Senior MLOps Engineer at Toast
Anish Mahapatra
I take data and AI systems from prototype to production, at scale for Fortune 500 teams across fintech, adtech, and enterprise software.
Featured & teaching
About
- Now
Toast
- Role
- Senior MLOps Engineer
- Writing
- Medium Top Writer
I'm an AI/ML engineer with several years of experience taking data and
AI systems from prototype to production. I've built data
infrastructure and AI/ML platforms at scale at SAP,
7-Eleven, and
Toast, working with Fortune 500 stakeholders across fintech, adtech,
and enterprise software.
My work spans data engineering, machine learning, data science, LLM-based applications, and artificial intelligence in production: the full path from a working prototype to something reliable enough to depend on.
I'm especially passionate about teaching people to be their very best. I believe it's better to learn than to know. I've taught Data Science, Machine Learning, and AI to over 100,000 learners and write about it on Medium, where I'm recognized as a Top Writer.
Education
-
MSc Data Science, Distinction (top 1%)Liverpool John Moores University -
PG Diploma, Data ScienceIIIT Bangalore -
BTech, Information TechnologyManipal Institute of Technology
Selected work
More on GitHubExperience
-
Senior MLOps Engineer
Applying production AI/ML and data engineering experience to Toast’s restaurant fintech platform.
-
Senior MLOps Engineer, AIOps Platform Lead
Led productionization of an enterprise AIOps platform for Fortune 500 clients on Kubernetes; built MLOps/LLMOps workflows with GitHub Actions, ArgoCD, and MLflow, and NLP-based data anonymization pipelines.
-
Senior AI & Machine Learning Engineer
Built LLM-driven enterprise analytics with LangChain and real-time data pipelines on Kafka, Spark, and Databricks; led migration of large-scale tables to Delta Lake and Power BI.
-
Lead Data Scientist
Progressed from Data Scientist to Lead Data Scientist over four years, leading ML pipelines and data engineering for Fortune 300 clients across demand forecasting and anomaly detection.
By the numbers
- 100,000+
- learners taught Data Science, Machine Learning, and AI.
- 9 years
- taking data and AI systems from prototype to production.
- Top 1%
- MSc in Data Science with Distinction, Liverpool John Moores University.
Writing
Medium Top Writer. I've taught Data Science, Machine Learning, and AI to over 100,000 learners.
All articles on Medium- Designing an End-to-End AI Platform for Payments and Retail (AWS) Apr 2026
- Installing Claude Code for Agentic Engineering Feb 2026
- How to Set Up an Enterprise-Ready Production Environment for Data Engineering Jul 2024
- What is LangChain? (AI Crash Course) Feb 2024
- Build a CI/CD Pipeline on AWS Nov 2023
Technical interests
Production ML and LLM serving, evaluation and observability, Kubernetes-native delivery, and data contracts for real-time and batch pipelines.
Working stack
- Python
- PyTorch
- FastAPI
- Docker
- Kubernetes
- AWS
- Azure
- GCP
- GitHub Actions
- Airflow
- Kafka
- Spark
- Databricks
- DynamoDB
- SQL
- Splunk
- Datadog
- FireHydrant
- SCONE
- Spotify Backstage
Also exploring
- LangChain
- MLflow
- ArgoCD
- Terraform
- Prometheus
- Grafana
- vLLM
- Vector Databases
- OpenTelemetry
- Snowflake
Contact
Open to conversations on AI/ML platforms, MLOps, and reliable, real-world systems.
anishmahapatra01@gmail.com