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AI Engineer (OCR/ Computer Vision/ NLP)

DIGI-TEXX VIETNAM

2nd Floor, Anna Building, Quang Trung Software City, Dist. 12

Posted date: 30-08-2024

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  • Experience

    2 - 3 Years

  • Job level

    Experienced (Non - Manager)

  • Salary

    Competitive

Job Description

  • AI/ML Model Development and Deployment: Participate in the development, deployment, and optimization of AI/ML models, particularly in the areas of image processing, natural language processing (NLP), and neural networks. Work with and optimize architectures such as Sklearn, Stats, CNN, RNN, GraphNN, YOLO, Transformer, BERT, T5, and their variants.
  • Data Processing: Execute data preprocessing steps, including image and text processing, normalization, and extraction of key information from diverse datasets. Be flexible in data usage and optimization to ensure the highest efficiency in model performance.
  • Source Control and CI/CD: Utilize Git/GitLab for source control and implement CI/CD systems to automate testing and deployment processes for models.
  • Containerization: Employ Docker for containerizing applications and environments, facilitating consistent and straightforward model deployment.
  • MLOps: Engage in building and deploying large-scale MLOps systems, using frameworks like MLflow and ClearML to manage the model lifecycle from development to deployment.
  • Research and Development: Contribute to large-scale AI/ML research and development projects, proposing and testing innovative, optimized solutions for complex problems.
  • Model Deployment: Perform model quantization and conversion to formats such as ONNX Runtime, TFLite, TensorRT, etc.. to optimize performance across different deployment environments.
  • Service Development: Develop AI/ML services, with proficiency in at least one technology such as RabbitMQ, Apache Kafka, or SparkML for data processing and model deployment in production environments.
  • Teamwork and Independence: Demonstrate the ability to work independently as well as collaborate effectively with team members. Be adaptable and proactive in ensuring tasks are completed on time.

Job Requirement

  • Education: Bachelor’s or Master’s degree in Computer Science, Data Science, Machine Learning, or a related field.
  • Experience: A minimum of 2 years of experience in Machine Learning or AI. • Programming Skills: Proficiency in Python. Experience with R or C++ is a plus.
  • Technical Expertise: Experience in image processing, text processing, preprocessing techniques, and neural networks. Extensive knowledge of architectures like CNN, RNN, GraphNN, YOLO, Transformer, BERT, T5, and their variants. Experience in natural language processing, information extraction, and object detection.
  • Mathematical Foundation: A strong foundation in mathematics, particularly in areas like probability, statistics, linear algebra, and optimization. • Data Flexibility: Flexibility in data usage and optimization to maximize the effectiveness of AI/ML models.
  • Project Experience: Preference for candidates who have participated in large-scale projects involving image analysis, Natural language processing, Objects detection, Objects recognitions, OCR and the application of Large Language Models (LLMs), RAG.
  • Model Development: Ability to independently develop, innovate, or optimize models ranging from simple to complex.
  • Source Control and CI/CD: Experience with Git/GitLab and setting up CI/CD systems.
  • Containerization and MLOps: Experience with Docker and MLOps frameworks such as MLflow and ClearML to manage and deploy AI/ML models effectively.
  • Model Deployment: Experience with model quantization and conversion to ONNX Runtime, TFLite, TensorRT to optimize deployment.
  • Service Development: Experience with messaging and data processing systems like RabbitMQ, Apache Kafka, or SparkML.
  • Additional Preferences: Candidates with experience in building and deploying MLOps systems, Data Warehouses, Data Lakes, and those who have contributed to AI/ML research are highly preferred.
  • Academic Contributions: Preference will be given to candidates who have made significant contributions to AI/ML research, including scientific publications.
  • Supplementary Skills: Creative thinking, quick learning ability, and the capacity to apply new techniques in AI/ML. Strong communication skills and effectiveness in crossdisciplinary collaboration. 

More Information

  • Degree: Bachelor
  • Age: Unlimited
  • Working time: Permanent

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DIGI-TEXX VIETNAM

DIGI-TEXX là công ty có 100% vốn đầu tư từ Đức, thành lập vào năm 2002 và chuyên về lĩnh vực CNTT & BPO (gia công quy trình kinh doanh). Chúng tôi có trụ sở chính tại Công viên phần mềm Quang Trung - TP.HCM, các chi nhánh tại Cần Thơ, Hậu Giang và văn phòng đại diện tại Fukuoka, Nhật Bản.

Chúng tôi có đội ngũ nhân viên lớn, với 1,000 nhân viên chính thức và 1,000 nhân viên part-time đã qua đào tạo, hoạt động 24/7, hỗ trợ hơn 30 ngôn ngữ, chuyên về số hóa tài liệu, xử lý hình ảnh, dịch vụ chú thích và dịch vụ hỗ trợ doanh nghiệp trong nhiều lĩnh vực khác nhau như thương mại điện tử, ngân hàng, bảo hiểm, số hóa và lưu trữ tài liệu lịch sử, tài liệu của chính phủ và các tổ chức NGOs.

Kể từ khi thành lập vào năm 2002, DIGI-TEXX đã trở thành nhà cung cấp CNTT & BPO đáng tin cậy tại Việt Nam nói riêng và châu Âu nói chung. Với nền tảng công nghệ, chúng tôi mang lại lợi thế cạnh tranh cho khách hàng trên khắp châu Âu, châu Mỹ, Nhật Bản và Việt Nam.

2nd Floor, Anna Building, Quang Trung Software City, Dist. 12

https://digi-texx.vn/

Company size: 1.000-4.999

Contact person: Bộ phận tuyển dụng - Phòng nhân sự DIGI-TEXX

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