Quy mô công ty : 10-24
Xem thêmCADDi Vietnam
Expected Role
The Machine Learning Engineer will develop models in machine learning and data science, and build, maintain, and operate the infrastructure to continuously deliver these models to the service. The successful candidate will be expected to develop highly accurate modeling techniques that
can leverage CADDi's data and provide value to our products, as well as develop stable systems in a team environment.
Responsibility:
- Train, evaluate, and deploy sophisticated machine learning models to enhance the features of our drawing searching system.
- Participate in the full software development cycle: design, develop, QA, deploy, experiment, analyze and iterate
- Collaborate across disciplines and with other ML teams to find technical solutions to solve complex challenges
- Monitor and continuously improve the deployed models.
Examples of what success looks like in this role:
- Analyze drawing images and develop technology to extract information described on the drawings.
- Construct image recognition models and annotation system
- Study the use of large-scale language models (LLM) and large-scale visual models (LVM).
- Collaborate with data science teams to bring prototype models to production
- Raise the bar for engineering excellence and delivery
Interest and experience gained from this position
- Experience in challenging highly difficult technical issues with highly enthusiastic members.
- Experience working with members with expertise in a wide range of areas, including software as well as machine learning.
- Experience in solving problems by taking into account how to develop the value of technology as a business.
- The position is close to MLOps and product management members, so you will be able to expand your work depending on your will.
APPLICATION GUIDELINES & BENEFITS
1. Working style:
- Hybrid (come to Office at least once a week)
2. Office address:
- HCMC: 7F, Gia Loc Building, No. 27-29 Nguyen Cuu Van, Ward 17, Binh Thanh District, HCMC
- Hanoi: Room 508, 5F, IDMC My Dinh, 15 Pham Hung Str., My Dinh 2 Ward, Nam Tu Liem Dist., Hanoi
3. Employment type:
- Official full-time employee
- Probation period: 2 months
4. Holidays and leave:
- Annual paid leave: 12 days
- National holidays
- Year-end holidays (December 31 to January 3)
- Tet holidays
- Others (following Labor Regulations)
5. Benefits:
- 13th month salary
- Salary review: twice a year
- 100% monthly basic salary and mandatory social insurances in 2-month probation
- Social insurance, health insurance, unemployment insurance, workers’ accident compensation insurance based on monthly basic salary during the Labor Contract
- Annual health check-up
- Premium Health Insurance
- Allowances such as: child-care allowance, commuting allowance, life event congratulatory gift, etc
- Growth support such as Subsidy for server fee, support for attending external training courses
- Intensive training program (external or internal training courses, workshop; support attending conference; etc)
- Devices: PC and display of desired specifications
- Awards: Company awards, every 6 month MVP awards
- Activities: Year-end-party, team building, etc
MUST-HAVE REQUIREMENTS
- 7+ years of experience in machine learning and data science for real business/ industry
- Solid knowledge of algorithms related to machine learning, statistics, linear algebra, and computer science
- Experience working with machine learning to solve business problems
- Experience improving the accuracy of machine learning and statistical models
- Proven track record of deploying machine learning models to production environments
- Experience working with cloud services such as Google Cloud and AWS
- Business communication skills in English
NICE-TO-HAVE REQUIREMENTS
- Experience in image recognition, OCR, and 3D analysis
- Experience with GPU-based data processing (CUDA, OpenCL, cudf, CuPy, etc.)
- Experience developing machine learning pipelines using Vertex AI Pipeline, kubeflow, Apache Beam, Spark, etc.
- Experience in development and operation related to distributed processing
- Business level Japanese proficiency
WE ARE LOOKING FOR THIS KIND OF PERSON
- Those who can sympathize with CADDi's mission “Unleashing the Potential of the Manufacturing Industry”.
- Those who have a T-shaped ambition mindset to maximize their expertise by not only focusing on back-end and infrastructure, but also catching up on peripheral knowledge as needed.
- Those who are able to face essential issues and take action to solve them with a sense of ownership.
- Able to work through positive attitude and constructive discussions in fast-changing and uncertain situations.
- Able to communicate and discuss with an attitude of respect for others, taking into consideration their context and resolution
SALARY PACKAGE
Gross salary VND97,000,000~120,000,000/month
- 13th month salary
- Salary review every 6 months
PRODUCT DEVELOPING ENVIRONMENT
Languages:
- Front-end: TypeScript
- Backend: Rust, TypeScript, Python
Framework/ Library
- Frontend: React, Next.js, WebGL, WebAssembly
- Backend: Rust (axum), Node.js (Express, Fastify, NestJS), PyTorch
Infrastructure: Google Cloud, Google Kubernetes Engine, Anthos Service Mesh
Database/Data Warehouse: CloudSQL (PostgreSQL), AlloyDB, Firestore, BigQuery
APIs: GraphQL, REST, gRPC
Monitoring: Datadog, Sentry, Cloud Monitoring
Environment construction: Terraform
CI/CD: Github Actions
Authentication: Auth0
Development tools: GitHub, GitHub Copilot, Figma, Storybook
Communication tools: Slack, Discord, JIRA, Miro, Confluence
RECRUITING STEPS
- CV screening
- Technical assignment (online coding test)
* We place more importance on whether you can imagine that you can work together with us to develop a product, rather than on your knowledge of algorithms or the speed of your answers.
- HR Interview
- Technical Interview (with engineer)
* Technical interview may be scheduled more than 1 time.
* A Casual Talk with HR will be scheduled right after the Technical Interview to follow up with the candidate.
- Final Interview (with CTO)
- Offer Meeting (in case the candidate passes all the interviews)
English
Nói: Advanced - Đọc: Advanced - Viết: Advanced
Japanese
Nói: Intermediate - Đọc: Intermediate - Viết: Intermediate
We utilize an original cost estimation algorithm to optimally matches buyers and suppliers based on quality, cost, and delivery time. We are going to create a global and flat infrastructure with which every manufacturer in the world can focus on their area of expertise, perform at their maximum potential.
Our Mission
Many manufacturers and their suppliers are unable to fully demonstrate their development potential and technological capabilities because they are hindered by quotations and administrative tasks, as well as a lack of sales force and information. Our mission is to remove those restrictions in various aspects of the industry and unleash each company’s potential to the fullest.
Our Service
