AI/ML Engineer — Indonesia

Rivaldo Fauzan Robani

I build production AI systems — LLMs, RAG, and multimodal pipelines that actually ship.

top 0%
AI Mathematical Olympiad — Kaggle Silver Medal
#0
world rank, of 4,138 competing teams
0
national & international distinctions
0+
technologies across the stack
About

AI/ML Engineer with experience designing, developing, and deploying production-ready AI applications powered by Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), multimodal AI, and machine learning. Experienced in building scalable AI services, fine-tuning transformer models using PEFT (LoRA and DoRA), and integrating NLP, computer vision, OCR, and speech technologies into production systems. Passionate about transforming cutting-edge AI research into reliable, scalable AI products through efficient inference, modern AI infrastructure, and backend engineering. Recognized with a Kaggle Silver Medal (Top 1.6%) in the AI Mathematical Olympiad and a national research grant for applied LLM research.

BaseIndonesia
githubGitHub
linkedinLinkedIn
Experience

Where the work ships

Sep 2025 — Present
AI/ML Developer
  • Designed and deployed production-ready AI applications powered by LLMs, embeddings, and generative AI for healthcare.
  • Engineered machine learning pipelines for OCR, image classification, and object detection using PyTorch, OpenCV, and PaddleOCR.
  • Implemented RAG pipelines with LoRA fine-tuned models and Qdrant vector databases for semantic retrieval.
  • Engineered multimodal pipelines integrating OCR, speech recognition, image understanding, text summarization, and avatar video generation.
  • Architected scalable FastAPI REST APIs and webhook services; optimized and maintained AI services on AWS.
Jun 2024 — Oct 2024
Data Scientist (Intern)
  • Designed and developed NISA, an NLP-powered chatbot for Telkomsel using LangChain, LLaMA, Ollama, and Rasa — context-aware analysis of network KPIs in natural language.
  • Built AI-driven analytics with Prophet time-series forecasting and Streamlit dashboards for proactive network capacity planning.
Projects & research

Selected work

★ FEATURED
LoRA vs DoRA
Bachelor's final project — Politeknik Negeri Bandung

Comparative evaluation of PEFT methods on LLaMA models for subjective NLP tasks, across adapter ranks on the Chatbot Arena dataset. DoRA won on accuracy and human-preference alignment; LoRA on speed and memory — a practical map for resource-constrained fine-tuning.

LLaMAPEFTLoRADoRA
Jan – Jul 2025
★ FEATURED
AIMO Reasoning Pipeline
Kaggle — AI Mathematical Olympiad, Progress Prize 3 · Silver Medal

LLM reasoning pipelines combining prompt engineering, test-time reasoning, answer verification, and efficient inference — solving Olympiad-level math with open-source models under strict compute constraints. Top 1.6% worldwide (64th of 4,138 teams).

LLM reasoningInference optimizationvLLM-class serving
Apr 2026
Interpretable Medical LLM Diagnosis
PKM-AI national research grant — Kemdiktisaintek

Grant-funded research on improving the interpretability and efficiency of LLMs for automated medical diagnosis — toward transparent, reliable medical AI systems.

LLMsInterpretabilityHealthcare AI
Jul 2025
NISA — Network KPI Chatbot
Built for Telkomsel at PT Neural Technologies Indonesia

NLP-powered chatbot enabling context-aware analysis of network KPIs through natural-language interaction, paired with Prophet forecasting dashboards.

LangChainLLaMAOllamaRasa
2024
Towards Security — OTP MFA × FDS
Finalist, National Data Science Tournament — Cybertrend

WhatsApp OTP multi-factor authentication integrated with an AI-based fraud detection system — data security, model integration, and digital risk prevention.

Fraud detectionMFAData science
Dec 2023
Nialonic-GC
Best Idea (IoT) — KMIPN V national competition

AI-driven climate engineering for hydroponic–aeroponic plant growth using IoT automation — awarded for originality, technical execution, and societal impact.

IoTAI controlSustainable agriculture
Aug 2023
Skills

The stack, weighted by evidence

The amber meter under each badge reflects how often the skill appears across roles, projects, and awards in the CV — not a self-assessed score.

Languages
PythonJavaScriptSQLPHPC
Machine Learning
PyTorchTensorFlowscikit-learn
Large Language Models
RAGPrompt EngineeringPEFT · LoRA · DoRAEmbeddingsSemantic SearchVector DatabasesConversational AI
Vision & Speech
OpenCVMediaPipeYOLOWhisperGoogle TTSPaddleOCR
Web & APIs
FastAPIFlaskExpressJSReactJSVue.jsLaravelSpring Boot
Databases
MySQLPostgreSQLMongoDBQdrant
DevOps & Cloud
DockerAWS — Lambda · S3 · EC2GitREST API design
Data Science
Time-Series ForecastingPredictive ModelingFeature EngineeringClusteringData Visualization
Education

Foundations

Aug 2021 — Aug 2025
Politeknik Negeri Bandung
Bachelor of Applied Science in Informatics Engineering
Machine Learning · Data Science · Software Engineering · Algorithms · Database Systems · Computer Networks · Enterprise Application Development
Jul 2018 — Jun 2021
SMK Negeri 11 Bandung
Software Engineering
PHP · Laravel · CodeIgniter · Database Systems · SDLC
Leadership

Organizations

Badan Eksekutif Mahasiswa, Politeknik Negeri Bandung
Staff — Cabinet Resource Management Specialized Agency
Apr 2023 – Jan 2024
Staff — Communication & Information Dept., DKV Division
Mar 2022 – Feb 2023
Himpunan Mahasiswa Komputer (HIMAKOM)
Deputy Head — Organization Resource Management Specialized Agency
May 2023 – Dec 2023
Staff — Dept. of Research, Technology & Higher Education
Apr 2022 – Mar 2023
Contact

Let's build something.

Open to AI/ML engineering roles and applied-LLM collaborations — from RAG systems to multimodal pipelines.

rivaldofr03@gmail.com