Senior AI Model Architect

4 weeks ago


Singapore EPS CONSULTANTS PTE LTD Full time
Roles & Responsibilities

Salary up to S$200,000 per annumLocation: Pasir PanjangResponsibilities:
  • Oversee the implementation and enhancement of distributed training methods across multi-GPU and multi-node environments.
  • Apply advanced optimization techniques (e.g., SGD, Adam, Adagrad) to accelerate learning processes while ensuring model accuracy.
  • Lead initiatives in model compression, pruning, and quantization to reduce model size and boost computational efficiency.
  • Innovate in knowledge distillation to transfer learning from larger models to more efficient, smaller models.
  • Optimize resource utilization through micro-tuning strategies, such as prompt-based tuning and parameter-efficient methods.
  • Implement mixed precision training and hardware-specific optimizations (e.g., CUDA, Tensor Cores) to maximize hardware acceleration.
  • Manage hyperparameter tuning using automated tools to achieve optimal model configurations.
  • Collaborate with cross-functional teams to apply large model technology to real-world business applications, integrating cutting-edge research into production systems.
  • Design and optimize large language models, develop fine-tuning strategies, and streamline training processes.
  • Explore and implement deep learning architectures like Seq2Seq and Transformer, including advanced techniques such as Fine-tuning, Prompt Engineering, and Soft Prompting (SFT).
  • Develop systems for efficient model training and deployment, involving data preprocessing, parallel training, and resource management.
  • Establish performance evaluation systems and monitor training metrics to ensure high model quality and efficient iterations.
Requirements:
  • Bachelor’s degree or higher in Computer Science, Artificial Intelligence, Mathematics, or a related field.
  • Minimum of 5 years of experience in AI, with at least 3 years focused on large-scale language model development and optimization, with proven successful projects.
  • Proficient in deep learning theories, experienced with PyTorch and TensorFlow, and skilled in model fine-tuning and SFT.
  • Strong skills in algorithm design and optimization, with experience in large-scale data processing and high-performance computing.
  • Demonstrated leadership, teamwork, communication, and project management abilities, with the capability to track international research trends and drive innovation.

HOW TO APPLY:

Interested applicants, please submit your updated resume in PDF/MS Word format to brandon@eps.com.sg


Please state your availability, current & expected salaries for processing purpose.

All applications will be treated in the strictest confidence.

We regret that only shortlisted candidates will be notified.


Brandon Lim | EA Registration No: R21102894

EPS Consultants Pte Ltd| 95C5630


Tell employers what skills you have

TensorFlow
Compression
Leadership
Hardware
Architect
Architectural
Mathematics
Artificial Intelligence
Architects
Tuning
PyTorch
Project Management
CUDA
Artificial Intelligence Application
Algorithm Design
Resource Management
Systems Design

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