Driven by our passion for spreading joy and unleashing limitless creativity in the world of gaming, our goal is to establish a game studio right here in Singapore. Our dedicated focus lies in crafting casual mobile games that deeply immerse players in incredibly enjoyable experiences!

We eagerly welcome humble yet ambitious individuals to join us on this thrilling journey!

Responsibilities

• Collaborate with cross-functional teams to design, develop, and maintain project code for game features.

• Identify potential technical risks and provide technical advice for mitigation.

• Contribute to the development of tools and pipelines to improve project efficiency.

• Work closely with the product team to meet project milestones and deadlines.

• Provide input to improve coding standards, best practices and development processes.

• Participate in code reviews to ensure code quality, performance, and maintainability.

• Create and maintain technical documentation for code, systems, tools, processes.

Requirements

• Bachelor's or Master's degree in Computer Science, Computer Engineering, or a related field.

• 2+ years of professional experience in game development with a focus on Unity3D.

• Strong proficiency in C# programming language.

• Solid understanding of game architecture, design patterns, and software engineering principles.

• Proficiency in using version control systems (e.g., Git) for collaborative development.

• Excellent problem-solving and debugging skills.

• Strong communication and interpersonal skills.

• Passion for gaming and a creative mindset.

Preferred Qualifications

• Previous experience of developing, shipping and operating commercially successful Android and iOS mobile game titles.

• Knowledge of shader programming languages (e.g., HLSL) and experience creating custom shaders.

• Understanding of DevOps practices, continuous integration, and deployment pipelines.

Activate Interactive Pte Ltd (“Activate”) is a leading technology consultancy headquartered in Singapore with a presence in Malaysia and Indonesia. Our clients are empowered with quality, cost-effective, and impactful end-to-end application development, like mobile and web applications, and cloud technology that remove technology roadblocks and increase their business efficiency.

We believe in positively impacting the lives of people around us and the environment we live in through the use of technology. Hence, we are committed to providing a conducive environment for all employees to realise their full potential, who in turn have the opportunity to continuously drive innovation.

We are searching for our next team members to join our growing team.

If you love the idea of being part of a growing company with exciting prospects in mobile and web technologies that create positive impact on people’s lives, then we would love to hear from you.

Technology Solutions Office is looking for Lead Software Engineer (Java)

Internal Code: A25022

What will you do?

• Manage a team of software engineers, including task planning and code reviews
• Take charge of technical projects and provide leadership in a fast-paced environment
• Responsible for the overall planning, execution, and success of complex technical projects
• Work closely with project management and experience design team to deliver project outcomes
• Contribute technically to projects
• Mentor the best talent bringing out the best in every engineer
• Nurture a culture of high performance, continuous improvement, creative problem solving, and innovation within the team

What are we looking for?

• Strong experience with Java Technologies
• Experience in ReactJS is a plus
• Software support and maintenance of deployed products and solutions
• At least 5 years of total software engineering experience with a thorough understanding of commercial software product development.
• 3+ years of experience in a software engineering leadership position
• Customer oriented and skilled in developing a strong understanding of customer needs and marrying those with optimal technology solutions
• Knowledge of Object Oriented Programming and SQL
• Ability to manage a hosting environment, including database administration as well as scaling applications to handle load changes
• Understanding of front-end web technologies
• Experienced in developing on Unix/Linux environments
• Enjoy constant learning and working with new technologies
• A Pass in ICT Assessment Certification for Solution Architect or Software Developer by NUS-ISS is required

What do we offer?

• Fun working environment
• Employee Wellness Program

Does it sound like something you are interested in exploring further? Please be in touch with our team for an initial chat at [email protected]

Activate Interactive Singapore is an equal opportunity employer. Employment decisions will be based on merit, qualifications and abilities. Activate Interactive Pte Ltd does not discriminate in employment opportunities or practices on the basis of race, colour, religion, gender, sexuality, national origin, age, disability, marital status or any other characteristics protected by law.

Protecting your privacy and the security of your data are longstanding top priorities for Activate Interactive Pte Ltd.

Your personal data will be processed for the purposes of managing Activate Interactive Pte Ltd’s recruitment related activities, which include setting up and conducting interviews and tests for applicants, evaluating and assessing the results, and as is otherwise needed in the recruitment and hiring processes.

Please consult our Privacy Notice (https://www.activate.sg/privacy-policy) to know more about how we collect, use, and transfer the personal data of our candidates. Here you can find how you can request for access, correction and/or withdrawal of your Personal Data.

TikTok is the leading destination for short-form mobile video. At TikTok, our mission is to inspire creativity and bring joy. TikTok's global headquarters are in Los Angeles and Singapore, and its offices include New York, London, Dublin, Paris, Berlin, Dubai, Jakarta, Seoul, and Tokyo.

Why Join Us

Creation is the core of TikTok's purpose. Our platform is built to help imagination thrive. This is doubly true of the teams that make TikTok possible.

Together, we inspire creativity and bring joy - a mission we all believe in and aim towards achieving every day.

To us, every challenge, no matter how difficult, is an opportunity; to learn, to innovate, and to grow as one team. Status quo? Never. Courage? Always.

At TikTok, we create together and grow together. That's how we drive impact - for ourselves, our company, and the communities we serve.

Join us.

About The Team:

The mission of the TikTok Eng-AI Innovation Center is to explore cutting-edge AGI technologies, including but not limited to LLM, multi-modal LLM (video/image/audio/text/code), etc., to let machine better understand user creations on TikTok platform. Regarding to video/image/audio/text, enhanced content understanding can bring better user experience of searching, recommendation, and can more accurately identify and defend internet abuse and fraud on our platform. Regarding to code, our developed LLM aims to automatically re-organize/optimize TikTok codebase, and make the code/coding become more accessible for TikTok engineers.

Job Responsibilities

1. Participate in the design and implementation of a high-availability, scalable, distributed large-model machine learning platform to support the development and efficient iteration of large models for TikTok;

2. Explore cutting-edge technologies related to large-model engineering(LLMOps), covering areas such as data processing, model training, inference services, evaluation system, automated orchestration, prompt engineering, and resource scheduling;

3. Construct a high-performance, cost-effective large-model inference service architecture that ensures high service availability.;

4. Explore the application of frontier large models, Code Agents, etc;

Qualifications

Minimum Qualification

- Bachelor's degree or higher in Computer Science or related fields, with good communication and teamwork skills;

- Solid programming foundation, good coding style, familiar with multi-thread programming, distributed computing, network communication, memory management, and design patterns;

- Experience in engineering R&D or infrastructure, proficient in at least one of the following development languages: C/C++, Python, Golang; and experience researching and developing distributed systems, with the capability and experience in optimizing system performance.

