Role: AI/ML role for Fraud Monitoring.
Location: Sydney
Contract duration: 6 Months
1. ML/AI expertise:
○ Model development: Experience in building, training, and fine-tuning machine learning models (both supervised and unsupervised learning).
○ Feature engineering: Ability to extract meaningful features from raw data to improve model performance.
○ Model evaluation: Experience in selecting and applying appropriate metrics (e.g., accuracy, precision, recall) to assess the performance of models
2. Data science background:
○ Statistical knowledge: Strong foundation in statistical methods and their application in data analysis
○ Exploratory data analysis (EDA): Expertise in analysing large datasets, identifying trends, patterns, and outliers.
○ Data wrangling: Skills in preparing and cleaning data, including dealing with missing data and scaling features.
3. MLOps/Model deployment:
○ Model deployment: Understanding of how to deploy models into production environments
○ CI/CD for ML Pipelines: Knowledge of Continuous Integration/Continuous Deployment (CI/CD) pipelines specific to machine learning
○ Monitoring & retraining: Experience in monitoring model performance post-deployment and setting up processes for retraining and updating models
4. Technology:
○ Cloud platforms: Familiarity with cloud platforms like AWS, GCP, or Azure, particularly for machine learning services. Ideally GCP
○ Big data tools: Experience working with distributed data processing tools like Apache Spark, Hadoop, or Google BigQuery. Ideally Google BigQuery
5. Other experience:
○ Payments or retail: A plus if they have experience working in payments or retail. Bonus if fraud related experience
○ Agile development: Comfortable with agile methodologies and iterative development for running PoCs quickly and effectively
○ Prototyping: Ability to prototype solutions rapidly, test, and iterate based on early feedback
Additional Qualities:
● Problem-solving mindset: Ability to think creatively and approach challenges with innovative solutions.
● Effective communication: Strong communication skills to work cross-functionally and explain findings and make recommendations.
Key Skills
Ranked by relevance
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- Posted
- Nov 26, 2024
- Type
- Contract
- Level
- Mid-Senior
- Location
- Sydney
- Company
- ALOIS Solutions
Industries
Categories
Related Jobs
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