Applied AI, in production.AppliedAppliedAI,AI,in production.in production.
I build agentic AI, graph ML, and local LLM systems that move from research into production for enterprise finance, university HPC, and applied research.
08Speech Emotion Recognition (Wav2Vec 2.0)Developed and evaluated a Speech Emotion Recognition system using Wav2Vec 2.0 on the RAVDESS dataset. Compared Vanilla Fine-Tuning, TAPT, and Pseudo-TAPT strategies, reaching 81.60% accuracy and 81.27% weighted F1 with Vanilla Fine-Tuning.Speech AI · 2026
09Amazon Review Sentiment AnalysisAnalyzed 3.6M+ Amazon reviews using BiLSTM for sentiment classification. Awarded 3rd place in the national Fesmaro 2025 Big Data Analysis competition.NLP · 2025
10AI-Based E-Learning Platform for SMK Voctech 2 Kota TangerangCo-engineered an AI-powered e-learning platform as AI Engineer & Project Manager over a 6-month sprint (Jul 2025 – Jan 2026). Delivered an adaptive learning experience with intelligent content recommendations and analytics for vocational high-school students, with successful formal handover in February 2026.AI in education · 2025–26
12Sentiment Analysis on Tokopedia ReviewsScraped and analyzed Indonesian e-commerce reviews using NLP and Scikit-learn, classifying sentiment to surface product feedback trends for retail decision-making.NLP · 2024
13Air Pollution & Ozone MonitoringBuilt a Streamlit dashboard to monitor air quality and ozone levels, visualising pollutant trends by month and coordinating the full pipeline from data preprocessing to deployment.Data dashboard · 2024
02 / Experience
Work across teams and disciplines.
Professional roles, teaching, research operations, and community leadership.
Professional
6 roles · 2024 - now
Mar 2026 - PresentNow
AI Engineer (Transformation Office)
PT. Tunas Ridean Tbk (Tunas Group)
3 days → <10 minStock planning across 126 branches
Built an ERP-integrated stock recommendation system using real-time transaction data to prioritize optimal vehicle colors and variants across 126 Tunas branches, reducing a manual 3-day Excel workflow to <10 minutes.
Deployed a locally hosted AI document validator to automate financial reconciliation across 159 branches and an 8,000+ vehicle fleet.
South Jakarta · Internship
Sep 2024 - PresentNow
AI & HPC Infrastructure Engineer (DGX A100)
Universitas Gunadarma · MK Praktikum Unggulan
2,000+Students served by the vLLM stack
Deployed and tuned the local vLLM serving stack on the NVIDIA DGX A100, serving fine-tuned Qwen3-8B and Qwen2.5-VL models to 2,000+ postgraduate students.
Opened DGX A100 and HPC workflows to 30,000+ undergraduate, master, and doctoral students through lab sessions, HPC instruction, and trainer-of-trainers programs.
Depok · Staff Part-Time
Jan 2025 - Jan 2026
Research Assistant & ML Engineer
Lembaga Penelitian Universitas Gunadarma
98% mAP50Hand-fracture detection, YOLOv12
Trained a YOLOv12 pipeline achieving 98% mAP50 for hand-fracture detection in collaboration with RSUD Depok, contributing to registered IP.
Co-managed university-level AI research initiatives and optimized model training workflows on NVIDIA DGX A100.
Depok · Part-Time
Jul 2025 - Jan 2026
Machine Learning Engineer
PT. PowerNET IndoSolution
3,000+Customer comments analysed
Developed a sentiment analysis pipeline over 3,000+ customer comments from Instagram, YouTube, and Google Play Store to identify sentiment trends and product insights for client decision-making.
South Jakarta · Part-Time (Project-Based)
Jul 2025 - Jan 2026
AI Engineer & Project Manager
SMK Voctech 2 Kota Tangerang
Feb 2026E-learning platform handed over
Led the AI engineering track and cross-functional project management for a custom AI-based e-learning platform targeting vocational students.
Executed sprint planning and stakeholder communication, culminating in a successful formal application handover in February 2026.
Tangerang · Part-Time (Project-Based)
Sep 2024 - PresentNow
Data Science Course Instructor & Assistant
Lembaga Pengembangan Komputerisasi UG
400+Students mentored over 4 semesters
Mentored 400+ students across 4 consecutive semesters, delivering comprehensive education on applied machine learning coding and the mathematical foundations of core algorithms.
Guided students through the end-to-end data science lifecycle, translating theoretical concepts into practical implementations ranging from initial business understanding to final model deployment.