- Experience in developing and deploying large-scale models, including data processing, training, deployment, and evaluation and DevOps/MLOps;

- Experience in large-model service deployment and optimization and distributed scheduling, computing, and storage projects like K8s, Ray, Hadoop, Spark, HDFS;

- Familiarity with deep learning frameworks such as TensorFlow, PyTorch, and understanding of large-model engineering frameworks like vllm/langchain.

Preferred Qualifications

- Passion for technology, good communication skills and team spirit

TikTok is committed to creating an inclusive space where employees are valued for their skills, experiences, and unique perspectives. Our platform connects people from across the globe and so does our workplace. At TikTok, our mission is to inspire creativity and bring joy. To achieve that goal, we are committed to celebrating our diverse voices and to creating an environment that reflects the many communities we reach. We are passionate about this and hope you are too.

Details of the Division and Team:

At the heart of Deutsche Bank's client franchise, is the Corporate Bank (CB), a market leader in Cash Management, Trade Finance & Lending, Securities Services and Trust & Agency services. Focusing on the Treasurers and Finance Departments of Corporate and Commercial clients and Financial Institutions across the Globe, our Universal Expertise and Global Network allows us to offer truly integrated and effective solutions.

You will be operating within Corporate Bank Production as a Production Support Engineer in Payments domain.

Payments Production domain is a part of Cash Management under Deutsche Bank Corporate Banking division which supports mission critical payments processing and FX platforms for multiple business lines like High Value/Low value / Bulk / Instant / Cheques payments. Team provides 24x7 support and follows ‘follow the sun’ model to provide exceptional and timebound services to the clients.

Our objective at Corporate Bank Production is to consistently strive to make production better which ensures promising End to End experience for our Corporate Clients running their daily Cash Management Business through various access channels. We also implement, encourage, and invest in building Engineering culture in our daily activities to achieve the wider objectives. Our strategy leads to attain reduced number of issues, provide faster resolution on issues, and safeguard any changes being made on our production environment, across all domains at Corporate Bank.

You will be accountable to drive a culture of proactive continual improvement into the Production environment through application, user request support, troubleshooting and resolving the errors in production environment. Automation of manual work, monitoring improvements and platform hygiene. Supporting the resolution of issues and conflicts and preparing reports and meetings. Candidate should have experience in all relevant tools used in the Service Operations environment and has specialist expertise in one or more technical domains and ensures that all associated Service Operations stakeholders are provided with an optimum level of service in line with Service Level Agreements (SLAs) / Operating Level Agreements (OLAs).

What we will offer you:

A healthy, engaged and well-supported workforce is better equipped to do their best work and, more importantly, enjoy their lives inside and outside the workplace. That’s why we are committed to providing an environment with your development and wellbeing at its center.

You can expect:

• Flexible benefits plan including virtual doctor consultation services
• Comprehensive leave benefits
• Gender Neutral Parental Leave
• Flexible working arrangements
• 21 days of annual paid leave, plus public holiday & Flexible Working Arrangement

Your key responsibilities:

• Acting as a Production Support Analyst for the CB production team providing second level of support for the applications under the tribe working with key stakeholders and team members across the globe in 365 days, 24/7 working model
• As an individual contributor and prime liaison for the application suite into the incident, problem, change, release, capacity, and continuous improvement.
• Escalation, Management, and communication of major production incidents
• Liaising with development teams on new application handover and 3rd line escalation of issues
• Application rollout activities (may include some weekend activities)
• Manage SLO for Faster Resolution and Fewer Incident for the Production Application Stability
• Develop a Continuous Service Improvement approach to resolve IT failings, drive efficiencies and remove repetition to streamline support activities, reduce risk, and improve system availability by understanding emerging trends and proactively addressing them.
• Carry out technical analysis of the Production platform to identify and remediate performance and resiliency issues.
• Update the RUN Book and KEDB as and when required.

Role is required to be performed on-site at One Raffles Quay office. Relevant vaccination requirements may apply.

Your skills and experience:

• Minimum 5 years’ experience in IT in large corporate environments, specifically in a L2 production support role.
• Good hands-on knowledge of databases (Oracle/PLSQL etc.), including working experience of writing SQL scripts and queries.
• Good hands-on experience on UNIX/Linux, Solaris, Java J2EE, Python, PowerShell scripts, tools for automation (RPA, Workload, Batch)
• Understands ITIL Practices
• Experience in application performance monitoring tools – Geneos, Splunk, Grafana & New Relic, Scheduling Tools (Control-M)
• Understanding on environments - Middleware (e.g.MQ, WebLogic, Tomcat, Jboss, Apache, Kafka etc, Database environments (e.g. Oracle, MS-SQL, Sybase, No SQL)
• Experience in APM Tools like Splunk & Geneos; Control-M /Autosys; App dynamics.
• Experience in Cloud Services platforms (GCP/ AWS/ Azure).
• Exposure on Payments domain fundamentals & SWIFT message types
• Knowledge in Udeploy , Bit bucket, Jenkins.
• Bachelor’s degree in Computer Science or Information Technology or Programming & Systems Analysis or Science (Computer Studies)

How we’ll support you:

• Coaching and support from experts in your team
• A culture of continuous learning to aid progression
• A range of flexible benefits that you can tailor to suit your needs
• Training and development to help you excel in your career

About us and our teams:

Deutsche Bank is the leading German bank with strong European roots and a global network. click here to see what we do.

Deutsche Bank & Diversity

We strive for a culture in which we are empowered to excel together every day. This includes acting responsibly, thinking commercially, taking initiative and working collaboratively.

Together we share and celebrate the successes of our people. Together we are Deutsche Bank Group.

We welcome applications from all people and promote a positive, fair and inclusive work environment.

Summary

Responsible for managing engineering projects and providing technical leadership to a team. This role involves reviewing designs, ensuring project compliance and quality, mentoring team members, and serving as a key contact for stakeholders.

Responsibilities

• Oversee and coordinate engineering projects from conception to completion.
• Provide technical leadership and guidance to a team of engineers.
• Review designs, specifications, and production processes for compliance and optimization.
• Ensure timely delivery of engineering deliverables while maintaining quality standards.
• Mentor and develop team members to enhance their skills and capabilities.
• Serve as the main point of contact for cross-functional teams and stakeholders.

