
Data Scientist
Eines ihrer einflussreichsten Projekte war die Entwicklung eines LLM-basierten Frameworks zur Analyse von Kundeninteraktionen bei Wells Fargo, das die digitale Strategie der Bank und das Selbstbedienungserlebnis verbessert hat.
Saloni zeichnet sich durch die Optimierung von Marketingkampagnen, die Nutzung von LLMs zur Aufdeckung von Kundenproblemen und die Automatisierung von Prozessen zur Steigerung der Effizienz aus. Ihr Fachwissen liegt in der Verknüpfung von technischen Fortschritten mit realen Geschäftsanwendungen.

Designed and developed a hybrid search solution within 3 months on Elasticsearch, leveraging vector search for semantic understanding and BM25 for lexical precision;
Integrated a Large Language Model (LLM) to refine results, ensuring the top-ranked items were not just relevant but also the most contextually appropriate for the user's query;
Engineered a custom ranking framework to seamlessly blend search scores with key business metrics like product popularity, availability, and promotional status, creating a system that was both intelligent and commercially effective;
Delivered a high-performance, scalable search platform that significantly improved the customer experience by providing faster, more intuitive, and highly relevant results.

Solved complex business challenges by applying innovative AI/ML approaches, collaborating with cross-functional teams;
Communicated data-driven actionable insights to stakeholders across North America (NA), Latin America (LATAM), and Asia-Pacific (APAC) regions;
Managed end-to-end implementation of solutions, starting from SQL-based data preparation to building AI/ML models using Python;
Deployed AI/ML solutions on cloud-based platforms, ensuring smooth integration and operational efficiency;
Worked closely with stakeholders to understand business requirements and translate them into effective AI/ML solutions;
Ensured scalability and robustness of the AI/ML models deployed on cloud platforms for long-term value;
Led project management tasks, coordinating timelines and deliverables across diverse teams and regions.

Produced performance reports for 15 ML models, driving over $10M in annual benefits by extracting actionable insights from crucial KPIs using SAS, and guiding business decisions on future strategies;
Led a team of three junior consultants in developing an automated model monitoring framework, streamlining the oversight of hundreds of models and reducing manual labor by approximately 90% through seamless integration of industry-standard tools such as Python, PySpark, SQL, and Tableau;
Automated and streamlined the AI/ML model inference process, achieving an 85% reduction in man-hours, significantly improving operational efficiency.

Successfully increased the profit margin by 2% and annual cost savings of ~$15M by optimizing bidding decisions of mortgage loans using a sophisticated machine learning framework in Python;
Demonstrated a strong aptitude for data analysis and problem-solving resulting in a full-time offer.
Excellence en ingénierie
Saloni Gesamtleistung in einer 90-minütigen Live-Technikbewertung rangiert im top 25% der überprüften Data Scientist bei Proxify.

Issued Mar 2023

Issued Mar 2022

Issued Mar 2023
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