16 Aug
|
Thompsons Hr Consulting
|
Bengaluru
16 Aug
Thompsons Hr Consulting
Bengaluru
Role & responsibilities
We are looking for a hands-on Data Scientist specializing in Natural Language Processing to design, build, evaluate, and deploy production-grade NLP and machine-learning solutions for complex text-driven workflows.
Core Responsibilities
• Design and build NLP and machine-learning pipelines that transform noisy, heterogeneous text data into clean semantic layers ready for modeling, retrieval, analytics, and downstream product use.
• Develop retrieval systems for semantic search, candidate ranking, out-of-vocabulary handling, and high-quality information discovery using embeddings and vector search.
• Build, compare, and evaluate supervised and hybrid approaches, including multioutput classifiers, hierarchical classifiers, NER-style parsers, clustering techniques, and rule-plus-ML systems.
• Analyze decision boundaries and relationships across free-text fields using conditional distributions, entropy, mutual information, directional association, embeddings, and predictive ablation studies.
• Deploy, monitor,
and continuously improve ML services in collaboration with platform, backend, data engineering, and product teams.
Required Skills
• Robust Python and SQL skills, with hands-on experience building production data pipelines and machine-learning workflows.
• Practical experience with text classification, semantic similarity, embeddings, information retrieval, ranking, clustering, or entity extraction.
• Experience with Hugging Face, SentenceTransformers, tokenization, fine-tuning, transformer-based models, and model evaluation. • Solid understanding of vector search, cosine similarity, approximate nearest-neighbor methods, and retrieval metrics such as Recall@K, MRR, and NDCG.
• Ability to design experiments, define evaluation metrics, compare model trade-offs, and communicate findings clearly to technical and non-technical stakeholders. Nice to Haves
• Experience with healthcare, imaging, enterprise metadata, document intelligen
📌 Data Scientist (Bengaluru)
🏢 Thompsons Hr Consulting
📍 Bengaluru