Requirements

• Recognized degree in Mechanical Engineering, Electrical Engineering, or related discipline.
• Minimum 7 years of engineering experience, with at least 3 years in a leadership role.
• Proven track record in managing projects and delivering results.
• Strong problem-solving and decision-making skills.
• Excellent communication and interpersonal skills.

Driven by our passion for spreading joy and unleashing limitless creativity in the world of gaming, our goal is to establish a game studio right here in Singapore. Our dedicated focus lies in crafting casual mobile games that deeply immerse players in incredibly enjoyable experiences!

We eagerly welcome humble yet ambitious individuals to join us on this thrilling journey!

Responsibilities

• Collaborate with cross-functional teams to design, develop, and maintain project code for game features.

• Identify potential technical risks and provide technical advice for mitigation.

• Contribute to the development of tools and pipelines to improve project efficiency.

• Work closely with the product team to meet project milestones and deadlines.

• Provide input to improve coding standards, best practices and development processes.

• Participate in code reviews to ensure code quality, performance, and maintainability.

• Create and maintain technical documentation for code, systems, tools, processes.

Requirements

• Bachelor's or Master's degree in Computer Science, Computer Engineering, or a related field.

• 5+ years of professional experience in game development with a focus on Unity3D.

• Strong proficiency in C# programming language.

• Solid understanding of game architecture, design patterns, and software engineering principles.

• Proficiency in using version control systems (e.g., Git) for collaborative development.

• Excellent problem-solving and debugging skills.

• Strong communication and interpersonal skills.

• Passion for gaming and a creative mindset.

Preferred Qualifications

• Previous experience of developing, shipping and operating commercially successful Android and iOS mobile game titles.

• Knowledge of shader programming languages (e.g., HLSL) and experience creating custom shaders.

• Understanding of DevOps practices, continuous integration, and deployment pipelines.

Our client is a distributor of automotive and industrial solutions.

• Manage and configure infrastructure systems and applications, network devices, desktops, mobile devices, and remote devices.
• Ensure automatic system backups, successful execution of recovery and disaster recovery plans, application of patches, and closely monitor system resource usage.
• Collaborate with external vendors to ensure compliance with Service Level Agreements (SLA).
• Research and source products, solutions, and vendors for ongoing projects.

Requirements:

• Diploma in Computer Science/Information Technology or equivalent.
• At least 2 years of relevant working experience.
• Skilled in enterprise networking, with expertise in WAN, LAN, and VPN optimization, implementation, and support.
• Knowledgeable about Alcatel PABX, FortiGate devices, Cisco Systems, and Unifi Wireless AP Controllers.

If you are keen to apply for the position, kindly email your detailed resume in MS Word to [email protected]

Please note that only shortlisted candidates will be notified.

For more job opportunities, please visit our website at www.recruit-expert.com

EA Licence: 19C9701

Registration: R1326740

Job Summary: We are seeking an experienced and detail-oriented Network Security Engineer to join our team. The ideal candidate will have hands-on experience in managing and configuring Cisco wireless infrastructure, switches, and routers, as well as proficiency with Palo Alto and Checkpoint Firewalls.

Key Responsibilities:

• Cisco Wireless Infrastructure Management:

o Configure, deploy, and manage Cisco wireless access points and controllers to ensure reliable wireless network connectivity.

o Troubleshoot and resolve issues related to wireless network performance, coverage, and security.

o Managing the Cisco ISE.

• Cisco Switches and Routers Management:

o Install, configure, and maintain Cisco switches and routers for optimal network performance.

o Perform network troubleshooting, identify bottlenecks, and implement solutions to ensure network reliability.

• Firmware Upgrades:

o Upgrade firmware for wireless devices, routers, and switches as part of regular network maintenance and improvement.

o Ensure minimal disruption during firmware updates and troubleshooting any issues that arise.

• Network Monitoring with SolarWinds:

o Utilize SolarWinds for continuous monitoring of the network infrastructure, including switches, routers, and wireless systems.

o Respond to alerts, troubleshoot network issues, and optimize network performance based on monitoring data.

• Firewall Management (Palo Alto, Checkpoint):

o Configure and maintain Palo Alto and Checkpoint firewalls to ensure network security and integrity

o Monitor firewall performance, implement policy changes, and respond to any security incidents or alerts.

Required Skills and Qualifications:

• Proven experience in managing and configuring Cisco wireless infrastructure, switches, and routers.

• Strong knowledge and hands-on experience with SolarWinds network monitoring tool.

• Proficiency in managing Palo Alto and Checkpoint firewalls.

• Strong troubleshooting skills for network and security-related issues.

• Ability to perform firmware upgrades for network devices and equipment.

• Familiarity with network security practices and protocols.

• CCNP (Cisco Certified Network Associate) certification or equivalent is a plus.

• Experience with network documentation and creating network diagrams.

Preferred Skills:

• Advanced Cisco certifications (CCNP) or equivalent.

• Knowledge of other network security platforms.

• Experience in implementing network automation or orchestration tools.

Systems Deployment Engineer

About the role
As a Systems Deployment Engineer, you will take a commercial product through installation, deployment, and proof of concepts. You will also drive innovative approaches to operating and supporting infrastructure to achieve results.

In this role, you will maintain and control access to the systems, and troubleshoot technical problems with a mix of infrastructure, software, networking, system administration, and documentation challenges. You will ensure a secure, stable and reliable operations center, while advocating for our customer and operator needs. In addition, you will also work with Operations, Program Management Office, and Engineering teams to help design, deploy, and manage enterprise solutions.
Responsibilities
● Deploy and configure air-gapped cloud solutions such as Google Distributed Cloud (GDC).
● Install, configure and manage multiple technologies including but not limited to network switches, firewalls, block storage, object storage, servers, and hardware security modules.
● Deploy and configure Operations Center (OC) IT infrastructure, including local workstations and IT equipment used to manage air-gapped cloud solutions.
● Troubleshoot and collaborate with engineering on issues that may arise with infrastructure or software while deploying an air-gapped cloud solution, collaborate within the organization and with external stakeholders to deliver complex enterprise solutions.
● Improve deployment and management processes for air-gapped cloud solutions by collaborating with external stakeholders such as engineering teams.

