Pune, Maharashtra, India
Space Exploration & Research, Information Technology
Full-Time
Meant To Be Inc
Overview
As an ML Engineer, you’ll design and deploy the core recommendation and personalisation systems that power our matchmaking experience. You’ll own the full lifecycle - from design to deployment - while laying the foundation for scalable, real-time ranking infrastructure.
What You'll Do:
- Own and develop match-making, recommendation, ranking and personalisation systems.
- Work on creating a novel real-time adaptive matchmaking engine that learns from user interactions and other signals
- Design ranking and recommendation algorithms that make each user's feed feel curated for them
- Build user embedding systems, similarity models, and graph-based match scoring frameworks
- Explore and integrate cold-start solutions
- Partner with Data + Product + Backend teams to deliver great customer experiences
- Deploy models to production using fast iteration loops, model registries, and observability tooling
- Build the ML engineering team and culture
Ideal Profile:
You are a full-stack ML data scientist-engineer who can design, model, and deploy recommendation systems and ideally have led initiatives in recsys, feed ranking, or search
- 3–6 years of experience working on personalisation, recommendations, search, or ranking at scale
- Prior experience in a B2C product – social, ecommerce, fashion, dating, gaming, or video platforms
- Exposure to a wide range of popular recommendation and personalisation techniques, including collaborative filtering, deep retrieval models (e.g., two-tower), learning-to-rank, embeddings with ANN search, and LLM approaches for sparse data personalisation.
- Can train models AND ship them – experience with end-to-end ML pipelines
- Understands offline and online evaluation, A/B testing, and metric alignment
- Experience with vector search, graph-based algorithms and LLM-based approaches is a big plus
Why Join US Now
- Join a founding team where your work is core to the product experience
- Shape the future of how humans connect in the AI era
- Significant ESOPs and wealth creation + competitive cash compensation
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