AI & Machine Learning, Consultant

1 week ago

Tampines, Singapore AIA SINGAPORE PRIVATE LIMITED Full time $80,000 - $120,000 per year

The role involves designing, developing, and implementing advanced generative models using cutting-edge AI technologies to achieve business objectives.

AI/ML consultant partners with business stakeholders in leveraging artificial intelligence and machine learning technologies to identify areas where AI/ML can bring improvements, such as automating processes, improving customer experiences, or gaining insights from data.

WHAT YOU WILL DO

  • Design, develop, and implement advanced generative models using cutting-edge AI technologies, and maintain machine learning and deep learning models.
  • Research and integrate mature AI solutions from the market (e.g., OpenAI, Google AI) to enhance the app's intelligence, improving service efficiency and user experience.
  • Select and implement appropriate AI APIs/models based on business requirements, optimizing applications in areas such as NLP, computer vision, and personalized recommendations.
  • Design, develop, and implement AI models and algorithms for NLP and Computer Vision applications.
  • Collaborate with data scientists and engineers to design and implement machine learning pipelines using MLOps practices for Data Preparation, Model Training/Re-Training, Deployment, Inference and Monitoring.
  • Develop and deploy scalable REST APIs to expose ML models to various business applications for online inference.
  • Develop and implement data pipelines for curation of structured/unstructured and semi-structured data for Feature Engineering, Model Training and Batch/Online Inference.
  • Conduct research and development activities to improve the performance and efficiency of generative models.

WHAT YOU SHOULD HAVE

  • A bachelor's or master's degree in computer science, Artificial Intelligence, Data Science, or related fields.
  • 3+ years of experience in a Machine Learning / Data Science and 1+ years of AI application development experience for specific industries such as financial institution, healthcare, finance or retail.
  • Publications or contributions to the AI community through research papers, open-source projects, or conferences.
  • Utilise frameworks like Langchain, Llamaindex, and Crew AI to create intelligent and autonomous agents.
  • Strong knowledge of machine learning, deep learning, and generative models, with experience in training and fine-tuning GenAI models.
  • Proven experience in machine learning operations (MLOps) and familiarity with mainstream AI services (e.g., OpenAI, Google AI) and hands-on experience with API integration.
  • Strong proficiency in Python, with experience using AI frameworks such as TensorFlow, PyTorch, and Hugging Face Transformers.
  • Practical experience in at least one area, such as NLP, computer vision, speech recognition, or recommendation algorithms.
  • Experience in leveraging and fine-tuning large language models (LLMs) and Small Language Models to optimize AI applications for specific business needs.
  • Familiarity with natural language processing techniques (tokenization, NER, sentiment analysis).
  • Experience with computer vision tasks (image classification, object detection, segmentation).
  • Ability to work with large datasets and knowledge of data preprocessing techniques (handling missing data, data augmentation, normalization).
  • Experience with cloud platforms and services (AWS, Google Cloud, Azure) for deploying AI solutions.
  • Excellent communication skills and the ability to collaborate effectively with cross-functional teams.

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