user-image

Srijan Roy

Machine Learning Engineer

Dublin, County Dublin
Joined 25 February 2025
7 Followers
Follow
About
Posts
Replies
Ideas

Summary

AI & Machine Learning Product Engineer with over a decade of experience in the IT tech industry. I am passionate about Computer Vision, Deep Learning,... Read More

Skills

Jenkins
KServe
Kubeflow
MLflow
GPT-4
Rabbit mq
GitHub
Linux
Flask
SQL

Experiences

14 years 1 month
  1. AMD
    AMD
    Dec 2023 - Current
    Member of Technical Staff
    ● Worked closely with cross-functional teams to deliver machine learning-based software solutions. ● Developed and deployed a Retrieval Augmented Generation (RAG) chat engine using Large Language Models (LLM), enhancing user engagement and experience. ● Utilized natural language processing (NLP) techniques for text processing tasks, improving data analysis accuracy and efficiency. ● Led the development and deployment of a supply chain management (SCM) forecasting system, optimizing inventory management and reducing costs. ● Deployed machine learning models in production environments using Kubernetes, ensuring scalability and reliability.
  2. SQUIRE
    SQUIRE
    Aug 2022 - Nov 2023
    Senior AI Engineer
    KEY ACHIEVEMENTS ● Led the Planning, Development of the NLP-based AI/ML B2B SaaS product enabling the recruitment and staffing agencies to capture more detailed information about the candidates resulting in better service to their clients along with scaling up the operation keeping the same headcount. ● Developed and implemented state-of-the-art Information Retrieval techniques such as Dense Phrase Retrieval (DPR), Text to Image and Image to Text search, BM25, TFIDF etc, across a range of applications, improving system efficiency and user experience. ● Currently leading a team of 3 full-time resources and one part-time (PhD) researcher, along with an external vendor team. Effectively planning and assigning tasks, troubleshooting impediments, and providing feedback . ● Collaborated with the Product Manager in developing the product roadmap that includes periodical client meetings, identifying opportunities considering the latest AI/ML development, Product Ideation and execution. ● Finance planning and budgeting with CEO, Hiring resource and contractor utilization. ● Working as Chief Technology Resource as well as resource planning to thrive the project according to the Business objectives. ● Advising CEO to adopt Industry standard methodologies for Product development, Project Management as well as Technical standards. RESPONSIBILITIES ● Building Functional, Technical and Database design exploring the latest development in Machine Learning s by using custom ML/LLM models as well as efficient use of OpenAI GPT3/3.5/4.0 and LangChain. ● Deploying standard infrastructure using Beanstalk, Kubernetes, KServe, and Jenkins, Kubeflow and MLFlow. ● Conducting research and developing the core AI/ML NLP based solutions like summarization, Open Domain/IE-QA) that includes Data gathering, PoC development, Training and fine tuning LLMs like LLAMA, T5-XXL and etc using Hugging Face (Peft-Lora), NLTK, Pytorch, Keras and associated ML libs.
  3. Wavebreak Media
    Wavebreak Media
    Sep 2020 - Aug 2022
    Artificial Intelligence Engineer
    I proposed, planned, and built an Automated Keyword Generation application, which significantly decreased asset production costs. Similarly, I was instrumental in creating an application that efficiently generates similar assets from a given asset, enhancing our production capacity tenfold and facilitating the discovery of underutilized assets. Moreover, I delivered an application for dynamic article generation on various subjects, using advanced NLP technologies such as transformer-based Open Domain Q&A and language generators (GPT3, GPT-J). In another notable achievement, I developed an application that tags models in an image automatically, reducing manual effort with the help of pre-trained Face detector/Identifier ML models. My responsibilities extended beyond technical development to identifying organizational pain points and uncovering AI opportunities by engaging with internal stakeholders. I worked closely with team members and an Academic supervisor to transfer research technologies for adoption, and actively participated in building Proof of Concepts to increase operational efficiency. In the product development lifecycle, I played a key role in setting vision, defining scope, proposing solutions, and building roadmaps. I shared product strategies with the team, elucidating how they align with business goals. My duties also included creating resilient and scalable software solutions, keeping track of performance metrics, preparing quarterly reports, and effectively communicating project status and developments to stakeholders. I also facilitated the adoption of cutting-edge advancements in Machine Learning and software development techniques, thus streamlining the development and deployment lifecycle of applications. In all of my tasks, I aimed to enhance the user experience, improve operational efficacy, and align with the strategic business goals of the company.
  4. Wavebreak Media
    Wavebreak Media
    Jun 2020 - Aug 2020
    Artificial Intelligence Engineer
  5. Zensar Technologies
    Zensar Technologies
    Aug 2018 - May 2019
    Technical Lead
    At Zensar, I was a driving force in building and managing digital products. I steered the preparation of proposals, proof-of-concepts, and high-level designs using Visio. My role also encompassed the responsibility for change requests and level 3 maintenance tasks. As part of a global organization, I helped identify and assess new talent, ensuring their technical competencies matched our needs, and aligning their interests with their roles.
  6. Cognizant
    Cognizant
    May 2016 - Aug 2018
    Associate
    During my tenure at Cognizant, I had the privilege of understanding and designing enterprise-grade applications, taking the reins on high-level design for projects, change requests, and L3 maintenance tasks. I adopted a hands-on approach in coding and testing, following Agile development practices. My contributions extended to mentoring new joiners, assisting in the preparation of low-level technical design, and integrating them for future reference, improving the understanding of wealth management systems within the team.
  7. BNY Mellon
    BNY Mellon
    Aug 2014 - Apr 2016
    Senior Software Engineer
    At BNY Mellon, I played an active role in analyzing business and functional requirements, developing code adhering to the highest quality standards using Mainframe technologies. I ensured detailed process documentation, along with test results, were in order before implementation. One of my key contributions was leading the building of proof-of-concept with emerging technologies, enabling the shift of applications from legacy systems to advanced, cloud-based technologies.
  8. Verizon
    Verizon
    Jun 2011 - Aug 2014
    System Development Analyst
    My journey at Verizon was marked by the execution of numerous project and work requests, adhering to Waterfall and Agile models. I developed, unit tested programs using COBOL, JCL, DB2, HTML, and JavaScript, while maintaining the quality of deliverables. In addition to resolving application queries, I took the initiative in developing a validation tool for the team using new techniques and technologies, thus enhancing verification and reconciliation processes.

Education

  1. Queen's University Belfast
    Queen's University Belfast
    Jan 2020 - Jan 2021
    Post Graduate Diploma in Business and Management
    Business Administration and Management, General
  2. Trinity College Dublin
    Trinity College Dublin
    Jan 2019 - Jan 2020
    Master's degree
    Computer Science

Download the medial app to read full posts, comements and news.