Minimum qualifications:
● Bachelor's degree in Computer Science or IT-related fi eld, or equivalent practical experience.
● 5 years of experience with Linux and operating systems technologies, and architecture/infrastructure in compute infrastructure, supporting, developing, maintaining cloud solutions.
● Experience designing, deploying, and managing enterprise solutions.
● Experience with managing hosted services/SaaS including familiarity with one or more of the following programming/scripting languages: Java, C, C++, .NET, Go, Python, shell, Perl, JavaScript
● Experience in managing Kubernetes extensibility through Custom Resources and Custom Controller.
● Understanding of network switching, VLAN, subnetting, IP addressing, routing and network troubleshooting.
● Singapore Government CAT 2A or higher security clearance (Singapore Citizen or Permanent Residence)

Preferred qualifications:
● Knowledge of enterprise-grade operating systems, working in Linux/Unix/WSL, Kubernetes, and network administration.
● Understanding of Virtualization in Kubernetes, Service Mesh, Public Key Infrastructure.
● Familiarity with Cisco switches, network overlay VxLAN and VRF, routing protocols.
● Experience in troubleshooting and supporting large-scale applications such as web services, data storage, databases, high-performance computing with Linux/Unix or Windows operating systems.
● Experience working in data center operations.

When you apply, you voluntarily consent to the disclosure, collection and use of your personal data for employment/recruitment and related purposes in accordance with the Tech Aalto Privacy Policy, a copy of which is published at Tech Aalto’s website (https://www.techaalto.com/privacy/)

Confidentiality is assured, and only shortlisted candidates will be notified for interviews.

Project Engineer (M&E)

Responsibilities:

· Site preparation, coordination, and submission document preparation

· Stakeholder management: customers, consultants, sub-contractors, vendors

· Effective communication with all stakeholders

· Work schedule, manpower, and resource planning

· Interpretation of engineering drawings and basic calculations/design

· Safety management system coordination

· Project progress reporting and follow-up

· Compliance with Singapore standards and Code of Practice

· Ad-hoc tasks assigned by reporting manager

Requirements:

· Recognized Degree in Electrical/Mechanical Engineering or related field

· 1 - 3 years of experience in local Electrical/ACMV industry

· Strong interpersonal and communication skills

· Independent, target-oriented, and able to work in a fast-paced environment

· Effective interaction with project members and stakeholders

· Analytical skills for project investment approval

Interested candidates who wish to apply for the advertised position, please click on “Apply”. We regret that only shortlisted candidates will be notified.

EA License No.: 01C4394 (PERSOLKELLY SINGAPORE Pte Ltd)

By sending us your personal data and curriculum vitae (CV), you are deemed to consent to PERSOLKELLY Singapore Pte Ltd and its affiliates to collect, use and disclose your personal data for the purposes set out in the Privacy Policy available at https://www.persolkelly.com.sg/policies. You acknowledge that you have read, understood, and agree with the Privacy Policy

About the company

Our client is a leading global provider of advanced drilling and production equipment for the energy industry, specializing in subsea, offshore, and land-based applications. The company is known for its high-quality, reliable solutions designed to meet the demanding needs of the oil and gas sector.

About the job

• Develop and implement procedures for inspecting, testing, and assessing the accuracy and precision of products and production equipment.
• Design and evaluate inspection and testing processes, mechanisms, and equipment.
• Perform quality assurance testing and statistical analysis to evaluate control levels and manage product quality risks.
• Carry out root cause analysis for incidents requiring corrective actions.
• Ensure corrective actions and deviations comply with reliability standards, and confirm that all documentation meets the required compliance standards.

Qualifications and Requirements:

• Mandatory API Q1 and Q2 certifications.
• A minimum of 5 years of experience in a similar role.
• A Diploma in Mechanical Engineering or a related field.

Location: Tuas (Company transport provided)

To apply online please use the 'apply' function, and attach your updated resume.

(EA: 94C3609/R1442042)

Responsibilities

• Collaborate closely with engineers to support Dry Etch process development.
• Analyze test data and set parameters for material and process specifications.
• Lead and coordinate reviews with engineering/scientific teams to ensure processing techniques align with design requirements.
• Innovate and implement new or enhanced process formulations, defining equipment needs and assessing production methods for effectiveness.
• Plan and lead projects focused on introducing new concepts, advanced automation technologies, and improved process strategies.
• Partner with cross-functional engineering teams to identify and resolve integration and process issues.

Requirements:

• Bachelor’s degree in Chemical Engineering, Materials Science Engineering, or a related field.
• Minimum of 2 years of hands-on experience in Dry Etch process development.
• Strong communication abilities with good interpersonal interactions.
• Detail-oriented, organized, and a resourceful team contributor.
• Self-driven and capable of working with minimal supervision.
• Project management skills are highly advantageous.
• Comfortable working in a cleanroom environment.

Please submit your updated resume in Word format by using the Apply Now Button.
We regret that only shortlisted candidates will be notified.

Email resume to [email protected]

People Profilers Pte Ltd, 20 Cecil Street, #08-09, PLUS Building, Singapore 049705.
Tel: 6950 9724

http://www.peopleprofilers.com
EA License Number: 02C4944
Registration Number: R1872398

Posting Personnel: Ng Jwee Ken

Ref: QVRX6Y98

You will be working as data engineer with a large global bank, you will be playing key role in building complex data solution

Job Responsibilities:

• Performing data analysis and data mapping

- Develop data pipelines to be used by BI or AI team

- Ensure data integrity and data quality

- carrying out development using python, Scala and Databricks

- Carrying out development of back end solution on structured and unstructured data

Job Requirements:

• Bachelor’s degree in Information Technology, Computer Science, Manage Information Science, or Analytics

• Min. 3 years of experience working as backend developer using python, pysparks

• Good experience working in big data platforms (Hadoop) and data lakes

• Good experience working with both structured and unstructured data.

