
Machine Learning Engineer Atlas AI
3 days ago
About Cognite
Embark on a transformative journey with Cognite, a global SaaS forerunner in leveraging data to unravel complex business challenges through our cutting-edge Cognite Data Fusion (CDF) platform. We were awarded the 2022 Technology Innovation Leader for Global Digital Industrial Platforms & Cognite was recognized as 2024 Microsoft Energy and Resources Partner of the Year. In the realm of industrial digitalization, we stand at the forefront, reshaping the future of Oil & Gas, Manufacturing and Energy sectors. Join us in this venture where data meets ingenuity, and together, we forge the path to a smarter, more connected industrial future.
About Atlas AI
Our ambition with Cognite Atlas AI is to build the framework and the industrial agents that will truly revolutionize how manufacturing and energy are operated. This framework and these agents cannot happen without Cognite Data Fusion and its industrial fluency (from data types to simulators and specialized data models on its knowledge graph).
The Atlas AI team and more specifically its deeply technical co-innovation team will execute the delivery of co-innovation projects on Cognite Data Fusion leveraging Atlas AI. The Technical Senior Full Stack Engineer will be part of the co-innovation pod that will closely engage with strategic clients to extend Atlas AI capabilities to deliver innovative solutions and expand our understanding of GenAI value for Industry.
Role and responsibilities- As a Senior Full Stack Developer Atlas AI, you will work on building cutting-edge Industrial agents and GenAI powered solutions for selected strategic customers.
- You will work closely with a team of a dedicated M/L engineer and a Technical project manager as well as Strategic business development Atlas AI resource.
- Use AI and ML related models, and services as part of the Cognite Data Fusion SaaS platform.
- Ensure that integrations are well thought out and robust. Important quality criteria for the solution are met (e.g., CI/CD, logging, security).
- Develop technology components in alignment with the overall technical solution and ensure technical fit within the customer ecosystem and target architecture.
- Design integration and data model using Cognite data connectors, Cognite platform components, SQL, Python/Java and Rest APIs.
- Design, develop, and implement generative AI solutions with a strong focus on AI agents, multi-agent systems, and the latest generative AI technologies to drive business innovation and enhance customer experiences.
- Collaborate with cross-functional teams to understand business requirements and translate them into technical specifications for generative AI solutions.
- In collaboration with Solutions architects, develop scalable AI solutions, including AI agents, that integrate seamlessly with existing systems and leverage cutting-edge technologies.
- Develop and deploy AI agents capable of autonomous task execution, environment adaptation, and effective interaction with users and systems, utilizing the latest generative AI frameworks and models.
- 5+ years of experience in software engineering, with a focus of 1+ years on Generative AI, machine learning, or intelligent systems.
- Proven experience in developing and deploying multi-agent systems, preferably using frameworks like LangChain. (Mandatory experience)
- Vector Database Proficiency: Knowledge of vector databases like Pinecone, Milvus, Weaviate, or Faiss, including their architecture and use cases.
- Vector Embedding Creation: Experience in generating vector embeddings from textual, visual, or other data using common industry models.
- Skills in creating, managing, and optimizing indexes for efficient similarity search within vector databases, including knowledge of ANN search algorithms.
- Data Ingestion and Querying: Proficiency in ingesting large datasets into vector databases and writing optimized queries for complex similarity searches.
- Scaling and Performance Tuning: Ability to scale vector databases to handle large datasets and optimize search performance through resource management and index tuning.
- Document Retrieval and Prompt Engineering: Skills in designing effective document retrieval strategies and crafting prompts that leverage retrieved documents in the generation process.
- Data Pipeline and Deployment: Expertise in managing data pipelines for RAG systems, from ingestion to retrieval and generation, and deploying RAG systems at scale.
- Experience with knowledge graphs, graph databases, or related technologies.
- RAG Architecture Understanding: In-depth knowledge of Retrieval-Augmented Generation (RAG) systems, integrating retrieval with generative models to produce informed responses.
- Model Integration and Fine-Tuning: Experience in integrating and fine-tuning pre-trained models with retrieval systems in RAG pipelines for enhanced performance.
- Proficiency in Python, JavaScript, or other relevant programming languages.
- Deep understanding of multi-agent frameworks, including agent communication, decision-making, and learning strategies.
- Familiarity with cloud platforms (e.g., AWS, Azure) and containerization technologies (e.g., Docker, Kubernetes).
- Experience with API development and integration.
- Knowledge of big data technologies (e.g., Hadoop, Spark) and real-time processing frameworks.
- Data Handling and Storage: Proficiency in reading and writing data in various formats (CSV, JSON, SQL) and using storage tools like SQLite and SQL databases.
- Join an organization of 70 different nationalities with Diversity, Equality and Inclusion (DEI) in focus.
- A highly modern and fun working environment with sublime culture across the organization.
- Flat structure with direct access to decision-makers, with minimal amount of bureaucracy.
- Opportunity to work with and learn from some of the best people on some of the most ambitious projects found anywhere, across industries.
- Gain perks like a paid mobile telephone subscription and broadband connection.
- Get access to extended private health services with Aker Care.
- Hungry? We've got your back. A subsidized lunch at the canteen is delivered by our chefs who specialise in options for both vegetarians and non-vegetarians.
- Stay fueled between meals with snacks and drinks on the house.
- Our own Cognite exclusive coffee bar with the friendliest baristas.
- A pet lover? Get the chance to meet Spot
Join us in making a real and lasting impact in one of the most exciting and fastest-growing new software companies in the world. We have repeatedly demonstrated that digital transformation, when anchored on strong DataOps, drives business value and sustainability for clients and allows front-line workers, as well as domain experts, to make better decisions every single day.
Apply today
If you're excited about the opportunity to work at Cognite and make a difference in the tech industry, we encourage you to apply today We welcome candidates of all backgrounds and identities to join our team. Please do not hesitate to contact our Talent Acquisition team with any questions.
We encourage you to follow us on Cognite LinkedIn; we post all our openings there.
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