Darpan Jain

Lead Machine Learning Engineer

Building AI systems that reach millions. · 7+ years in ML.

Work Experience Full timeline →

Lead Machine Learning Engineer Crunchyroll (Sony) · Jan 2024–Ongoing
  • First ML engineer; leading content discovery & personalization for 21M+ anime fans.
  • Architected a centralized AI platform for multilingual synopsis generation, translation & agentic RAG; LLM fine-tuning, hosting, vector stores & human feedback.
Lead Machine Learning Engineer Pixstory · Mar 2023–Feb 2024
  • Launched RAG-based conversational search within 5 months, serving 72K+ monthly users; mitigated hallucination & misinformation through evaluation and re-ranking trusted sources.
Applied Research Engineer USC ISI · Jan 2022–Jul 2023
  • Led conflict-resolution dialogue agents for DARPA; moderated 15K+ multilingual Reddit posts with an 85% true positive rate in French & German; published at NAACL 2024.
SDE – Machine Learning Warner Bros. Discovery · Sep 2020–Aug 2021
  • Built distributed Spark & Airflow pipelines and ran A/B tests for Discovery+ recommendations.
  • Led Android & Web server-side ad-insertion SDK development, increasing ad revenue for Discovery+ sports content in Europe.
Machine Learning Engineer AdSparx (acquired by WBD) · Mar 2019–Sep 2020
  • Led MiDAS development for personalized OTT ads; deployed TensorFlow vision models on Kubernetes for dynamic ad insertion across 40+ channels.
  • Built ad-break forecasting with recurrent networks, reducing resource consumption & backend network calls by 30%.
Machine Learning Engineer IoTIoT · May 2018–Jan 2019
  • Led & mentored a team of 30 building edge ML applications on embedded Linux, including face & voice recognition and pose tracking.

Publications Paper & abstract →

Can Language Model Moderators Improve the Health of Online Discourse?
H Cho, S Liu, T Shi, Darpan Jain, B Rizk, Y Huang, Z Lu, N Wen, J Gratch, E Ferrara, J May · NAACL 2024

Consulting and Research All projects →

Lead Research Engineer USC Dornsife — Mind & Society · Jan 2024–Sept 2025

Built a self-hosted transcription & LLM evaluation pipeline for Pathways-to-Success; evaluated 100+ hours of teacher sessions, with results within 5% of human evaluations.

ML Lead, Co-founder Defeat Covid-19 · Mar–May 2020

Co-founded a nonprofit COVID-19 risk-assessment platform with a BERT-based chatbot grounded in government-verified information, a live dashboard & heatmaps.

Technical Skills Skills in detail →

Languages: Python, Go, SQL, Scala, Java, C++, R, JavaScript

NLP & ML: PyTorch, TensorFlow, JAX, Hugging Face, LangChain, LlamaIndex, DeepSpeed

Deployment & MLOps: Docker, Kubernetes, Ray, Kubeflow, TorchServe, SageMaker, FastAPI, MLflow, W&B, Terraform, Jenkins

Data & Infra: AWS, GCP, Azure, Kafka, Spark, Airflow, Databricks, Vector stores, DynamoDB, Redis, Datadog

Education Coursework & more →

M.S., Electrical & Computer Engineering, University of Southern California

ML & Data Science — GPA 3.92

B.E., Electrical Engineering, University of Pune

Latest from my blog
Everyone Agrees with Me — How our feeds build echo chambers that follow us into what we believe, who we trust, and how we treat the people we love.
Winning the Metric, Losing the Point — Rethinking success in a world optimized for metrics instead of meaning.
Read on Substack →

"Darpan is one of the best people to look for when you're looking to innovate — strong in ML/AI and equally strong in people management."

— Saurabh Bhanage, Co-Founder & CEO @ Prasaurus

More endorsements →

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