• Experience working with databricks, enterprise datawarehouse, Spark streaming

• Good experience in performance optimization

• Experience in data management, data modelling, data warehousing, data mart, data visualization, design and implementation

Interested candidates please email your latest resume to [email protected]

JOB RESPONSIBILITIES

• Perform basic drafting

• Prepare design drawings / calculations / schematic diagrams / reports for;

o Mechanical ventilation system

o Fire protection system

• Perform prescriptive / performance-based submissions to Fire Safety Department (FSD)

• Attend meetings with clients, consultants, inspectors and authorities

• Perform basic report writing (optional)

• Perform CFD simulations (optional)

• Perform occupants evacuation simulations (optional)

REQUIREMENTS

• Basic numerical and communication skills (written and verbal)

• Able to work in teams

• Attention to detail and iterations

• Candidate is expected to be autonomous under supervision and guidance

• Basic familiarity with Fire Code 2018, local code of practices and standards

• Familiarity with software (Mandatory)

o CAD

o Microsoft Word

o Microsoft Excel

o Microsoft Powerpoint

• Familiarity with software (Optional as training will be provided)

o Corenet

o Pyrosim

o Fire Dynamic Simulator

o Pathfinder

ACADEMIC QUALIFICATIONS

• Minimum B.Eng. (Mechanical) from a recognised institution.

About iNova

iNova is a different kind of health company. We are leading the way to better health by delivering innovative, patient-centric products that improve the lives of people around the world. Our diverse portfolio of iconic, market-leading consumer health brands and prescription medicines are backed by science and distributed in over 75 markets across Asia, Australia, New Zealand, Middle East & Africa and Europe. Experience the iNova difference today.

The Opportunity

We currently have an opportunity for a Data Engineer - Snowflake to based in Philippines or Singapore, to join our Group Technology Team.

Reporting to the Head of IT Strategy, Architecture & Governance, the Data Engineer will be primarily responsible for designing, developing, and optimizing data warehouse solutions with Snowflake. Secondarily, this role will involve supporting the integration of ETL processes using Microsoft tools (Azure Data Factory, LogicApps etc.) into the Snowflake ecosystem.

Knowledge of data visualization through Power BI would also be desirable to ensure provision of available, reliable, and structured datasets from Snowflake for both reporting and analysis purposes.

This role requires extensive knowledge of data engineering processes, data modelling, data warehousing, and business intelligence best practices. A successful candidate will be able to transform complex business needs into efficient, scalable, and secure data pipelines solutions.

Key Responsibilities

Primary - Data Warehouse Development and Management:

• Design and manage data warehouse solutions in Snowflake, ensuring data integrity, optimization, and security.
• Maintain and improve the performance of the data warehouse to meet the reporting and analytical needs of the business.
• Ensure Snowflake environment is optimized to integrate with upstream data-sources.
• Support Data Governance and Quality within the Snowflake environment.

Secondary - Data Integration / ETL and Visualization Support:

• Collaborate with internal and external integration specialists to identify data requirements and co-design data integration solutions.
• Consume output datasets from various internal and external sources into Snowflake as processed using Microsoft tools such as Azure Data Factory and LogicApps.
• Familiarity with other ETL tools such as Alteryx would also be beneficial.
• Ensure that Power BI reports deliver accurate, real-time data insights through providing appropriate reporting datasets.

Collaboration with Business and IT Teams:

• Work closely with business units including finance, marketing, supply chain, and sales to gather reporting requirements and translate them into technical solutions.
• Liaise with data governance teams to ensure adherence to best practices in data management and security.

Documentation and Compliance:

• Maintain documentation for all data pipelines, transformations, and visualizations, ensuring clarity and consistency for both technical teams and end-users.
• Ensure adherence to corporate policies and industry standards related to data security and compliance.
• Previous experience with CSV and GxP requirements would be a plus.

About You

To be successful in this role, you will possess a Bachelor’s degree in Computer Science, Information Technology, or a related discipline, with a minimum of 5 years hands-on experience in data engineering, with a focus on building and managing data warehouses in Snowflake.

Other key requirements for this role include:

• Snowflake Certification (SnowPro Core and/or other Advanced Certifications) a plus but not mandatory.
• Hand-on experience building data-pipelines in Snowflake with SQL and/or Python.
• Hands-on experience with Data Governance in Snowflake including compliance, security, privacy and access
• Ideally, experience with developing data-centric capabilities using Python in Snowpark and/or applications with StreamLit.
• Experience with ETL tools with a focus on Snowflake Integration, particularly within the Microsoft stack (Azure Data Factory & Logic Apps).
• Experience in building datasets to enable reports and dashboards using Power BI.
• Experience with data integration from cloud platforms and various APIs a plus.
• Effective Communication Skills (Written & Verbal).
• Personal accountability for outcomes and providing high-quality service to business users
• A strong work ethic and a well-organized self-starter.
• Optimistic “can do” personality.
• Be open to change and willing to learn new skills.
• An ability to follow up on pending issues and meet deadlines.

Activate Interactive Pte Ltd (“Activate”) is a leading technology consultancy headquartered in Singapore with a presence in Malaysia and Indonesia. Our clients are empowered with quality, cost-effective, and impactful end-to-end application development, like mobile and web applications, and cloud technology that remove technology roadblocks and increase their business efficiency.

We believe in positively impacting the lives of people around us and the environment we live in through the use of technology. Hence, we are committed to providing a conducive environment for all employees to realise their full potential, who in turn have the opportunity to continuously drive innovation.

We are searching for our next team members to join our growing team.

If you love the idea of being part of a growing company with exciting prospects in mobile and web technologies that create positive impact on people’s lives, then we would love to hear from you.

Technology Solutions Office is looking for Software Engineer

Internal Code: A25025

What will you do?

• Work with project leads, developers and operations on a live commercial project that has more than one million users on its platform.
• Software support and maintenance of deployed products and solutions
• Work closely with project management and experience design team to deliver project outcomes

• Strong hand-on experience in NodeJS Technologies
• Solid hand-on experience with AngularJS, ReactJS
• Knowledge of Object-Oriented Programming and SQL
• Experience with React Native, Microsoft SharePoint is a plus
• Proficient knowledge of languages such as .NET and/or Java will be a plus
• Ability to manage a hosting environment, including database administration as well as scaling applications to handle load changes
• Experienced in developing on Unix/Linux environments
• Effective communication skills & customer-oriented mindset
• Ability to work with a multiple team and stakeholders
• Enjoy constant learning and working with new technologies
• Excellent critical thinking and problem solving skills
• Experience in public sector projects is a plus
• Candidates who had previously managed small teams will be considered for the Senior/Lead positions
• Appointment will commensurate with experience and qualification.
• A Pass in ICT Assessment Certification for Solution Architect or Software Developer by NUS-ISS is strongly preferred.

What do we offer?

