Data & AI/ML Engineering

Mengembangkan solusi AI praktis dengan fokus pada dampak bisnis, bukan demo futuristik. NLP Bahasa Indonesia, Computer Vision, GeoAI, dan Recommender Systems.

AI Capabilities

Fokus pada AI yang praktis dan berdampak untuk bisnis Indonesia.

NLP Bahasa Indonesia

Text processing, sentiment analysis, chatbot dalam bahasa Indonesia

Contoh Implementasi:

Chatbot customer service
Sentiment analysis media
Document classification

Computer Vision

Image recognition, object detection, quality assessment

Contoh Implementasi:

Quality control manufacturing
Crop disease detection
Document OCR

GeoAI

Spatial analysis, location intelligence, geographic insights

Contoh Implementasi:

Crop recommendation
Site selection
Route optimization

Recommender Systems

Personalized recommendations, content filtering, matching

Contoh Implementasi:

Product recommendations
Content matching
Partner matching

ML Pipeline

Proses end-to-end dari data hingga model production dengan guardrails dan monitoring.

1

Ingest

Data Collection

Structured and unstructured data from various sources

2

Train

Model Training

Custom model development with guardrails and validation

3

Evaluate

Model Evaluation

Performance testing, bias detection, and accuracy metrics

4

Serve

Model Deployment

Production deployment with monitoring and updates

Technology Stack

Modern AI/ML stack dengan focus pada production-ready solutions.

Languages

Python
R
SQL

ML Frameworks

PyTorch
TensorFlow
scikit-learn

Data Processing

Pandas
NumPy
Apache Spark

Deployment

Docker
Kubernetes
MLflow

Vector DB

pgvector
Pinecone
Weaviate

Monitoring

MLflow
Weights & Biases
Grafana

AI Case Studies

Implementasi AI yang berdampak nyata pada bisnis dan masyarakat.

TaniMap Indonesia

GeoAI untuk rekomendasi lokasi tanam dan prediksi panen

GeoAIPythonPostGIS
Hasil: 15% peningkatan yield, 200+ petani onboarded

Aqualoop WaterTech

Computer Vision untuk deteksi kualitas air real-time

Computer VisionIoTReal-time
Hasil: 90% akurasi deteksi, 50% pengurangan biaya monitoring

Lampalampa Tourism

Recommender system untuk personalisasi pengalaman wisata

RecommenderNLPPersonalization
Hasil: 40% peningkatan engagement, 25% peningkatan revenue

Siap Mengimplementasikan AI untuk Bisnis Anda?

Konsultasi gratis untuk memahami potensi AI dalam bisnis Anda dan roadmap implementasi yang tepat.