About Me

I'm Sushant Shambharkar, an AI/ML Tech Lead with deep expertise in building production-grade AI systems. I specialize in Agentic AI, RAG architectures, LLM infrastructure, and MLOps.

Currently at Amagi, I lead AI/ML initiatives for a cloud-based SaaS platform serving the broadcast and streaming media industry. I've built AI-powered ad optimization systems, RAG pipelines, and experimentation platforms that operate at scale.

Previously at Slinintel, I developed NLP2SQL systems and customer intelligence platforms using transformer models for B2B sales intelligence.

I'm passionate about bridging the gap between AI research and production systems. I believe in building AI that works reliably at scale, with proper monitoring, testing, and fallback mechanisms.

When I'm not building AI systems, you'll find me working on homelab projects, contributing to open source, and exploring new AI architectures.

Technical Skills

Core technologies across the AI/ML stack.

AI/ML

PyTorchTensorFlowHugging FaceLangChainLlamaIndexscikit-learnOpenAI APIRAGAgentic AILLM Fine-tuningNLPComputer Vision

Languages

PythonTypeScriptSQLGoRust

Frameworks

Next.jsFastAPIDjangoReact

Infrastructure

KubernetesDockerAWSGCPTerraform

Data

AirflowSparkKafkaPostgreSQLRedisElasticsearchMongoDBdbt

Tools

MLflowWeights & BiasesGitHub ActionsPrometheusGrafanaGit

Career

Professional experience and growth.

AI/ML Tech Lead

AmagiJan 2022 - Present

Leading AI/ML initiatives for cloud-based SaaS platform serving broadcast and streaming media industry.

  • Led development of AI-powered ad optimization systems serving 500M+ daily ad decisions
  • Built RAG systems for intelligent content recommendation across 1000+ channels
  • Architected MLOps pipelines reducing model deployment time from weeks to hours
  • Designed experimentation platform enabling 50+ concurrent A/B tests
  • Built real-time feature store processing 10M+ events per minute
PythonTensorFlowPyTorchKubernetesAirflowRedisPostgreSQLKafkaMLflow

ML Engineer

SlinintelJun 2019 - Dec 2021

Built customer intelligence and NLP systems for B2B sales intelligence platform.

  • Developed NLP2SQL systems achieving 94% accuracy on production workloads
  • Built customer intelligence platform analyzing 10M+ data points daily
  • Implemented real-time data processing pipelines handling 100K+ events/second
  • Created automated data enrichment systems improving data quality by 40%
PythonNLPTransformersElasticsearchKafkaFastAPIPostgreSQL

Want to work together?

I'm always open to discussing new projects and opportunities.