• Fun working environment
• Employee Wellness Program

Does it sound like something you are interested in exploring further? Please be in touch with our team for an initial chat at [email protected]

Activate Interactive Singapore is an equal opportunity employer. Employment decisions will be based on merit, qualifications and abilities. Activate Interactive Pte Ltd does not discriminate in employment opportunities or practices on the basis of race, colour, religion, gender, sexuality, national origin, age, disability, marital status or any other characteristics protected by law.

Protecting your privacy and the security of your data are longstanding top priorities for Activate Interactive Pte Ltd.

Your personal data will be processed for the purposes of managing Activate Interactive Pte Ltd’s recruitment related activities, which include setting up and conducting interviews and tests for applicants, evaluating and assessing the results, and as is otherwise needed in the recruitment and hiring processes.

Please consult our Privacy Notice (https://www.activate.sg/privacy-policy) to know more about how we collect, use, and transfer the personal data of our candidates. Here you can find how you can request for access, correction and/or withdrawal of your Personal Data.

Cybersecurity Engineer (Medical Equipment)

Job Overview: As part of the cybersecurity team, the role focuses on managing and mitigating cybersecurity risks associated with medical equipment and servers. This includes monitoring system health, applying patches, and enhancing safety protocols. The position will collaborate with the IT team to establish escalation procedures for cyber incidents, develop contingency plans, and implement recovery measures. The emphasis will be on policy enforcement and control mechanisms to ensure compliance and reduce cybersecurity risks.

Key Responsibilities:

Specific Responsibilities:

• Evaluate and address cybersecurity risks related to non-compliance with policy requirements during the acquisition of medical equipment, including both new devices and those on loan from vendors.
• Report any instances of non-compliance with policy to seek Ministry of Health (MOH) endorsement.
• Prepare cybersecurity risk assessment reports and conduct periodic reviews of risks whenever there are changes in the configuration or requirements for medical equipment.
• Update and maintain the Risk Registration for medical equipment and ensure all IT-related risks are mitigated with appropriate control measures.
• Ensure medical equipment software is up to date at delivery and plan for regular patches and updates throughout its lifecycle.
• Monitor and track the compliance status of medical devices with the MDOTS policy during their operational lifecycle.
• Participate in IT projects related to the deployment and management of medical equipment.
• Collaborate with the IT team and vendors to plan server installations and software configurations for medical equipment.
• Continuously monitor the health status and vulnerability of medical equipment and associated servers.
• Work with end users to manage cybersecurity incidents involving medical equipment, ensuring that mitigation controls are applied before the equipment is returned to service.

General Responsibilities:

• Collaborate with the IT team to support new equipment onboarding activities and related projects.
• Provide ongoing BME/IT support to ensure medical equipment complies with MDOTS policy guidelines and control measures at all stages of its lifecycle.
• Perform additional tasks and duties as directed by the Head of BME.

Job Requirements:

Education/Training/Experience:

• A degree in Computer Science, Information Technology, or a related cybersecurity field with at least 3 years of experience in healthcare or cybersecurity assessments for the Engineer position.
• A degree in Computer Science, Information Technology, or a related cybersecurity field with at least 5 years of experience in healthcare or cybersecurity assessments for the Senior Engineer position.
• Experience with various security tools and products (e.g., Fortify, AppScan, Nessus).

Professional Certifications:

• Preferably, candidates should hold certifications such as OSCP, CREST, CEH, CISSP, AWS, CISA, CISM, or any cloud security specialty.

Interested candidates who wish to apply for the advertised position, please click on “Apply”. We regret that only shortlisted candidates will be notified.

EA License No.: 01C4394 (PERSOLKELLY Singapore PTE LTD)

By sending us your personal data and curriculum vitae (CV), you are deemed to consent to PERSOLKELLY Singapore Pte Ltd and its affiliates to collect, use and disclose your personal data for the purposes set out in the Privacy Policy available at https://www.persolkelly.com.sg/policies. You acknowledge that you have read, understood, and agree with the Privacy Policy.

TikTok will be prioritizing applicants who have a current right to work in Singapore, and do not require TikTok's sponsorship of a visa.

TikTok is the leading destination for short-form mobile video. At TikTok, our mission is to inspire creativity and bring joy. TikTok's global headquarters are in Los Angeles and Singapore, and its offices include New York, London, Dublin, Paris, Berlin, Dubai, Jakarta, Seoul, and Tokyo.

Why Join Us

Creation is the core of TikTok's purpose. Our platform is built to help imaginations thrive. This is doubly true of the teams that make TikTok possible.

Together, we inspire creativity and bring joy - a mission we all believe in and aim towards achieving every day.

To us, every challenge, no matter how difficult, is an opportunity; to learn, to innovate, and to grow as one team. Status quo? Never. Courage? Always.

At TikTok, we create together and grow together. That's how we drive impact - for ourselves, our company, and the communities we serve.

Join us.

About the team

Our team is responsible for developing state-of-the-art NLP/ML algorithms and strategies to improve user consumption experience, inspire merchants' service quality and revenue, and build a fair and flourishing ecosystem on our E-commerce Platform. More specifically, our team is responsible for the algorithms of Intelligent Customer Service and machine translation under TikTok's global e-commerce business.

We are looking for talented individuals to join us in 2025. As a graduate, you will get unparalleled opportunities for you to kickstart your career, pursue bold ideas and explore limitless growth opportunities. Co-create a future driven by your inspiration with TikTok.

Candidates can apply to a maximum of two positions and will be considered for jobs in the order you apply. The application limit is applicable to TikTok and its affiliates' jobs globally. Applications will be reviewed on a rolling basis - we encourage you to apply early.

What you will do:

- Participate in the development of AI customer service within the TikTok e-commerce ecosystem to help our sellers better serve our customers.

- Responsible for the language quality of the TikTok shopping platform, including improving machine translation quality of product information, IM of buyers and sellers, and supporting scenario of cross-lingual searching.

- Collaborate with product managers, data scientists, and the product strategy & operation team to define product strategies and features.

Responsibilities:

1. Build an intelligent dialogue system, including mining questions and answers.

2. Language understanding, including intention recognition, emotion recognition, FAQ, etc.

3. Develop multilingual text generation such as products' copy, dialogue summary, email reply, etc.

4. Construct knowledge graphs of buyers and products.

Qualifications

Minimum Qualifications:

• Bachelor's degree in Computer Science or related technical field

• Working experience in one of the following fields: machine learning, NLP, and computer vision

• Experience with software development in at least one of the following programming languages: C++, Python, Go, Java

• Good sense of teamwork and communication skills, practical experience in relevant business scenarios is preferred.

