beBee background
Professionals
>
Technology / Internet
>
Singapore
Tan Yu

Tan Yu

Artificial Intelligence and Data Science
Singapore

Social


About Tan Yu:

Collaborative third-year undergraduate seeking hands-on experience in Computer Vision, Natural Language Processing, or Deep Learning, and eager to expand proficiency in leading ML libraries (TensorFlow, PyTorch, Keras). I am an innovative AI student who enjoys finding practical business solutions through lateral problem-solving approaches. With a firm belief in the revolutionary power of Big Data and Artificial Intelligence, I aim to contribute to groundbreaking solutions for long-standing global challenges. Actively seeking a off-cycle internship in Machine Learning or Artificial Intelligence from 15 January to 31 May 2024.
 

Experience

AL/ML Applications Development Intern@TSMC 

• Scouted by Taiwan Semiconductor Manufacturing Company (TSMC) in the Intelligent Manufacture Centre-Computer Integration Manufacturing
• Attained 91% accuracy in a binary classification Computer Vision project by employing a Multi-modal Deep Learning network that effectively combined textual and image data with one-hot encoding and oversampling
• Achieved 83% accuracy in a Siamese network-based multi-category classification Computer Vision project with 16 visually similar categories with data augmentation and transfer learning
• Generated visual explanations using Grad-CAM to understand the decision-making process of a computer vision model for explainable AI, resulting in a 20% improvement in model accuracy
• Detected potential model degradation in 80% of tools sooner than traditional methods by implementing a monitoring system using key performance indicators as well as rolling label, univariate, and multivariate drift
• Utilized machine learning monitoring libraries (DeepChecks, Evidently AI) to analyze data drift's impact on model performance using statistical tests (Earth Mover's Distance, Kolmogorov-Smirnov, Pearson's Chi-Squared, Population Stability Index)
• Applied analytical techniques, such as autocorrelation and spectral analysis (Fourier Transform and Wavelet Transform), to identify and appropriately split periodic data, enhancing data representation and analysis
• Filtered through 500 million raw data points for the appropriate data points using various data cleaning techniques, ensuring data quality and accuracy. 
• Calculated key performance metrics, including Process Capability Index and success rate, to evaluate and measure the performance and effectiveness of machine learning models
 

Education

Bachelor of Science in Data Science and Artificial Intelligence

Professionals in the same Technology / Internet sector as Tan Yu

Professionals from different sectors near Singapore

Other users who are called Tan

Jobs near Singapore

  • Varian Medical Systems Pacific, Inc.

    Technical Field Specialist

    Found in: Talent SG 2A C2 - 2 weeks ago


    Varian Medical Systems Pacific, Inc. Singapore Full time $50,000 - $80,000 per year

    The Field Service Engineer (FSE) is the primary contact for Varian Medical Systems (VMS) customer service and repair needs ensuring that our customers' equipment operates efficiently at all times. The Hardware FSE is responsible for troubleshooting, repairing, installing, upgradi ...

  • lewissanders

    Divorce Lawyer

    Found in: Talent SG 2A C2 - 1 week ago


    lewissanders Singapore Full time $80,000 - $150,000 per year

    Excellent opportunity for a junior lawyer looking to develop their practice in family law at a leading platform in the region. Top tier platform is seeking an NQ-3PQE lawyer with strong matrimonial and family law experience. The ideal candidate will SG or E&W qualification and ha ...

  • U3

    Big Data Consultant

    Found in: Talent SG C2 - 1 week ago


    U3 Singapur, Singapore

    We are looking for someone who has good Java (strut framework knowledge), SQL, application support experience . · Application support through the following activities · Application support through the following activities · 1. Perform investigation into reported issues · 2. Perf ...