Vitric Business Solutions

4 weeks ago


Pune, India VITRIC BUSINESS SOLUTIONS PRIVATE LIMITED Full time

Job Description :Key Responsibilities :- Build, train, and validate machine learning models for prediction, classification, and clustering to support NBA use cases.- Conduct exploratory data analysis (EDA) on both structured and unstructured data to extract actionable insights and identify behavioral drivers.- Design and deploy A/B testing frameworks and build pipelines for model evaluation and continuous monitoring.- Develop vectorization and embedding pipelines using models like Word2Vec, BERT, to enable semantic understanding and similarity search.- Implement Retrieval-Augmented Generation (RAG) workflows to enrich recommendations by integrating internal and external knowledge bases.- Collaborate with cross-functional teams (engineering, product, marketing) to deliver data-driven Next Best Action strategies.- Present findings and recommendations clearly to technical and non-technical stakeholders.Required Skills & Experience :- Strong programming skills in Python, including libraries like pandas, NumPy, and scikit-learn.- Practical experience with text vectorization and embedding generation (Word2Vec, BERT, SBERT, etc.).- Proficiency in Prompt Engineering and hands-on experience in building RAG pipelines using LangChain, Haystack, or custom frameworks.- Familiarity with vector databases (e.g., PostgreSQL with pgvector, FAISS, Pinecone, Weaviate).- Expertise in Natural Language Processing (NLP) tasks such as NER, text classification, and topic modeling.- Sound understanding of supervised learning, recommendation systems, and classification algorithms.- Exposure to cloud platforms (AWS, GCP, Azure) and containerization tools (Docker, Kubernetes) is a plus.Experience : 5+ years (ref:hirist.tech)



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