Depok · Part-Time
Teaching & community 6
Nov 2025 - Present
Director Machine Learning
Google Developer Group on Campus, Universitas Gunadarma
Lead 4 machine learning workshops averaging 100 attendees for a 4,000+ member developer community, ranking among GDGoC Gunadarma top three highest-attended events. Designed AI/ML learning programs and guided students through applied ML projects.
Sep 2025 - Jun 2026
IT Staff & Hackathon Supervisor
Gunadarma Code Week (GCW) National Competition
Developed the official end-to-end web platform to facilitate seamless user registration and competition activities. Acted as a Hackathon Supervisor on D-Day, ensuring technical reliability and smooth operations for hundreds of university students across Indonesia.
Nov 2023 – Aug 2025
Riset And Development Staff
HIMTI Gunadarma University
Developed training programs, workshops, and managed human resources within the student organization.
Nov 2023 – Aug 2025
Event Coordinator, Field Coordinator & Liaison Officer
IC by HIMTI, HIMTI Fest, Inauguration & Kampus Hiring · HIMTI Gunadarma University
Led field operations for IC by HIMTI, coordinating hundreds of participating teams at university scale. Coordinated the event program for HIMTI Fest, the inauguration, and Kampus Hiring, and served as liaison between the committee and guests, speakers, and partners.
Jan 2025 – Apr 2025
Instructor & Assistant Gunadarma Summer Course
Gunadarma University
Instructor and teaching assistant for international students in an intensive summer course program.
Oct 2025 - Des 2025
Project Officer / Head of Committee
Eco Mind Walk in AI - MK Praktikum Unggulan
Served as the Project Officer for "Eco Mind Walk in AI," an AI-themed event organized by MK Praktikum Unggulan. Managed the end-to-end execution of the event, which was exclusively designed for the laboratory assistants of the MK Praktikum Unggulan program.
03 / Research & recognition
Research with measurable outcomes.
Publications, thesis work, intellectual property, and research in progress.
01Aug 2025Intellectual Property (HKI)
Hand Fracture Detection System
Official Copyright (Registration No. 001053135) · Programmer
Secured formal legal copyright for an AI-powered medical computer vision system. Developed the core detection model utilizing YOLOv12 architecture to assist in clinical environments.
022025Research Publication
AI Agent Using Transfer Learning to Detect Illegal Activities of Shark Catching
International Research Journal of Advanced Engineering and Science (IRJAES) · First Author
Developed an Artificial Intelligence (AI) agent utilizing a two-stage pipeline architecture with YOLOv12 and ResNet-50 models to automatically detect illegal shark-catching activities. Achieved highly reliable performance with the YOLOv12 detection model reaching a mean Average Precision (mAP50) of 91.23% and the ResNet-50 classification model attaining a validation accuracy of 92.08%.
032026
Performance Optimization of Speech Emotion Recognition Using Wav2Vec 2.0
Target: Q4 2026, International Journal (TBD) · Co-Author
Evaluated three fine-tuning strategies (Vanilla, TAPT, and Pseudo-TAPT) on the Wav2Vec 2.0 model to optimize speech emotion classification using the RAVDESS dataset. Demonstrated that Vanilla Fine-Tuning achieved the best model performance, reaching an accuracy of 81.60% and a weighted F1-score of 81.27%.
042026Patent In-Progress
Agentic Graph Architecture for Anti-Money Laundering (AML)
Directorate General of Intellectual Property (DJKI) · In Review · Inventor & Lead Architect
Filing a system patent for an autonomous agentic graph fraud investigation architecture combining Graph Attention Networks (GAT), live graph databases (Memgraph), and LLM reasoning on 25M+ transaction nodes. Covers novel mechanisms for multi-hop money laundering path tracing and automated suspicious transaction reporting (STR).
052026Journal Publication
Multi-Hop Agentic Graph Neural Network for Large-Scale Financial Fraud Detection
Target: Q2 2026 · Scopus Q2 International Journal (In Preparation/Review) · First Author
Authored a comprehensive empirical study on 25M+ IBM AML transactions achieving 94.28% F1-score and 0.98 ROC-AUC. Introduces an autonomous agent pipeline integrating GAT node embeddings with reasoning agents to slash false positive rates in enterprise AML pipelines.
062025Undergraduate Thesis
Implementasi Explainable AI Berbasis Graph Neural Network dan Graph-Based Knowledge untuk Deteksi Fraud dengan Pendekatan Agentic Explainability
Universitas Gunadarma Institutional Repository (UG-Repo) · Author / Lead Researcher
Evaluated Graph Attention Networks (GAT) alongside mirrored relational and graph stores (PostgreSQL and Memgraph) on 25M+ IBM AML transactions. Designed an autonomous ReAct multi-agent loop with DeepSeek to automate multi-hop fraud path investigation and generate comprehensive Suspicious Activity Reports (SAR).
