Job Description
Full details about the role and requirements
Yukerja Summary
The Machine Learning role at PT. Pinta Digital Tenggara is curated from Glints (category Logistik & Supply Chain). Note the work location (Pasar Minggu) before applying. Yukerja.com is not the employer — applications are handled on the official source site.
Kompetensi Inti
1. Advanced Machine Learning & AI
Menguasai:
Ensemble methods (XGBoost, LightGBM)
Deep Learning (CNN, RNN, Transformer – sesuai use case)
Memahami:
Model interpretability (SHAP, LIME)
Imbalanced data handling
Time series / NLP / CV (minimal satu spesialisasi)
Mampu memilih model berdasarkan trade-off:
Accuracy vs latency vs cost
2. System Design for ML
Mendesain pipeline end-to-end:
Data ingestion → preprocessing → training → deployment → monitoring
ML Ops:
Model versioning
Monitoring drift
Retraining strategy
Familiar dengan:
Docker
CI/CD untuk ML
Cloud (AWS / Azure / GCP)
3. Data Engineering Awareness
Paham bagaimana data pipeline dibangun:
ETL / ELT
Data warehouse / data lake
Bisa bekerja dengan big data tools:
Spark (nilai tambah besar)
4. Programming Excellence
Clean, scalable, production-grade code
Struktur modular dan reusable
Mampu review code tim
5. Leadership & Ownership
Mampu:
Mendefinisikan problem tanpa arahan detail
Membimbing junior
Stakeholder management:
Komunikasi ke non-technical audience
Mengubah insight menjadi keputusan bisnis
6. Experimentation & Impact
Mendesain eksperimen:
A/B testing
Causal inference
Mengukur impact model:
Revenue, cost reduction, KPI
7. Strategi & Inovasi
Tidak hanya menjawab pertanyaan, tapi:
Mengidentifikasi peluang baru dari data
Berani mengambil pendekatan unconventional:
Menggunakan proxy data saat data tidak tersedia
Menggabungkan metode sederhana + kompleks untuk efisiensi
ߧ Output yang Diharapkan
ML system yang scalable & reliable
Impact bisnis yang measurable
Dokumentasi dan best practice untuk tim