Preferred Qualifications:

- Proficient in using at least one mainstream deep learning framework such as TensorFlow/PyTorch, understanding distributed training, distillation acceleration, and other implementation methods.

- Experience in text classification, text matching, sequence labeling, knowledge graph.

- Aware of certain processing methods and optimization experience on domain adaptation, small sample construction, text mining, unsupervised/semi-supervised, and other similar issues.

- Familiar with commonly used machine learning and deep learning algorithms, understand basic network model structure (DNN/LSTM/CNN, etc.) and text representation methods (LDA/Word2Vec/ELMo/GPT/BERT, etc.), have practical experience in deep learning training and reasoning model tuning.

- Experience in large-scale text data processing or cleaning (Such as using Hadoop/Spark/Hive/Flink).

TikTok is committed to creating an inclusive space where employees are valued for their skills, experiences, and unique perspectives. Our platform connects people from across the globe and so does our workplace. At TikTok, our mission is to inspire creativity and bring joy. To achieve that goal, we are committed to celebrating our diverse voices and to creating an environment that reflects the many communities we reach. We are passionate about this and hope you are too.

By submitting an application for this role, you accept and agree to our global applicant privacy policy, which may be accessed here: https://careers.tiktok.com/legal/privacy.

If you have any questions, please reach out to us at [email protected].

Key Responsibilities:

• Develop both backend and frontend software using Python, SQL, REST, JavaScript, and TypeScript with the Node.js and React framework.
• Write clean, efficient, and maintainable code, adhering to software engineering best practices.
• Utilize DevSecOps tools for code deployment and version control.
• Deploy solutions in cloud environments with CI/CD integration.
• Deliver enterprise AI projects, products, and platforms, focusing on scalability and reusability.
• Conduct technical pilots and feasibility studies to explore new opportunities, transitioning successful pilots into scalable production implementations.
• Develop integrations with other applications and services.
• Create unit tests for both positive and negative test cases.
• Provide support for application releases and second-level troubleshooting.
• Stay updated with the latest advancements in software engineering and technology.
• Participate in Agile ceremonies to contribute to prioritized projects and features.
• Collaborate closely with cross-functional teams, including product managers, data scientists, and software engineers, to understand requirements and deliver AI-driven solutions.

Requirements:

• 2+ years of hands-on experience in software design and coding, building robust and scalable solutions using Python, SQL, REST, JavaScript, and TypeScript (Node.js + React framework).
• Experience developing data-intensive applications using modern technology stacks, including cloud services (AWS, Azure), data pipelines, and SQL/NoSQL databases (experience with graph databases is a plus).
• Expertise in designing, architecting, and maintaining applications.
• Proficiency in building and consuming web-based APIs.
• Familiarity with CI/CD environments, test-driven development, and version control systems.
• Strong collaboration and communication skills for cross-functional team engagement.
• Experience in unit testing and a variety of testing strategies, including performance testing.
• Good understanding of system integration patterns.

Preferred:

• Experience working within Agile methodologies.
• Knowledge in areas related to artificial intelligence, machine learning, and data science.
• Familiarity with Generative AI solutions and applications.
• Experience working with AWS Cloud.
• Proficiency in building, deploying, and managing Docker images.

Education:

• Candidates are evaluated on a case-by-case basis, with preferred qualifications in quantitative, scientific, or technology disciplines such as Mathematics, Statistics, Computer Science, Data Science, Analytics, Physics.

Interested candidates who wish to apply for the advertised position, please clock on “Apply”. We regret that only shortlisted candidates will be notified.

EA License No.: 01C4394 (PERSOLKELLY Singapore PTE LTD)

By sending us your personal data and curriculum vitae (CV), you are deemed to consent to PERSOLKELLY Singapore Pte Ltd and its affiliates to collect, use and disclose your personal data for the purposes set out in the Privacy Policy available at https://www.persolkelly.com.sg/policies. You acknowledge that you have read, understood, and agree with the Privacy Policy.

Marine Service Engineer

Responsibilities:

• Diagnose and repair marine engines, steering systems, and other components
• Perform routine maintenance and ensure shipboard systems are working correctly
• Provide detailed reports to customers and maintain accurate records
• Adhere to safety protocols and environmental regulations
• Collaborate with team members and assist in training junior technicians

Job Requirements:

• Diploma or equivalent; technical certification or associate degree in marine mechanics or related field preferred.
• Minimum of 2 years of experience in marine service and repair.
• Strong mechanical aptitude and problem-solving skills.
• Proficiency with diagnostic tools and marine service equipment.
• Knowledge of marine engines, aux engines and cargo pumps.
• Ability to read and interpret technical manuals and schematics.
• Physical ability to lift heavy objects and work in various weather conditions

Interested candidates who wish to apply for the advertised position, please click on “Apply”. We regret that only shortlisted candidates will be notified.

EA License No.: 01C4394 (PERSOLKELLY SINGAPORE Pte Ltd)

By sending us your personal data and curriculum vitae (CV), you are deemed to consent to PERSOLKELLY Singapore Pte Ltd and its affiliates to collect, use and disclose your personal data for the purposes set out in the Privacy Policy available at https://www.persolkelly.com.sg/policies. You acknowledge that you have read, understood, and agree with the Privacy Policy

Proposal Engineer (M&E)

Job Description:

We are seeking an experienced Proposal Engineer to join our team. As a Proposal Engineer, you will play a crucial role in preparing, developing, and delivering comprehensive proposals for potential clients. You will work closely with cross-functional teams to gather technical information, analyze client needs, and create persuasive proposals that align with our business goals.

Responsibilities:

- Cost Estimation: Prepare detailed cost estimates for MEP projects, analyze project specifications and drawings, and determine scope of work and associated costs.

- Quantity Take-off: Perform quantity take-offs for materials and labor required for MEP installations and collaborate with project teams to ensure accurate assessments.

- Budgeting and Cost-control: Develop and manage project budgets, monitor cost variations, and provide recommendations for cost-saving measures.

- Tendering and Procurement: Assist in preparing tender documents, participate in procurement process, and evaluate subcontractor and supplier bids.

- Contract Administration: Administer and manage contracts related to MEP works, monitor contractual compliance, and resolve disputes.

