Irfan Muhammad Ghani's Resume

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Work Experience

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Data Scientist

Indosat
April 2026 – Present 3 Months
  • [Tuliskan deskripsi pekerjaan, tanggung jawab, atau project Anda di sini]

AI Developer

PT Nawadata Solutions
March 2023 – April 2026 3 Years 1 Month
  • Designed and developed a scalable LLM chatbot backend using RAG architecture with LangChain, LangGraph, and FastAPI, supporting both local (Ollama, vLLM) and API-based models (OpenAI, Gemini).
  • Built a document parser and retriever API for a RAG system with ~95% retrieval accuracy.
  • Developed a near real-time fraud detection system using incremental learning and automatic scaling with Ray.
  • Created a flexible AutoML engine using FastAPI and Scikit-learn for various use cases.
  • Improved Anti-Money Laundering (AML) model accuracy by up to 90% through enhanced feature engineering and model selection.
  • Developed active and passive face liveness detection systems achieving sub-second recognition performance on millions of face images.
  • Built a prototype Applicant Tracking System (ATS) with spaCy and Sentence Transformers for NER and semantic matching.
  • Reduced manual data entry by 95% using NER and improved Vision OCR accuracy on damaged documents from 65% to 95%.
  • Collaborated with cross-functional teams to integrate prototypes into production systems, focusing on scalability and user experience.

Computer Vision Developer

PT Garis Posisi Nusantara
June 2021 – March 2023 1 Year 9 Months
  • Implemented Mask R-CNN on drone and satellite imagery for building and vehicle detection as part of a Geospatial Intelligence project.
  • Developed automated PDF reporting tools with instance segmentation maps and heatmaps, reducing processing time by 90%.
  • Implemented U-Net for land use classification and automated PDF reports with segmented maps and area analysis.
  • Created a system to extract ship positions from Maxar satellite imagery for regulatory monitoring and analysis.
  • Led a team to deliver a GIS-based Geospatial Intelligence project on time and according to client requirements.
  • Trained over 20 client staff on GIS tools, improving their technical capabilities.
  • Worked with defense and security stakeholders to gather requirements and deliver customized GIS solutions.
  • Ensured code quality and maintained project documentation for long-term scalability and collaboration.

Speaking Engagements

Guest Lecturer

Universitas Catur Insan Cendikia
Machine Learning and LLM Course
February 8, 2025
  • Delivered an in-depth lecture on Large Language Models (LLMs), covering their architecture, fine-tuning, and deployment.
  • Shared real-world development practices and technical insights from hands-on AI development experience.
  • Provided practical guidance on building production-grade AI systems.

Public Speaker

Universitas Catur Insan Cendikia
HIMATIF Anniversary Event “Artificial Intelligence in Shaping the Future”
December 21, 2024
  • Presented strategies for thriving in the AI era, including career preparation, mindful AI usage, and avoiding AI dependency.
  • Engaged the audience with a dynamic Q&A session focused on AI opportunities and challenges.
  • Delivered key insights to help students and professionals navigate the AI-driven future.

Educations – Skills – Language

Education

Telecommunication Engineer

Institute Technology Telkom (Now Telkom University)

Final Project: License Plate Number Recognition Based on Template Matching and Cosine Similarity (Matlab)

2015 – 2019 | GPA: 3.74/4.00


Committee, Speaker, and Trainer Experiences:

  • Trainer in Drive Test Engineer, Training for Vocational High School Students (2018)
    Provides theoretical and practical courses for 2 days about drive test engineer to vocational high school students.
  • Speaker in Electrical Circuit Course Sharing Session (2018)
    Provide learning subjects about electrical circuits to college students, and provide examples of questions and answers to face the midterm exams.
  • Lab Assistant (2016 - 2019)
    Assistant in several lab work subjects: Algorithm and Programming, Advanced Programming, Microprocessor, Electrical Circuits, Cellular, Digital Engineering.

Campus Organizations:

  • Hexacomm Cellular Research Group (2017-2018)
    Public Relationship and Coding Researcher. Made several research projects and training about cellular technologies, 3G, 4G, and Signal Processing.
  • IPTEK Robotic IoT Team (2016-2018)
    Member in IPTEK and Leader in IoT Team. Learn and share new things about robotic and IoT, Participate in several Robotic and IoT competitions.

Competition and Achievements:

  • Finalist E-Time IoT Competition 2017
    Leader and Embedded Programmer C, C++. Automatic Plants Watering and Monitoring with Wireless Sensor Network.
  • Participant Gemastik UI 2017
    Designer and Embedded Programmer C, C++. Landslide Detector with Wireless Sensor Network.
  • Fully Funded PKM Karsa Cipta 2016
    Designer and Embedded Programmer (Python). Traffic Light Security with Raspberry Pi and IP Cam.

Skill Set

Programming Languages API & Backend Development LLM Development Machine Learning & Deep Learning Computer Vision Natural Language Processing GIS & Spatial Analysis Data Processing & Visualization Web Scraping Database Systems Vector Databases Cloud Platforms Distributed Computing & Containerization Testing & Quality Assurance Performance & Profiling Code Quality & Documentation Version Control & Collaboration Development Tools

Languages

  • Indonesia
  • English
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