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KBC Technologies Group

AI Engineer

KBC Technologies Group
Singapore ยท Part-time ยท Associate

Job Summary:

We are seeking a highly skilled and motivated AI Engineer with expertise in Python, Large Language Models (LLMs), Prompt Engineering, Vector Databases, and RAG Architecture. The ideal candidate should have a solid foundation in core programming, agentic frameworks, and document/computer vision processing, along with deployment and MLOps capabilities.

Key Responsibilities:

๐Ÿ”น 1. Core Programming & AI Foundations

  • Develop and optimize applications using Python and libraries like NumPy, Pandas, FastAPI, etc.
  • Apply data structures, algorithms, and object-oriented programming to solve complex problems.

๐Ÿ”น 2. Large Language Models (LLMs)

  • Work hands-on with models from OpenAI, Hugging Face, LLaMA, Mistral, etc.
  • Perform fine-tuning, prompt-tuning, and explore model internals like attention mechanisms and tokenization.

๐Ÿ”น 3. Prompt Engineering

  • Design, test, and optimize prompts (zero-shot, few-shot, chain-of-thought).
  • Leverage tools like PromptLayer, LangSmith, or custom frameworks for prompt evaluation and tracking.

๐Ÿ”น 4. Vector Databases

  • Integrate and manage vector stores like Pinecone, Weaviate, FAISS, Milvus, or Qdrant.
  • Implement embedding generation and similarity search pipelines.

๐Ÿ”น 5. Retrieval-Augmented Generation (RAG)

  • Design and implement RAG pipelines using tools like LangChain, Haystack, or LlamaIndex.
  • Manage document chunking, embeddings, and retrieval strategies for enhanced LLM outputs.

๐Ÿ”น 6. Agentic Frameworks

  • Build intelligent agents using LangChain Agents, LangGraph, or AutoGen.
  • Enable multi-step reasoning and autonomous task execution integrated with APIs and tools.

๐Ÿ”น 7. Computer Vision

  • Implement image and video processing using OpenCV, YOLO, Detectron2, MediaPipe, or PyTorch/TensorFlow.
  • Solve real-world CV tasks like object detection, classification, OCR, or image segmentation.

๐Ÿ”น 8. Document Processing

  • Extract structured data from PDFs, invoices, contracts using OCR engines (Tesseract, AWS Textract, Azure Form Recognizer).
  • Integrate document pipelines with LLMs for semantic analysis and understanding.

๐Ÿ”น 9. MLOps & Deployment

  • Deploy AI models via FastAPI, Streamlit, or Gradio within Docker/Kubernetes environments.
  • Maintain CI/CD pipelines and monitor models using tools like MLflow, Weights & Biases, or custom dashboards.

๐Ÿ”น 10. Collaboration & Agile Development

  • Work within Agile/SCRUM teams, participate in sprints, planning, and reviews.
  • Communicate effectively with stakeholders and contribute to project documentation and open-source initiatives.

Key Skills

Ranked by relevance

mlops ai data structures cicd aws
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Posted
Jul 29, 2025
Type
Part-time
Level
Associate
Location
Singapore

Industries

IT Services IT Consulting

Categories

Analyst

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