Senior Software Engineer - AI/ML

Virtusa
2 months ago
tie
2 Applied
Expired on: Jul 02 2024
tie

Ref.No 00005436

Description

Qualifications


  • Bachelor's degree in Computer Science, Engineering, or related field.
  • 2 years of experience in AI, with more than 4 years of hands-on experience in exploratory data analysis, data pipeline development, model development, and model evaluation
  • Sound knowledge of theoretical and practical aspects of machine learning.
  • Hands-on experience in developing deep learning models, preferably for Natural Language Processing applications.
  • Experience with generative AI techniques and model fine-tuning.
  • Proficiency in building pipelines for the use of externally hosted and locally hosted Large Language Models (LLMs).
  • Comprehensive experience and detailed knowledge in implementing, enhancing, and evaluating RAG implementations/pipelines.
  • Familiarity with orchestration layers such as LangChain for efficient use of LLMs.
  • Experience with evaluation frameworks for Generative AI, particularly in text generation contexts (e.g., RAGAs and TruLens).

Responsibilities


  • Conduct exploratory data analysis to understand data patterns and relationships.
  • Develop robust data pipelines for preprocessing and feature engineering.
  • Build and evaluate machine learning models for various applications.
  • Develop deep learning models, particularly for Natural Language Processing tasks.
  • Utilize generative AI techniques, including advanced prompting techniques and model fine-tuning.
  • Build pipelines for the use of externally hosted Large Language Models (LLMs) and preferably locally hosted LLMs.
  • Implement, enhance, and evaluate Retrieval-Augmented Generation (RAG) implementations and pipelines.
  • Use orchestration layers such as LangChain for efficient utilization of LLMs.
  • Experience with evaluation frameworks for Generative AI, specifically in the context of text generation (e.g., RAGAs and TruLens).


Skills
ML
NLP
Python
AWS
Data science
Industry Sector