Total 388 construction engineer job vacancies in D26 Springleaf, Upper Thomson

Position  

Join our Regulatory Reporting Quality Assurance team as a Quality Assurance Engineer where you'll play a pivotal role in ensuring the reliability and performance of our global banking operations.  

In this position, you will:  

• Lead test automation initiatives using our Selenium-based framework, directly impacting release quality and speed; 

• Collaborate with development and operations teams across Singapore and Paris HQ to maintain our high standards; 

• Contribute to our department-wide test automation chapter, sharing expertise and driving best practices; 

• Perform critical non-regression testing for application releases supporting the bank's worldwide operations;

  Main Responsibilities  

  • Perform non-regression testing on upcoming application releases to ensure quality and stability; 

  • Develop and maintain automated test scripts using Selenium-based testing framework; 

  • Collaborate with development and operations teams for efficient troubleshooting and issue resolution; 

  • Analyze test results, identify defects, and track issues through resolution; 

  • Contribute to the test automation chapter, sharing knowledge and best practices across the department; 

  • Reduce non-regression test lead times and increase test coverage through automation initiatives; 

  • Monitor and execute scheduled test jobs (daily, weekly, monthly); 

  • Maintain and improve existing testing workflows, processes, and frameworks; 

  • Prepare test reports and documentation for stakeholders;  

  May work in rotational shifts to support collaboration with Paris HQ and global operation;   
  

  Qualifications and Profile  

  The successful candidate should have:  

  • Master's or bachelor's degree in computer science/ information technology/ Programming & Systems Analysis/ Science (Computer Studies) faculties; 

  • Minimum 3-5 years of experience as a Test Engineer, preferably in a banking or financial services environment; 

  Technical  

  • Good hands-on experience in following technologies:  

  • Test automation: Selenium, Java; 

  • Programming/Scripting: Python, Java; 

  • Version control systems: Git; 

  • CI/CD tools: Jenkins or similar;  

  • Database: SQL scripting (SQL Server or Oracle preferred);  

  • API Testing: REST API experience;  

  Nice to Have  

  • Experience with Docker, Kafka, MQSeries; 

  • Familiarity with task schedulers such as Control-M; 

  • Knowledge of observability tools (Grafana, Kibana, Prometheus); 

  • Experience with Agile and ITIL practices; 

  • Understanding of Lean management principles; 

  • Additional certifications in software testing (ISTQB) or related areas;
    

    Should you be interested in this career opportunity, please send in your updated resume to apply@sciente.com at the earliest. 

    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 SCIENTE Group Privacy Policy, a copy of which is published at SCIENTE’s website(https://www.sciente.com/privacy-policy). 

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

    EA Licence No. 07C5639 

[Job ID: 1632649]

Responsibilities:

• Assist in troubleshooting and repairing production systems and equipment under supervision.
• Support project documentation by preparing presentations, charts, graphics, and drawings.
• Source and requisition components and supplies; liaise with vendors on pricing and product information.
• Coordinate with external contractors on scheduled and ad-hoc maintenance activities.
• Maintain proper documentation, inventory of equipment, tools, and spare parts.
• Perform emergency and scheduled maintenance of production equipment during operations and shutdowns.
• Identify and analyze safety risks and hazards to ensure compliance with regulations and standards.
• Support the implementation and maintenance of the company’s ISO certification program.

Requirements:

• Minimum Diploma in Mechanical/Electrical Engineering or related fields.
• Minimum 2 years of experience in a plant operations environment.
• Prior experience in a supervisory or leadership capacity is an added advantage.
• Good knowledge of wiring diagrams and PLC systems.
• Proficient in Microsoft Word and Excel.
• Willing to work on weekends when required.

We regret that only shortlisted candidates will be notified. However, rest assured that all applications will be updated to our resume bank for future opportunities.

Please kindly refer to the Privacy Policy of Good Job Creations for your reference: https://goodjobcreations.com.sg/en/privacy-policy/

EA Personnel Name: Felicia Chiam Kar Min
EA Personnel Reg. No.: R25152370
EA Licence No.: 07C5771 

Senior .NET Production Support Engineer (Cloud & SRE Focus)

Job Summary

We are seeking a highly skilled and experienced Senior .NET Production Support Engineer to manage and enhance mission-critical, cloud-native applications. This role requires expertise in Site Reliability Engineering (SRE), observability, and modern DevOps practices, ensuring high availability, scalability, and performance of distributed systems.

You will lead incident management, advanced troubleshooting, root cause analysis (RCA), and automation initiatives, while collaborating with cross-functional teams to drive resilience, reliability, and continuous improvement.

