ML / LLM Engineer IRC248965

Description

GlobalLogic has been engaged in exploring opportunities to implement ML/AL/GenAI-powered applications for multinational industrial conglomerate since 2023, aiming to enhance business efficiency. After conducting a Discovery phase and completing 3 pilot projects covering use cases of Customer Requirements, Tender Response and Project Design areas, GL proposes to enhance pilots with additional capabilities, identified and confirmed with the client’s experts throughout pilots development, taking the applications to the next MVP (Minimum Viable Product) stage.

You will be working on 3 relatively small projects in a mix of energy and finance domains.

The first project helps the client respond to complex and high-stakes bids, significantly reducing the risk of costly omissions in their tender responses. Our AI-powered solution audits the costing underlying a tender response ensuring near-zero costing errors, and slashing review time by more than 30%, thereby protecting the organization from potentially substantial financial losses and improving bid competitiveness.

The second project is aimed to reduce the time and manual effort involved in creating or updating 3D models during the tender or project phases. They are exploring a solution that can automate the preparation of 3D models by updating base models according to project requirements.

The third project is developed to understand the differences between revisions, engineers currently need to compare entire specifications and related documents, often requiring them to read hundreds of pages. This labor-intensive process can result in missed project milestone deadlines or even delays to the overall project timeline. Gen AI tool assists with facilitating changes identification by comparing different revisions of requirements and highlighting and summarizing key changes.

 

Projects tech stack: Kubernetes, Terraform, Helm, LLM, ML, AI, Asyncio, Python, Pandas, HayStack, Azure Blob Storage, Azure DevOps, SQL Alchemy, Docker, Docker Compose, PySpark, PostgreSQL, FastAPI

Requirements

3+ years of experience in machine learning and natural language processing.
Proficiency in training and fine-tuning Large Language Models (LLMs).
Experience with RAG architectures and vector databases like Pinecone.
Bachelor’s degree in Computer Science, Engineering, or equivalent.
Excellent problem-solving and analytical skills.
Demonstrated ability to conduct experiments and improve model performance.
Good command of English for effective communication with team members.

Knowledge of Pytorch, Pinecone, LLM fine-tuning, RAG, and vector databases.

 

#LI-TY1 #LI-Remote

Job responsibilities

Train and fine-tune Large Language Models (LLMs) for various applications.
Implement and optimize Retrieval-Augmented Generation (RAG) architectures.
Work with vector databases like Pinecone to enhance data retrieval capabilities.
Develop and apply data science and machine learning techniques.
Collaborate with cross-functional teams to integrate LLMs into products.
Stay updated with the latest advancements in LLM and machine learning technologies.
Conduct experiments and analyze results to improve model performance.

What we offer

Culture of caring. At GlobalLogic, we prioritize a culture of caring. Across every region and department, at every level, we consistently put people first. From day one, you’ll experience an inclusive culture of acceptance and belonging, where you’ll have the chance to build meaningful connections with collaborative teammates, supportive managers, and compassionate leaders. 

Learning and development. We are committed to your continuous learning and development. You’ll learn and grow daily in an environment with many opportunities to try new things, sharpen your skills, and advance your career at GlobalLogic. With our Career Navigator tool as just one example, GlobalLogic offers a rich array of programs, training curricula, and hands-on opportunities to grow personally and professionally.

Interesting & meaningful work. GlobalLogic is known for engineering impact for and with clients around the world. As part of our team, you’ll have the chance to work on projects that matter. Each is a unique opportunity to engage your curiosity and creative problem-solving skills as you help clients reimagine what’s possible and bring new solutions to market. In the process, you’ll have the privilege of working on some of the most cutting-edge and impactful solutions shaping the world today.

Balance and flexibility. We believe in the importance of balance and flexibility. With many functional career areas, roles, and work arrangements, you can explore ways of achieving the perfect balance between your work and life. Your life extends beyond the office, and we always do our best to help you integrate and balance the best of work and life, having fun along the way!

High-trust organization. We are a high-trust organization where integrity is key. By joining GlobalLogic, you’re placing your trust in a safe, reliable, and ethical global company. Integrity and trust are a cornerstone of our value proposition to our employees and clients. You will find truthfulness, candor, and integrity in everything we do.

About GlobalLogic

GlobalLogic, a Hitachi Group Company, is a trusted digital engineering partner to the world’s largest and most forward-thinking companies. Since 2000, we’ve been at the forefront of the digital revolution – helping create some of the most innovative and widely used digital products and experiences. Today we continue to collaborate with clients in transforming businesses and redefining industries through intelligent products, platforms, and services.