MAJOR PROJECTS / CLIENTS
Data Garage is a boutique AI and Machine Learning consulting shop that assists companies in implementing advanced AI strategies by leveraging an extensive network of AI and ML talents across Europe. Main focus is on NLP/LLMs, Knowledge Graphs and Graph Analytics, Data Engineering, MLOps / LLMOps.
Fyberloom is developing an AI-powered assistant that makes sense of all your company’s data, across all devices, where answers are grounded in a custom-made knowledge graph. Think of it as an AI-based Operating System for Knowledge Management.
Data Garage is in charge of rearchitecting existing platform using a state-of-the-art AI stack:
- Architected the entire pipeline of independent modules communicating using Apache Pulsar (PubSub).
- Introduced various NLP tasks (text normalization, entity extraction, summarization).
- Implemented a semantic rescoring on top of a traditional BM25 information retrieval using Vespa AI.
- Created a Knowledge Graph (KG) between business entities (people, organizations, projects, etc.), implemented in MemGraph.
- Optimized and deployed open source LLMs on a dedicated GPU cluster (hosted at Lambda), and introduced vLLM and quantization methods to improve on inference latency and VRAM requirements.
- Deployed a RAG solution with safety guardrails that combines information retrieval, semantic similarity and KG-based generation of factual knowledge.
- Implemented privacy and security best-practices in accordance to local regulation (eg. GDPR in EU).
Elite World Group is the world’s first Talent Media company, representing a powerful roster of personalities across fashion, entertainment and culture. With over 5,000 diverse global talent including actors, artists, athletes, celebrities, creatives, models, musicians and virtual avatars, Elite World Group offers the most culturally connected talent in the world, reaching nearly two billion social media users world-wide.
Data Garage designed and developed a graph-based approach for matching creative talents with clients at scale.
- Develop a pipeline for ingestion and smart profiling of talents via from multiple social media accounts and alternative sources of data;
- Design and develop an AI system for scoring talents that favor client preferences and optimizes for the overall reach of the campaign, while respecting the allocated budget. The resulting algorithm is inspired by techniques of influence maximization and operates on a (large) graph of available talents and their followers.
Exordi allows brands to create, distribute and amplify content campaigns. Through a network of the world’s best creators, influencers & own tech, brands can seamlessly package premium creative, deploy it on the aggregated audience of both creators and influencers to deliver highly targeted campaigns instantly. Powered by AI.
Data Garage assisted Exordi in developing a modern app for connecting creators, influencers and models with clients. We delivered:
- A process to profile talents using advanced NLP and Machine Vision on their social accounts
- An algorithm to match client needs with best talents with a dynamic sorting mechanism
- An AI-powered chatbot to interact with the talent base and perform advanced search and filtering operations without learning the intricacies of the platform
- A web app developed using vue.js, NestJS and Prisma ORM, with backend deployed on AWS with Cloudfront integration (app.exordi.io)
- Website optimizations (www.exordi.io)
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