Satya Dineswara Reddy Satti
“AI/ML, Software Engineer | MLOps & LLM Specialist | PyTorch • AWS • Generative AI | Building Production-Scale AI Systems”
- Role
- Software Engineer Ai at Northern Trust
- Location
- Chicago, IL, US
- LinkedIn followers
- 500 followers
About Satya Dineswara Reddy Satti
Machine Learning Engineer with around 4 years of specialized experience developing and…
Experience
Software Engineer Ai
Jan 2025 — Present · US
Designed and fine-tuned a domain-specific Large Language Model (LLM), using Hugging Face Transformers and PyTorch, for summarizing quarterly trust and asset management reports, automating the extraction of 85% of key financial risk metrics-Architected and managed a production MLOps pipeline on AWS (SageMaker Pipelines and Model Monitor), accelerating the continuous integration and delivery (CI/CD) of updated models by 40% while ensuring 99.9% endpoint uptime-Developed a high-frequency Time Series Forecasting model utilizing LSTM Neural Networks (TensorFlow/Keras) to predict potential liquidity shortfalls, reducing false positive risk alerts by 30% compared to traditional ARIMA models-Containerized ML inference services (XGBoost fraud models) using Docker and deployed them on a secure Kubernetes cluster via FastAPI, achieving an average prediction latency of <50 milliseconds under peak load-Implemented SHAP and LIME frameworks to provide regulatory-compliant explainability for a high-stakes credit risk classification model, directly influencing the approval process for over $500M in commercial loans-Engineered feature pipelines using Apache Spark (PySpark) to process 10TB+ of raw transaction and market data from Snowflake, reducing feature calculation latency for real-time model serving by 55%-Conducted multi-variant A/B Tests on deployed models via AWS SageMaker, iteratively increasing the AUC-ROC score for transaction anomaly detection from 0.88 to 0.94 over two sprints.
Education
Lovely Professional University
Bachelor of Technology - BTech
2018 — 2022
Illinois Institute of Technology
Master of Science - MS
2023 — 2025
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