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Principal Data Scientist

3 months ago

mumbai city andheri, India Cornerstone OnDemand Full time
We're looking for a

Principal Data Scientist

This role is Hybrid, Pune Office

Cornerstoneprovides an AI-powered Talent Experience Platform for unified content discovery,knowledge management, and personalized learning platform for your careerjourney. Our award-winning Platform is used globally by Fortune 500 companiesand government organizations to solve content discovery, curation, andrecommendation problems across external, internal, and tacit knowledge sources
Inthe Data Science and Machine Leaning team at Cornerstone we are looking forsolid hands-on technologists with solid time-management skills and experiencein highly autonomous roles. You also function effectively in a collaborative environmentand are comfortable making independent decisions.

KeyResult Areas include:
Lead and drive execution of new initiatives for Machine Learning using conversational NLP techniques and introduce ML-based learning for recommendation and coaching assistant in our products
Lead team of ML engineers in evaluating ML technologies, building/training models, deployment of models and monitoring in production environments.
Work with the engineering teams and ensure timely deliveries.
Be part of a global Engineering team supporting Fortune 1000 customers worldwide.
Ability to experiment and iterate rapidly and provide tangible improvements in the overall engagement
YouAre:
A driven team player, collaborator, and relationship builder whose infectious can-do attitude inspires others and encourages excellent performance in a fast-moving environment.
Results orientated, motivated by success.
Self-motivated: You can work with minimal supervision and be able to strategically prioritize multiple tasks proactively.
Whatyou need:
Master's or bachelor's degree in computer science or a related study or equivalent experience.
7+ years of hands-on experience architecting and designing highly scalable and resilient systems.
5+ years of experience in designing & scaling applications based on Data Science, NLP, and conversational AI
Understanding of ML algorithms - classical and deep learning and ML frameworks
Good understanding of system availability, security, and performance management.
In particular, the candidate shouldhave work experience with:

PyTorch and its ecosystem of libraries
Word and document embeddings
Transformers and Attention
RNN, LSTM
A background in BERT and its variants
transfer-learning practices
NLP Libraries: NLTK, Genism , Spacy
ML-pipelines – Apache Airflow/ Kubeflow/ RAY
OpenAI libraries and Models - LLMs
Besides this, the candidate must possess a matureunderstanding of, and hands-on experience in, the broad field ofmachine-learning and statistical methods. Must be conversant with:
scikit-learn
Pandas
Numpy
plotting using matplotlib, seaborn, etc.
HuggingFace
Besidethe knowledge of framework or libraries, having experience in building therecommendation systems with following algorithms will be considered as a plus:
Generative Models VAE & GAN
Collaborative based filtering/ Context aware/Graph based recommender systems
Factorization Machine
Deep recommender
Experiencewith any of the following is considered a plus:
Tensorflow
Big-data and PySpark
Data wrangling libraries: Beautiful Soup or Scrapy
R libraries
Taking models to production
Cloud Technologies: GCP/AWS
ML Graph Models GNN and NetworkX