Rohit Kumar
@rohitkumar27
Senior AI/ML Engineer driving production-grade generative AI, NLP, and scalable MLOps solutions.
What I'm looking for
I am a Senior AI/ML Engineer with extensive experience building large-scale machine learning and generative AI systems for enterprise, banking, telecom, and media organizations.
I have led development of ranking models, personalization engines, real-time inference services, and LLM-powered agentic systems using Python, PyTorch, Spark, Databricks, and AWS.
My work includes architecting RAG systems, multimodal extraction pipelines, CI/CD-enabled MLOps, and observability frameworks that improved iteration throughput and reduced manual reporting time by over 60%.
I prioritize production-grade reliability, reproducibility, and safe operation of models, and I seek opportunities to accelerate AI innovation and operational excellence at scale.
Experience
Work history, roles, and key accomplishments
Senior AI/ML Engineer
Warner Bros. Discovery
Jun 2022 - Present (3 years 8 months)
Led development of enterprise-grade LLM and agentic AI systems, built high-performance RAG and multimodal extraction pipelines, and reduced manual reporting time by 60%+ through generative-AI agents and scalable production deployments.
Senior AI/ML Engineer
Scotiabank
Jun 2021 - Jun 2022 (1 year)
Built CTR prediction and ranking models and real-time ETL/feature pipelines to power personalized recommendations and anomaly detection, improving fraud investigation efficiency and personalization latency.
Senior Machine Learning Engineer
RBC
May 2020 - May 2021 (1 year)
Developed internal ML platform tooling, CI/CD and IaC pipelines to accelerate deployments across 20+ teams and created full-stack monitoring dashboards to track cloud usage and operational risk.
Machine Learning Engineer
Rogers Communications
Apr 2018 - May 2020 (2 years 1 month)
Developed churn, segmentation, and CLV models and NLP analytics for call centers, and implemented scalable Spark/Kafka/Airflow pipelines to process telecom telemetry and integrate insights into operational dashboards.
Data Scientist
HCL Technologies
May 2014 - Apr 2018 (3 years 11 months)
Delivered predictive models and NLP pipelines across finance, retail, telecom, and insurance, improving fraud detection and customer retention through ETL workflows and Tableau dashboards.
Education
Degrees, certifications, and relevant coursework
Carleton University
Bachelor of Science, Computer Science
2010 - 2014
Completed a Bachelor of Science in Computer Science focused on software engineering and machine learning fundamentals.
Tech stack
Software and tools used professionally
Apache Spark
GitHub
GitLab
Kubernetes
Jenkins
GitHub Actions
GitLab CI
Hadoop
Gmail
Node.js
Spring Boot
Databricks
Redis
Terraform
Pulumi
JavaScript
Java
TensorFlow
PyTorch
MLflow
scikit-learn
Kubeflow
Streamlit
NLTK
Kafka
FastAPI
Grafana
Prometheus
OpenTelemetry
gRPC
Milvus
Airflow
Compiled
SQL
XGBoost
Hugging Face
LightGBM
LangChain
Ray
Trino
Transform
Agentic
Enhance
Faiss
LangGraph
Matrix
Remote
Safe
Availability
Location
Authorized to work in
Job categories
Skills
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