Ajay Kumar reddy Vemapati
@ajaykumarreddyvemapa
AI/ML Engineer delivering scalable fraud detection and real-time production ML for financial services.
What I'm looking for
I am an AI/ML Engineer with 4+ years of experience building production-grade machine learning systems for regulated financial services and industrial applications.
At Zest AI I designed scalable fraud detection pipelines processing over 1M daily transactions, improving precision and reducing false positives while cutting cloud and training costs significantly.
I specialize in MLOps, real-time deployment, and explainability—implementing CI/CD, drift detection, and RAG-based anomaly explainers to accelerate releases and reduce analyst investigation time.
I hold an M.S. in Data Science and bring hands-on expertise across PyTorch, XGBoost, Spark, AWS SageMaker, Kubernetes, LangChain, and model governance to deliver reliable, compliant AI solutions.
Experience
Work history, roles, and key accomplishments
Machine Learning Engineer
Zest AI
Aug 2023 - Present (2 years 6 months)
Designed and deployed scalable fraud-detection pipelines processing 1M+ daily transactions, achieving 95% precision, reducing fraud losses by 28%, and cutting false positives by 35% while lowering cloud costs 40%.
AI Engineer
Lin Code Labs
Jan 2021 - Jul 2022 (1 year 6 months)
Built predictive maintenance and supply-chain ML systems (LSTM/PyTorch) predicting failures 72 hours ahead with 92% accuracy and preventing $500K+ annual downtime; improved package sorting accuracy 30% via YOLOv8 edge deployments.
Education
Degrees, certifications, and relevant coursework
University of New Haven
Master of Science, Data Science
Master of Science in Data Science emphasizing applied machine learning and data engineering for production systems.
Tech stack
Software and tools used professionally
Apache Spark
Kubernetes
Jenkins
NumPy
Pandas
PySpark
Dask
MySQL
PostgreSQL
MongoDB
Gmail
Rollout
Databricks
Redis
Terraform
Java
TensorFlow
PyTorch
MLflow
scikit-learn
Kubeflow
Kafka
FastAPI
AWS Lambda
Serverless
Kafka Streams
Airflow
Root Cause
s3-lambda
SQL
XGBoost
Hugging Face
LightGBM
LangChain
LlamaIndex
Polars
Delta Lake
Stable Diffusion
Black
Faiss
Optuna
Safe
Jan
Availability
Location
Authorized to work in
Job categories
Skills
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