GenAI Technical Research Consultant
COMPANY OVERVIEW:
The company is on a mission to make it viable to extract value from all data in the world — so humanity can capture every insight, cure, invention, and opportunity. They harbor a deep conviction in the power of data and a shared vision for how accelerated computing can unlock breakthrough intelligence and come together to solve the toughest challenges across the data stack. GenAI and analytics solutions for the next decade require groundbreaking innovations in the entire data processing stack, and they are building that!
POSITION OVERVIEW:
As a GenAI Technical Research Consultant, you will engage in cutting-edge research on generative AI architectures, including RAG, fine-tuning, and Agentic AI and their underlying technologies. This role requires a deep understanding of the architecture and mechanics of generative AI systems, including the foundational technologies that support them. You will explore new methodologies, current algorithms, and the GenAI stack. Additionally, you will perform technical gap analyses of current technologies and vendors, preparing an opportunity map for new product introductions. This position offers a unique opportunity to work on transformative projects that have the potential to impact various industries.
RESPONSIBILITIES:
- Conduct independent and collaborative research in generative AI, with a focus on the underlying technologies, such as vector databases, embeddings, knowledge extraction, neural network architectures, and data representation methods
- Analyze and evaluate the performance of existing generative models, identifying areas for improvement by delving into the technical details of their construction and operation
- Perform technical gap analyses of current generative AI technologies and vendors, assessing their strengths and weaknesses
- Prepare an opportunity map based on the gap analysis to identify potential areas for new product introductions and innovations
- Identify novel approaches, algorithms, and models that can enhance generative AI capabilities, with a strong emphasis on understanding the mechanics of these systems
- Prepare and present research findings at internal meetings, articulating the technical intricacies of generative AI systems
PREFERRED PROFILE:
- Ph.D. or equivalent experience in Computer Science, Artificial Intelligence, Machine Learning, or a related field
- Strong background in generative models, deep learning, and statistical methods, with a focus on the underlying technologies that enable these systems. Understanding of how core tools and technologies are built and NOT just use them
- In-depth understanding of how vector databases are built, including indexing, retrieval mechanisms, and data structures, rather than just their application
- Proficiency in programming languages such as Python, TensorFlow, or PyTorch, with experience in developing and optimizing algorithms
- Experience with data analysis, model evaluation, and performance optimization, with a focus on the technical details of the systems involved
- Excellent problem-solving skills and the ability to work independently and collaboratively
- Strong communication skills, with the ability to convey complex technical concepts to diverse audiences
- A track record of publications in reputable conferences or journals is a plus
LOCATION: Remote
Job ID# 3020989
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