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Senior Manager, Global IT LLM Engineer
2 months ago
About the Role
We are seeking a highly skilled Senior Manager, Global IT LLM Engineer to join our team at Boston Consulting Group. As a key member of our Global Services team, you will play a critical role in driving the development and implementation of Large Language Model (LLM) technologies across the organization.
Key Responsibilities
- Lead the Development of LLM Technologies
- Develop and maintain expertise in LLM technologies, including multimodal inputs and outputs, and leverage this knowledge to drive innovation and improvement across the organization.
- Collaborate with cross-functional teams to design, develop, and deploy LLM-based solutions that meet business needs and drive strategic objectives.
- Manage and Mentor a Team of LLM Engineers
- Lead a team of LLM engineers and provide guidance, mentorship, and coaching to ensure they have the skills and knowledge needed to succeed in their roles.
- Develop and implement training programs to enhance the skills and knowledge of team members and ensure they are equipped to handle complex technical challenges.
- Drive Business Outcomes through LLM Technologies
- Work closely with business stakeholders to understand their needs and develop LLM-based solutions that meet those needs and drive business outcomes.
- Develop and maintain metrics to measure the effectiveness of LLM technologies and ensure they are aligned with business objectives.
- Stay Up-to-Date with Industry Trends and Best Practices
- Stay current with the latest developments and advancements in LLM technologies and apply this knowledge to drive innovation and improvement across the organization.
- Collaborate with industry experts and thought leaders to stay informed about best practices and emerging trends in LLM technologies.
Requirements
- Education
- Bachelor's degree in Computer Science, Statistics, or related field with a focus on Artificial Intelligence, Machine Learning, Natural Language Processing, or similar field preferred.
- Experience
- 2+ years of experience developing and experimenting with LLMs.
- 6+ years of experience developing AI/ML technologies within large and business-critical applications.
- Skills
- Proficiency in Python and associated data science libraries and frameworks.
- Strong knowledge in AI, machine learning, and natural language processing.
- Experience with leveraging, training, and fine-tuning Foundation Models, including multimodal inputs and outputs.
- Strong experience working with key LLM models APIs (e.g. OpenAI, Anthropic) and LLM Frameworks (e.g. LangChain, LlamaIndex).
- Experience with multi-agent frameworks/systems and an understanding of multi-agent systems and their applications in complex problem-solving scenarios.
- Experience with libraries for handling various document formats and extracting structured information from unstructured data.
- Expertise in using LlamaIndex for building and querying knowledge bases, including its data connectors, indexing strategies, and query engines.
- Knowledge of effective text chunking techniques for optimal processing and indexing of large documents or datasets.
- Proficiency in generating and working with text embeddings using models like BERT, GPT, or domain-specific embedding models.
- Understanding of embedding spaces and their applications in semantic search and information retrieval.
- Experience in constructing and querying knowledge graphs, including technologies like Neo4j or RDF triplestores.
- Understanding of ontology design and graph-based reasoning.
- Experience with RAG concepts and fundamentals (vectorDBs, semantic search, etc.), Expertise in implementing RAG systems that combine knowledge bases with generative AI models.
Preferred Qualifications
- Experience with Cloud Infrastructure for AI/ML
- Experience with LLM Guardrails
- Experience with LLM Monitoring and Observability
- Experience with Security related to LLM Integration
About Boston Consulting Group
Boston Consulting Group is a global management consulting firm that helps organizations address their most complex challenges. We have a long history of innovation and have been at the forefront of many of the most significant management trends of the past century. Our team is dedicated to helping our clients achieve their goals and make a positive impact on the world.
Equal Opportunity Employer
Boston Consulting Group is an equal opportunity employer. We are committed to creating a diverse and inclusive work environment that reflects the communities we serve. We welcome applications from qualified candidates of all backgrounds and perspectives.