Senior Vector Search Algorithm Specialist
3 days ago
About the Role
EXL is seeking a highly skilled Senior Vector Search Algorithm Specialist to join our team. As a key member of our data analytics team, you will be responsible for developing and optimizing vector search algorithms to improve the performance and efficiency of our similarity-based data analysis.
Key Responsibilities:
- Analyze and optimize existing vector search algorithms to identify and rank similar data points or items based on vector similarity.
- Process large datasets using vector representations (e.g., word embeddings, sentence embeddings) to enable advanced search and recommendation capabilities.
- Work closely with data scientists, engineers, and product teams to integrate vector search models into our system and ensure seamless performance.
- Fine-tune vector representations, similarity measures, and indexing mechanisms to improve search efficiency.
- Utilize advanced data analytics techniques to extract insights and make data-driven recommendations based on vector search algorithm results.
- Profile and benchmark the vector search process, identifying bottlenecks, proposing solutions, and optimizing critical parts of the search pipeline.
- Communicate findings and insights from vector search data to stakeholders through clear data visualizations, reports, and presentations.
- Conduct experiments to test new approaches for vector search, comparing various models and strategies to identify the most effective methods.
Requirements
- Strong understanding of statistical analysis, similarity search, and distance metrics (e.g., cosine similarity, Euclidean distance).
- Proven experience in implementing vector search algorithms (e.g., k-NN, approximate nearest neighbors (ANN)) to identify similar items based on vector similarity.
- Familiarity with databases (both SQL and NoSQL) and big data tools for handling large-scale datasets, such as Pandas, NumPy, and Spark.
- Proficiency with vector search frameworks or distributed computing techniques.
- Experience in Python and AWS.
Salary Estimate: $120,000 - $180,000 per year
About EXL
EXL is a leading business process management company that specializes in helping organizations improve their operational efficiency and effectiveness.
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