Skill diminta
AuditingCommunicationPyTorchPythonScikit-learnTensorFlow
Deskripsi
- Design and implement AI/ML solutions for enterprise use cases.
- Build, evaluate, and optimize models for anomaly detection, forecasting, classification, scoring, recommendation, and decision support.
- Work with structured and unstructured data, including time-series, tabular, text, logs, events, records, transactions, and user feedback.
- Define features, labels, training approach, validation approach, and model performance metrics.
- Perform model testing, tuning, drift monitoring, and performance evaluation.
- Design feedback loops based on user actions, system outcomes, and model performance.
- Explore reinforcement learning where suitable for policy optimization, prioritization, recommendation, or workflow tuning.
- Design and implement LLM/RAG workflows for summarization, explanation, Q&A, knowledge retrieval, and task assistance.
- Implement AI guardrails, grounding, audit trail, confidence display, and human approval workflow where required.
- Apply appropriate AI techniques based on use case, reliability requirements, and governance needs.
- Work with data, application, and platform teams to ensure data quality, traceability, and model input readiness.
- Present AI approach clearly to technical and non-technical stakeholders.
Bachelor’s degree in Computer Science, Data Science, Artificial Intelligence, Machine Learning, Software Engineering, Mathematics, Statistics, Engineering, or a related technical field.
Strong understanding of supervised learning, unsupervised learning, anomaly detection, classification, forecasting, model validation, model drift, and performance evaluation.
- Experience with Python and ML libraries such as scikit-learn, PyTorch, TensorFlow, XGBoost, or similar.
- Experience working with time-series, tabular, text, or operational data.
- Understanding of neural networks, statistical modelling, and model selection trade-offs.
- Familiarity with LLMs, RAG, embeddings, retrieval, guardrails, and AI evaluation.
- Strong analytical, problem-solving, and communication skills.