabled SaaS platform provides over 400 global brands and retailers with streamlined access to Digital Shelf Analytics and Dynamic Pricing solutions used to develop data-driven growth strategies and to make high-frequency business decisions that accelerate revenue growth and drive profitability.

Our actionable, Digital Market Intelligence is generated by aggregating and analyzing data captured daily on over 100 million products found on the Web, tracking competitive KPI performance within critical business areas like Pricing, Promotions, Content Audits, Product Availability, Merchandising, Search and Media, Sales and Market Share, and Ratings and Reviews.

Semantics & Data Science @DataWeave

We the Data Science team at DataWeave (called Semantics internally) build the core machine learning backend and structured domain knowledge needed to deliver insights through our data products. Our underpinnings are innovation, business awareness, long-term thinking, and pushing the envelope. We are fast-paced labs within the org applying the latest research in Computer Vision, Natural Language Processing, and Deep Learning to hard problems in different domains.

Roles & Responsibilities

What do we offer?

  • Some of the most challenging research problems in NLP and Computer Vision. Huge text and image datasets that you can play with!
  • Ability to see the impact of your work and the value you're adding to our customers almost immediately.
  • Opportunity to work on different problems and explore a wide variety of tools to figure out what really excites you.
  • A culture of openness. Fun work environment. A flat hierarchy. Organization wide visibility. Flexible working hours.
  • Learning opportunities with courses and tech conferences. Mentorship from seniors in the team.
  • Last but not the least, competitive salary packages and fast paced growth opportunities.

Who are we looking for?

The ideal candidate is a strong software developer or a researcher with experience building and shipping production grade data science applications at scale. Such a candidate has keen interest in liaising with the business and product teams to understand a business problem, and translate that into a data science problem. You are also expected to develop capabilities that open up new business productization opportunities. We are looking for someone with a Master's degree and 1+ years of experience working on problems in NLP or Computer Vision. If you have 4+ years of relevant experience with a Master's degree (PhD preferred), you will be considered for a senior role

Skills & Requirements

Key problem areas

Preprocessing and feature extraction noisy and unstructured data
  • - both text as well as images.
  • Keyphrase extraction, sequence labeling, entity relationship mining from texts in different domains.
  • Document clustering, attribute tagging, data normalization, classification, summarization, sentiment analysis.
  • Image based clustering and classification, segmentation, object detection, extracting text from images, generative models, recommender systems.
  • Ensemble approaches for all the above problems using multiple text and image based techniques.

Relevant set of skills

  • Have a strong grasp of concepts in computer science, probability and statistics, linear algebra, calculus, optimization, algorithms and complexity.
  • Background in one or more of information retrieval, data mining, statistical techniques, natural language processing, and computer vision.
  • Excellent coding skills on multiple programming languages with experience building production grade systems. Prior experience with Python is a bonus.
  • Experience building and shipping machine learning models that solve real world engineering problems. Prior experience with deep learning is a bonus.
  • Experience building robust clustering and classification models on unstructured data (text, images, etc). Experience working with Retail domain data is a bonus.
  • Ability to process noisy and unstructured data to enrich it and extract meaningful relationships.
  • Experience working with a variety of tools and libraries for machine learning and visualization, including numpy, matplotlib, scikit-learn, Keras, PyTorch, Tensorflow.
  • Use the command line like a pro. Be proficient in Git and other essential software development tools.
  • Working knowledge of large-scale computational models such as MapReduce and Spark is a bonus.
  • Be a self-starter—someone who thrives in fast paced environments with minimal ʻmanagementʼ.
  • It's a huge bonus if you have some personal projects (including open source contributions) that you work on during your spare time. Show off some of your projects you have hosted on GitHub.

Role and responsibilities

  • Understand the business problems we are solving. Build data science capability that align with our product strategy.
  • Conduct research. Do experiments. Quickly build throw away prototypes to solve problems pertaining to the Retail domain.
  • Build robust clustering and classification models in an iterative manner that can be used in production.
  • Constantly think scale, think automation. Measure everything. Optimize proactively.
  • Take end to end ownership of the projects you are working on. Work with minimal supervision.
  • Help scale our delivery, customer success, and data quality teams with constant algorithmic improvements and automation.
  • Take initiatives to build new capabilities. Develop business awareness. Explore productization opportunities.
  • Be a tech thought leader. Add passion and vibrance to the team. Push the envelope. Be a mentor to junior members of the team.
  • Stay on top of latest research in deep learning, NLP, Computer Vision, and other relevant areas.

Job Location:
Bangalore, India

Address:
InfoWeave Analytics Pvt Ltd,
3rd Floor, B Windsor,
75, Bannerghatta Rd,
Bengaluru, Karnataka 560076
+(91) 80 618 52 222
contact@dataweave.com

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