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Karomi Technology Reviews by Employees

Developer

Software Developer

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 : - 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. Key Responsibilities : 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). MLOps & Deployment (- 20 %) - Package training & inference into Docker/SageMaker or GCP Vertex jobs. - 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. Must-Have Qualifications : - 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. Nice-to-Have : - 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. Tool Stack You'll Own : - 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 Deliverables in the First 6 Months : 1. Data pipeline v1 that converts &gt; 500 ECMA dielines + 200 PDFs into training-ready JSON. 2. Panel-encoder checkpoint with &lt; 5 % masked-panel error. 3. MVP copy-placement model (LayoutLM-v3 backbone + heads) hitting - 85 % IoU on validation. 4. REST inference service + designer preview UI able to draft lid/side-wrap artwork for one SKU in &lt; 10 s. 5. Nightly active-learning retrain loop. Reporting & Team : - Reports to Head of AI (or CTO). - Collaborates with 1 front-end engineer, 1 product manager, 2 packaging-design SMEs.

Chennai

Karomi - Senior Machine Learning Engineer - Data Modeling (5-8 yrs)

About Karomi ManageArtworks (A flagship product brought to you by Karomi, a leading Enterprise SaaS provider) enables 4000 leading Global and Indian brands. We offer everything to get artwork projects going & manage every step of the packaging and artwork process. Companies reach markets faster with our end-end packaging & artwork management system while achieving 100% compliance. Overview : We are seeking a highly skilled and experienced Project Manager/Onboarding Manager to lead implementation projects for our ManageArtworks platform, ensuring timely delivery, high-quality results, and stakeholder satisfaction. This role provides the opportunity to manage cross-functional teams and collaborate with international clients in a fast-paced, dynamic environment Key Deliverables : - Lead end-to-end project planning, execution, and tracking for platform implementations. - Oversee project management, resource allocation, and scheduling to ensure timely delivery of high-quality results. - Manage project scope, execution, and post-go-live monitoring, ensuring seamless transitions and project documentation. - Proactively identify and manage project risks, providing regular updates to key stakeholders. - Evaluate and assess project team performance, conduct regular reviews, and ensure alignment with project goals. - Review design, development, and unit testing phases to ensure quality deliverables. - Assign tasks to team members based on priority, availability, and skillset. - Ensure thorough review of releases before UAT (User Acceptance Testing) and production deployment. - Handle change requests and oversee project migration activities as required. - Plan and execute deployments according to project needs and timelines. - Stay up to date with ManageArtworks product suite and platform. - Collaborate with the product development team to track and manage the delivery of new product features requested by clients. Key Requirements : - Bachelor's/Master's degree in Computer Science or a related field. - 8-12 years of overall experience in a related technology role with strong people management skills. - Minimum of 8 years of relevant experience in platform implementations and project management. - PMP certification is a plus. - Experience in SAAS Onboarding implementations is a plus. - Experience in CPG or Pharma domain will be an added advantage. - Previous experience managing projects for the US market or international geographies is highly desirable. - Must be willing to handle/take customer calls upto 12 pm - Strong focus on quality and customer satisfaction, ensuring stakeholder expectations are met. - Proven experience managing a team of 10+ individuals, including goal setting and conducting periodic performance reviews. - Demonstrated ability to take ownership of tasks, delegate effectively, and adjust priorities as needed. - Excellent written and verbal communication skills, with the ability to clearly articulate project status and challenges. - Experience in creating comprehensive solution designs based on client needs and requirements. - Strong customer facing skills- Must have played active customer facing roles.

Karomi - Project Manager - SaaS Platform (8-12 yrs)

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