AI Engineer

1 day ago

Mumbai, Maharashtra, India Mugshot Studios Full time

AI Engineer — Image‑to‑Video (Mid‑Level)

Location: Mumbai (on‑site/hybrid)

Contract: 6 months, extendable

Start: ASAP

What you'll do

  • Build, fine‑tune, and ship image‑to‑video generation pipelines (prompt‑to‑video, storyboard‑to‑video, identity‑preserving headshots)
  • Integrate and iterate on SOTA components (Stable Video Diffusion, AnimateDiff, LTX‑Video/13B variants, CogVideo‑X, ControlNet‑style conditioning).
  • Optimize inference for throughput and latency (TorchScript/ONNX, TensorRT, CUDA kernels, xFormers/Flash‑Attention, mixed precision).
  • Handle multi‑GPU training/inference (DDP, gradient checkpointing, sharded weights, efficient sampling).
  • Own dataset curation and augmentation for faces/motion; enforce consent, licensing, and privacy.
  • Build evaluation loops and dashboards (FVD, CLIP/ID‑similarity, temporal consistency, face‑ID retention).
  • Productionize with Docker and CI/CD; wire up tracking (W&B/ClearML) and experiment reproducibility.
  • Collaborate with design and product to convert creative briefs into deployable features and A/B tests.

Must‑have

  • 3–5 years total software/ML experience with 1–2+ years in generative video or diffusion work.
  • Strong Python + PyTorch, Diffusers, and CV fundamentals (spatiotemporal models, sampling).
  • Proven experience with multi‑GPU (DDP/NCCL) and performance profiling on Linux.
  • Solid grasp of FFmpeg, video codecs/bitrates, and post‑processing pipelines.
  • Portfolio: repo(s), demo links, or a short reel showing your image‑to‑video work.

Nice‑to‑have

  • Experience with ComfyUI nodes/graphs, LoRA/ControlNet training, face‑ID preservation, or lip‑sync.
  • Triton kernels, custom schedulers/samplers, quantization (INT8/FP8) for fast inference.
  • MLOps on AWS/GCP/Azure, Kubernetes, vector stores, prompt orchestration.

Tools you'll touch

  • PyTorch, Diffusers, CUDA, TensorRT/ONNX, xFormers/Flash‑Attention, FFmpeg, Docker, W&B/ClearML, ComfyUI, GitHub Actions.

What we offer

  • Competitive contract compensation (INR, market‑aligned) with extension potential.
  • High‑impact ownership on production creative pipelines.
  • Modern GPU stack and a fast path from prototype → production.

How to apply

  • Email with subject "AI Engineer — Image‑to‑Video (Mumbai)" and include:
  • • Resume/CV, links to GitHub and any demos/reels.
  • • 3–5 bullet points on your most relevant image→video work.
  • • Earliest start date and work authorization status for India.

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