Recognition
Placings from national data and security competitions.
01Dec 2024
Grand Champion
Pesta Data Nasional 2024 - HIMATIKA UIN Jakarta
Team Leader
Excelled in Data Engineering using BigQuery across four intense rounds.
Developed high-accuracy forecasting models using LSTM.
Architected and deployed interactive dashboards using Tableau and Power BI.
02Apr 2025
3rd Place
Universitas Negeri Malang · FESMARO 2025
Team Lead
Awarded 3rd place in the national-level Big Data Analysis category.
Conducted Deep Learning sentiment analysis on a massive dataset of 3.6M+ Amazon reviews.
Engineered advanced visualizations to present customer sentiment trends.
03Dec 2025
Finalist
Hackfest0x09 CTF 2025 - CCUG
Personal
Demonstrated advanced problem solving skills in Binary Exploitation (Pwn).
Performed complex Digital Forensics analysis in a competitive environment.
I’m Muhammad Faqih Hakim, an AI/ML engineer focused on turning research and data into dependable tools people can use.
My work spans computer vision, graph machine learning, agentic systems, and analytics automation. I care about the full path from a sound model to a useful workflow: data quality, infrastructure, evaluation, and handover.
Based in
South Jakarta, Indonesia
Focus
Agentic AI · Graph ML · Computer vision
Compute
NVIDIA DGX A100 (university HPC)
Status
Open to AI/ML engineering roles
01
Applied AI
Computer vision, LLM systems, and agent workflows.
02
Research & HPC
Model development and deployment on NVIDIA DGX A100.
03
Business automation
Analytics and document workflows connected to operations.
I highly recommend Faqih for opportunities in AI Engineering and related fields.
I worked with Faqih in the Transformation Office. During his internship, he demonstrated excellent work quality, strong problem-solving skills, and a strong willingness to learn and apply AI technologies to address business needs. One of his key contributions was developing a prototype agentic validation system designed to extract information from invoices and supporting documents, cross-validate the information against internal records, and identify exceptions for human review. I highly recommend Faqih for opportunities in AI Engineering and related fields. He is a talented, dedicated, and fast-learning individual with strong potential to grow and make a meaningful impact in the future.
Danu Rifanda NandikaBusiness Process & Change at Tunas Ridean | Computer EngineeringTunas Ridean Transformation Office · LinkedIn Recommendation · Aug 202606 / Capabilities
Tools, methods, and collaboration.
Technical strengths and the evidence behind them.
Tools in practice36 technologies
Python
Ultralytics YOLO
LangChain
9router
vLLM
NVIDIA DGX
Neo4j
Power BI
Node.js
Caddy
Socket.io
Google Document AI
Python
Ultralytics YOLO
LangChain
9router
vLLM
NVIDIA DGX
Neo4j
Power BI
Node.js
Caddy
Socket.io
Google Document AI
PyTorch
Hugging Face
LangGraph
PaddlePaddle
Anthropic
Docker
Qdrant
Tableau
Hono.js
MongoDB
Flutter
Codex
PyTorch
Hugging Face
LangGraph
PaddlePaddle
Anthropic
Docker
Qdrant
Tableau
Hono.js
MongoDB
Flutter
Codex
TensorFlow
Scikit-learn
CrewAI
Ollama
Vertex AI
PostgreSQL
BigQuery
React
Nginx
MinIO
Dart
Hermes Agent
TensorFlow
Scikit-learn
CrewAI
Ollama
Vertex AI
PostgreSQL
BigQuery
React
Nginx
MinIO
Dart
Hermes Agent
Models, agents, and retrieval
AI & Machine Learning
PythonERP-connected automation, research pipelines, and instruction
LLM & Agentic AIDeepSeek-based thesis workflow and enterprise automation
HuggingFaceWav2Vec 2.0 SER, Qwen3-8B fine-tuning, and DGX Chatbot pipeline
RAG & Vector SearchHybrid RAG with Qdrant, BM25, Sastrawi, and RRF for postgraduate chatbot
PyTorch & TensorFlowGAT, Wav2Vec 2.0, BiLSTM, and CV experiments
Scikit-learnApplied ML, teaching, evaluation, and analytics workflows
Training and serving on real hardware
MLOps & Infrastructure
NVIDIA DGX & HPCUniversity DGX A100 research and model training
DockerReproducible AI services and deployment workflows
CI/CD & ML pipelinesAutomated project delivery and ML workflows
Local LLM DeploymentOn-premise Qwen agent for Vera financial reconciliation
Pipelines, graphs, and decision dashboards
Data Engineering & Analytics
SQL & BigQueryEnterprise analytics and national competition delivery