Kochi, Kerala, India
Information Technology
Full-Time
Karomi Technology Private Limited
Overview
Role Summary
You will own the full ML stack that turns raw dielines, PDFs, and e-commerce images into a self-learning system that reads, reasons about, and designs packaging artwork.
That Includes
Area Tasks :
Data pipeline v1 that converts > 500 ECMA dielines + 200 PDFs into training-ready JSON. Panel-encoder checkpoint with < 5 % masked-panel error. MVP copy-placement model (LayoutLM-v3 backbone + heads) hitting - 85 % IoU on validation. REST inference service + designer preview UI able to draft lid/side-wrap artwork for one SKU in Nightly active-learning retrain loop.
Reporting & Team
You will own the full ML stack that turns raw dielines, PDFs, and e-commerce images into a self-learning system that reads, reasons about, and designs packaging artwork.
That Includes
- Building data-ingestion & annotation pipelines (SVG/PDF - JSON),
- Designing / modifying model heads on top of LayoutLM-v3, CLIP, GNNs, diffusion LoRAs,
- Training & fine-tuning on GPUs,
- Shipping inference APIs and evaluation dashboards.
- You'll work day-to-day with packaging designers and a product-manager; you are the technical authority on everything deep-learning for this domain.
Area Tasks :
- Data & Pre-processing (- 40 %) - Write robust Python scripts to parse PDF, AI, SVG; extract text, colour separations, images, panel polygons.
- Implement Ghostscript, Tesseract, YOLO, CLIP pipelines.
- Automate synthetic-copy generation for ECMA dielines.
- Maintain vocabulary YAMLs & JSON schemas.
- Model R-&-D (- 40 %) - Modify LayoutLM-v3 heads (panel-ID, bbox-reg, colour, contrastive).
- Build panel-encoder pre-train (mask-panel prediction).
- Add Graph-Transformer & CLIP-retrieval heads; optional diffusion generator.
- Run experiments, hyper-param sweeps, ablations; track KPIs (IoU, panel-F1, colour recall).
- Maintain CI/CD, experiment tracking (Weights&Biases, MLflow).
- Serve REST/GraphQL endpoints that designers and the web front-end call.
- Implement active-learning loop that ingests designer corrections nightly.
- 5 + years Python, 3 + years deep-learning (PyTorch, Hugging Face).
- Hands-on with Transformer-based vision-language models (e.g. LayoutLM, Pix2Struct) and at least one object-detection pipeline (YOLOv5/8, DETR).
- Comfortable hacking PDF/SVG tool-chains: PyMuPDF/pdfplumber, Ghostscript, svgpathtools, OpenCV.
- Experience designing custom heads / loss functions and fine-tuning large pre-trained checkpoints on limited data.
- Solid Linux & GPU know-how; can spin up, monitor, and profile multi-GPU jobs.
- Familiarity with graph neural networks or relational transformers.
- Clear, idiomatic Git & code-review discipline; writes reproducible experiments.
- Knowledge of colour science (Lab, ICC profiles, Pantone tables) or print production.
- Prior work on multimodal retrieval (CLIP, ImageBind) or diffusion fine-tuning (LoRA, ControlNet).
- Packaging / CPG industry exposure (Nutrition Facts, Drug Facts, ECMA codes).
- Experience standing up FAISS or similar vector search, and with AWS/GCP ML tooling.
- Familiarity with Typescript/React front-ends for quick label-preview UIs.
- Domain Primary tools
- DL frameworks PyTorch, Hugging Face Transformers, torch-geometric
- Parsing / CV PyMuPDF, pdfplumber, svgpathtools, OpenCV, Ghostscript
- OCR / Detectors Tesseract, YOLOv8, Grounding DINO (optional)
- Retrieval CLIP / ImageBind + FAISS
- MLOps Docker, GitHub Actions, W&B or MLflow, AWS SageMaker / GCP Vertex
- Languages 95 % Python, occasional Bash / JSON / YAML
- Reports to Head of AI (or CTO).
- Collaborates with 1 front-end engineer, 1 product manager, 2 packaging-design SMEs.
Similar Jobs
View All
1 Day ago
QA Engineer – Mobile Gaming
Information Technology
- Vishakhapatnam, Andhra Pradesh, India
About BeBettaBeBetta is a gamified reward platform designed for gamers and entertainers. We’re a mobile-first company growing quickly, with new features launching every week. Our mission is to transform how creators and users engage in the digital s...
1 Day ago
DeepTek.ai - DevOps Engineer - Ansible/Terraform
Information Technology
- Vishakhapatnam, Andhra Pradesh, India
Job Description : 1- 3 years of hands-on experience with AWS services (EC2, VPC, IAM, S3, CloudWatch, etc.)Required Skills Design and manage secure, scalable, and highly available AWS infrastructure. Deploy and manage containerized workloads using...
1 Day ago
Data Scientist
Information Technology
- Vishakhapatnam, Andhra Pradesh, India
About LoyalyticsLoyalytics is a fast-growing Analytics consulting and product organization based out of Bangalore.We work with large retail clients across the globe helping them monetize their data assets through our consulting assignments and produ...
1 Day ago
Scrum master/ Senior Consultant Specialist
Information Technology
- Vishakhapatnam, Andhra Pradesh, India
Job DescriptionSome careers shine brighter than others.If you’re looking for a career that will help you stand out, join HSBC, and fulfil your potential. Whether you want a career that could take you to the top, or simply take you in an exciting new...
1 Day ago
Python Developer - Django
Information Technology
- Vishakhapatnam, Andhra Pradesh, India
Job Title : Python Django Developer (3 Years Experience)Location : [Your Location / Remote / Hybrid]Job Type : [Full-time / Contract / Part-time]Experience : 3+ YearsAbout The RoleWe are looking for a skilled and motivated Python Django Develope...
1 Day ago
IT - SDWan Engineer
Information Technology
- Vishakhapatnam, Andhra Pradesh, India
Syensqo is all about chemistry. We’re not just referring to chemical reactions here, but also to the magic that occurs when the brightest minds get to work together. This is where our true strength lies. In you. In your future colleagues and in all ...
1 Day ago
Senior UI Developer - React.js/AngularJS
Information Technology
- Vishakhapatnam, Andhra Pradesh, India
Job Description : UX Developer.Location : Pune, India, Remote.Experience : 3-5 years.Job Type : the Role : We are seeking a talented UI/UX Developer with 35 years of experience to join our product engineering team.The ideal candidate will have a...
1 Day ago
Motorola Solutions - Frontend/UI Developer - AngularJS
Information Technology
- Vishakhapatnam, Andhra Pradesh, India
Department OverviewThe Cloud Platform Engineering team is responsible for : Design and implementation of the continuous integration/continuous delivery (CI/CD) pipeline into multiple public cloud regions Development and operation of common platfor...
Talk to us
Feel free to call, email, or hit us up on our social media accounts.
Email
info@antaltechjobs.in