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Alvin Rachmat

Machine Learning Engineer / Data Scientist

Indonesia

Alvin has 5+ years of experience in data & AI. He has worked in startups (Chatbot & Retrieval Engine, Crypto AI), IT research labs, & corporate environments (Financial Sector), giving him a broad perspective on data team operations across various environments & fields. His stack spans from Data Science (PyTorch, Scikit-learn, MongoDB, SQL), LLM frameworks (LangChain, LlamaIndex, LangGraph) to daily cloud operations and analytical dashboards. Although experienced with diverse tools, he believes that technology stacks are merely instruments to solve real problems. He now works at Artefact, one of the world's leading data science consulting firms.

Skills

AI AgentsLLMGenerative AICloud (GCP, Azure)DockerFinancial Data SciencePandasScikit LearnFastAPINodeJSLangChainLangGraphHuggingFaceElasticSearchMilvusChromaDBStreamlitAutogenFaceswap
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Experience

Data Scientist

11/25 – Now

Artefact Consulting Singapore Pte Ltd

  • Handling AI RAG and Evaluation Systems for a Top-Tier Indonesian Commercial Bank (BUKU IV)
  • Develop AI and collaborate with stakeholders and engineers within client and consultant team
  • Responsible for RAG systems and LLM evaluation for a leading Indonesian BUKU IV bank
  • Collaborate with regional and multicountry consulting teams across data science and business functions to deliver values to client

Machine Learning Engineer

09/23 – 11/25

Foru AI / Untukmu.ai

  • Developed AI chatbots with LLMs, including fine-tuning BERT and LLaMA for domain-specific tasks
  • Created and deployed an AI Testing Framework in Streamlit to validate chatbot responses efficiently
  • Engineered hybrid semantic search using ElasticSearch, Milvus, and ChromaDB
  • Optimized cloud operations on GCP with CI/CD pipelines, serverless deployments, & concurrency improvements
  • Explored agentic LLM frameworks (Autogen, Eliza) to automate code execution & blockchain-social integrations
  • Led the AI team: managed daily operations, mentored juniors, & handled model/API migrations across OpenAI, Gemini, HuggingFace

AI Engineer – Chatbot & Agent Development

08/24 – 11/24

EventCHI (Dutch-based event-tech startup)

  • Designed and discussed chatbot architecture with team members
  • Developed chatbots using agentic frameworks such as LangGraph, Autogen, & crewAI
  • Deployed AI components on Google Cloud (Cloud Run, Kubernetes Engine, Cloud Storage CDN) & Microsoft Azure (OpenAI models)
  • Implemented APIs with both HTTP & WebSocket architectures, enable real-time chatbot communication
  • Built CI/CD pipelines for AI chatbot product deployment & created simple HTML-CSS-JS demo frontend
  • Integrated flux-based image generation, background removal with Rembg/PIL, Redis caching, & asynchronous multi-image load-save (90% faster upload)

Data Scientist

05/22 – 09/23

Sinar Mitra Sepadan Finance (ORIX Japan & Sinarmas)

  • Developed and presented credit scoring models to Japanese and Indonesian BODs monthly
  • Built predictive collection models to identify high-risk customers, improving repayment forecasting
  • Automated dashboards with Streamlit, Voila, and Metabase to track KPIs such as sales efficiency
  • Implemented DataRobot-based ML pipelines with third-party vendors for automated model deployment
  • Deployed scalable APIs for scoring using FastAPI and Docker frameworks
  • Maintained SQL and Postgres databases for data pipelines, ensuring reliability and accuracy

Data Scientist

08/21 – 05/22

Smart City & Community Innovation Center ITB

  • Built a churn prediction model for Jasa Raharja using 6.5M+ records under CRISP-DM methodology to predict insurance arrears and payment delays
  • Collaborated on IoT anomaly detection and forecasting research using GRU autoencoders for smart-farming sensors

Education

Bioenergy and Chemurgical Engineering (Chemical Engineering)

2015 – 2019

Bandung Institute of Technology (ITB)