- Value Engineering: Identify opportunities for value engineering, optimize project costs, and implement recommendations.

- Risk Management: Identify and assess potential risks, develop strategies to mitigate risks, and ensure project success.

- Cost Reporting: Generate regular cost reports, provide analysis and recommendations, and collaborate with project stakeholders.

Requirements:

- Degree / Diploma in Quantity Surveying / Engineering or equivalent from a recognized University.

- 3 to 4 years of related working experience in industrial, commercial, or data-center projects.

- Good working knowledge in Mechanical and Electrical.

- Organizational skill with attention to detail, adaptable and flexible.

- Ability to work well in a team, work independently, and demonstrate initiative and commitment.

Interested candidates who wish to apply for the advertised position, please click on “Apply”. We regret that only shortlisted candidates will be notified.

EA License No.: 01C4394 (PERSOLKELLY SINGAPORE Pte Ltd)

By sending us your personal data and curriculum vitae (CV), you are deemed to consent to PERSOLKELLY Singapore Pte Ltd and its affiliates to collect, use and disclose your personal data for the purposes set out in the Privacy Policy available at https://www.persolkelly.com.sg/policies. You acknowledge that you have read, understood, and agree with the Privacy Policy

Field Service Engineer

Responsibilities:

• Responsible for the installation, commissioning, repairing and maintenance job of Company’s products and components at customers’ sites.
• Maintain work quality by providing efficient service and technical support to customers.
• Liaise with customers and internal team relating to technical and service issues.
• Ensure proper documentation and maintenance of service reports and other records.
• Support sales to get service orders.
• Provide product training to customers.
• Ensure that health and safety standards are followed.
• Any other ad-hoc duties as assigned by Service Manager.

Requirements:

• Minimum diploma or above in Electrical/Electronics/Mechanical/Mechatronics Engineering.
• Relevant working experience with electrical/mechanical repair will be an advantage.
• Effective communication skill, analytical and judgemental skills required.
• Self-starter and ability to manage, develop and execute plans and objectives in a timely and effective manner.
• High level of integrity, discipline and self-motivated.
• Able to work independently and in teams.

Interested candidates who wish to apply for the advertised position, please click on “Apply”. We regret that only shortlisted candidates will be notified.

EA License No.: 01C4394 (PERSOLKELLY SINGAPORE Pte Ltd)

By sending us your personal data and curriculum vitae (CV), you are deemed to consent to PERSOLKELLY Singapore Pte Ltd and its affiliates to collect, use and disclose your personal data for the purposes set out in the Privacy Policy available at https://www.persolkelly.com.sg/policies. You acknowledge that you have read, understood, and agree with the Privacy Policy

Senior Design Electrical Engineer

Job Responsibilities:

• Lead technical assignments for electrical hardware product design and development.
• Design, fabricate, modify, and evaluate electromechanical devices, components, or systems.
• Develop initial concepts and participate in detailed product design.
• Create original hardware, circuits, components, software, processes, and models.
• Participate in design reviews, providing DFM and DFA inputs.
• Prepare and release engineering drawings/schematics and communicate with vendors.
• ECO release of engineering documentation.
• Design AC/DC power distribution systems, PCBA, and components.
• Develop, test, and document designs.
• Estimate product/project requirements (power consumption, weight, size, schedule).
• Coordinate with manufacturing during pilot/production runs.
• Interface with customers to understand technical requirements.
• Troubleshoot electrical issues, including on-site support.
• Collaborate with cross-functional teams (Purchasing, Marketing, Service, QA).
• Assist engineering management in developing schedules and specifications.

Requirements:

• Bachelor's Degree + 6 years' experience / Master's Degree + 3 years' experience in Electrical/Electronics/Mechatronics Engineering
• Working knowledge of electrical systems (motion, temperature measurement, PID loops, safety interlock circuits)
• Experience with dynamic electromechanical system design
• Proficient in Orcad, Autocad, PCAD, Solidworks, or similar 3D CAD software
• Design knowledge of NFPA, Semi Safety Requirements, and Machine safety

Interested candidates who wish to apply for the advertised position, please click on “Apply”.

We regret that only shortlisted candidates will be notified.

EA License No.: 01C4394 (PERSOLKELLY SINGAPORE Pte Ltd)

By sending us your personal data and curriculum vitae (CV), you are deemed to consent to PERSOLKELLY Singapore Pte Ltd and its affiliates to collect, use and disclose your personal data for the purposes set out in the Privacy Policy available at https://www.persolkelly.com.sg/policies. You acknowledge that you have read, understood, and agree with the Privacy Policy

• Perform pre- and post-sales technical support to customers.
• Provide support to the sales staff in technical presentations.
• Evaluate and establish a vision system performance specification.

Requirements:

• Diploma in any Engineering field
• At least 2 years of experience in field servicing and semiconductor industry.
• Able to troubleshoot electronics hardware system, PC hardware, OS and networking.
• Good understanding in Die Sorter or Wafer Sorter

If you are keen to apply for the position, kindly email your detailed resume in MS Word to [email protected]

Please note that only shortlisted candidates will be notified.

For more job opportunities, please visit our website at www.recruit-expert.com

EA Licence: 19C9701

Registration: R21100996

Responsibilities:

• Design, deploy, and maintain machine learning models and algorithms from scratch.
• Implement AI solutions that integrate with existing business systems to enhance functionality and user interaction.
• Manage the data flow and infrastructure for effective AI deployment.
• Collaborate across teams to align AI initiatives with organizational goals.
• Monitor and optimize resources for performance, cost, and security.
• Manage the data flow and infrastructure required for effective AI deployment.
• Troubleshoot and resolve issues promptly.
• Develop and maintain documentation for AI solutions and processes.
• Developing, deploying and debugging IaC code for AI solutions.
• Ensure that AI solutions comply with company security policies and best practices in security.
• Stay updated with the latest AI technologies and best practices.

Requirements:

• Bachelor’s degree in Computer Science, Information Technology, or a related field.
• 3-5 years of relevant experience.
• Strong knowledge of AI frameworks.
• Experience in the Financial Services/Payments industry.
• Knowledge of DevOps practices and tools.
• Experience with infrastructure as code (IaC) tools.
• Excellent problem-solving skills and attention to detail.
• Strong communication and collaboration skills.
• Relevant certifications in AI technologies can be beneficial.
• Proficiency in Python, Java, and R
• Strong knowledge of AI frameworks such as TensorFlow or PyTorch