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Database Innovator

1 week ago

Hong Kong, Central and Western District, Hong Kong SAR China VisionMatrix Technology Limited Full time

About VisionMatrix Technology Limited

VisionMatrix Technology Limited is a continuous innovator focused on delivering video search solutions. We aim to empower security, provide cost-effective customer analysis services, and maintain learning efficiency for online users.

The Role

We are looking for a talented Data Scientist to help us achieve our mission. As a Data Scientist, you will be responsible for developing and implementing innovative data-driven solutions.

Main Responsibilities

  • Data Preparation
    • Collect diverse, high-quality training data
    • Clean and preprocess text datasets
    • Remove personally identifiable information
    • Ensure data diversity and representativeness
    • Implement data augmentation techniques
  • Data Exploration and Analysis
    • Perform exploratory data analysis (EDA)
    • Analyze dataset characteristics
    • Identify potential biases
    • Validate data quality and distribution
    • Create statistical summaries
  • Model Fine-Tuning Strategies
    • Design fine-tuning approaches
    • Select appropriate training techniques
    • Implement transfer learning
    • Choose optimal hyperparameters
    • Develop prompt engineering strategies
  • Performance Evaluation
    • Design comprehensive evaluation metrics
    • Implement benchmarking frameworks
    • Conduct qualitative and quantitative assessments
    • Measure model performance across different tasks
    • Create evaluation datasets

Requirements

  • Bachelor's or master's degree in a quantitative field such as computer science, statistics, or applied mathematics.
  • Proven experience in data analysis, modelling, and machine learning, with a strong understanding of database management.
  • Experience in Amazon SageMaker, EC2 GPU Instances, S3 for data storage, Elastic Kubernetes Service (EKS) and Deep Learning AMIs.
  • Proficiency in programming languages like Python, R, or SQL, and familiarity with data visualisation tools.
  • Excellent problem-solving and communication skills, with the ability to translate technical insights into business value.
  • A curious and analytical mindset, with a passion for using data to drive innovation and impact.