________________________________________

Key Responsibilities

• Provide L2/L3 production support for.NET (Core/6/7/8+) and ReactJS-based microservices applications

• Implement and maintain SRE practices (SLIs, SLOs, error budgets) for system reliability

• Perform advanced troubleshooting in distributed, microservices-based architectures

• Monitor system health using observability stacks (logs, metrics, traces)

• Drive root cause analysis (RCA) with a focus on preventive and automated solutions

• Collaborate with DevOps and development teams in CI/CD pipelines and release automation

• Support containerized deployments (Docker, Kubernetes) and cloud environments

• Automate repetitive operational tasks using scripting (PowerShell, Python)

• Participate in on-call rotations and incident response (Major Incident Management)

• Integrate AI-driven monitoring and anomaly detection tools for proactive issue detection

• Ensure compliance with ITIL, security, and DevSecOps standards

• Maintain detailed runbooks, knowledgebase, and operational dashboards

Required Skills & Qualifications

• Bachelor’s degree in Computer Science, Engineering, or related field

• 5+ years of experience in .NET application support, SRE, or backend development

Core Technical Skills

Strong expertise in:

• C#, ASP.NET, .NET Core / .NET 6+(preferred latest versions)

• RESTful APIs, Web API, Microservices architecture

• SQL Server, MySQL (plus performance tuning & query optimization)

• Experience in:

• Multithreading, async programming, memory management

• Debugging production issues (dump analysis, profiling, thread analysis)

• Performance optimization &scalability engineering

• High-Niche & In-Demand Skills (Added)

Cloud &Cloud-Native

• Azure (App Services, AKS, Functions, Application Insights) / AWS (EKS, Lambda, CloudWatch)

• Cloud-native design patterns &distributed systems

 Containers & Orchestration

• Docker, Kubernetes (AKS/EKS), Helm charts

• Experience managing production workloads in containerized environments

Observability &Monitoring

• Advanced tools: Prometheus, Grafana, ELK Stack, Open Telemetry

• Expertise in distributed tracing (Jaeger, Zipkin)

DevOps & CI/CD

• Azure DevOps / GitHub Actions / Jenkins pipelines

• Infrastructure as Code (Terraform, ARM templates)

DevSecOps

• Secure coding practices, vulnerability scanning

• Tools like Snyk, SonarQube, OWASP compliance

• AI & Automation (Advanced Niche Edge)

• AI-driven monitoring (AIOps tools)

• Basic knowledge of ML models for anomaly detection

• Experience integrating GenAI / ChatOps for support automation

Tools &Technologies

• Incident Management: ServiceNow, JIRA

•  Monitoring: Splunk, AppDynamics, Dynatrace

•  Version Control: Git (GitHub / GitLab /Bitbucket)

Preferred Skills

•  Certifications:

•  Azure / AWS Certified Solutions Architect or DevOps Engineer

•  ITIL Foundation / Advanced ITIL[i]

Exposure to:

•  Python automation & scripting

•  AI/ML certifications or hands-on experience

•  Financial services / high-availability environments (bonus)

Job Title: Desktop Engineer (Windows/ SCCM / Intune)
Monthly Salary: $7,500 – $9,800 SGD
Location: Singapore
Employment Type: Full-time, Permanent

Roles & Responsibilities

• Design, build, and maintain Windows Standard Operating Environment (SOE) images using Microsoft Endpoint Configuration Manager (MECM/SCCM) and Intune
• Create and manage application packaging for deployment across the enterprise
• Develop and maintain task sequences for OSD (Operating System Deployment)
• Manage Windows patching rings and update compliance using Update rings for Windows 10/11
• Create and enforce configuration baselines and compliance policies
• Troubleshoot and resolve deployment failures and application compatibility issues
• Maintain driver libraries and firmware update processes for all endpoint models
• Collaborate with security team to ensure endpoint hardening and compliance
• Generate reports on endpoint health, compliance, and deployment status
• Document SOE standards, build processes, and troubleshooting guides
• Evaluate new Microsoft Endpoint Manager features and recommend adoption
• Support Windows 11 migration projects and modern provisioning (Autopilot)
  

Job Requirements

• Bachelor's Degree in Computer Science, Information Technology, or related field
• Minimum 5 years of experience in desktop engineering and endpoint management
• Expert knowledge of SCCM (architecture, distribution points, boundary groups, reporting)
• Strong experience with Microsoft Intune and co-management scenarios
• Proficiency in PowerShell scripting for automation
• Experience with Windows Autopilot and modern provisioning methods
• Microsoft 365 Certified: Endpoint Administrator Associate required
• Strong understanding of networking concepts (DHCP, DNS, HTTP/HTTPS) for imaging
• Experience with third-party patch management tools (Patch My PC, Scappman) is a plus
• Singaporeans and PRs are encouraged to apply.

Job Description

• Carry out full time supervision for construction of structural works in accordance to BCA approved structural drawings in compliance to Building and Control Act and regulations
• Check that requirements of specifications in regards to materials and workmanship are complied with the project specifications by the Builders. Ensure high quality control for all civil and structural as well as architectural works to be carried . This includes sample tests for materials and workmanship etc
• Watch for faulty workmanship and material incorporated in the works and to issue instructions for rectifications
• Check line and level and layout of structure during erection and that intentions of contract drawings are adhered to
• Check structural slab beam and column sizes and reinforcements placed and that intent of design details are followed
• Ensure compliance with HDB guidelines, local building codes, and statutory regulations.
• Review shop drawings, technical submittals, and material samples for design compliance.
• Maintain accurate project documentation (e.g., site reports, progress photographs, site instructions).
• Conduct regular site inspections to ensure construction quality.
• Enforce safety standards and ensure worker safety on-site.
• Collaborate with Project Manager, architects, engineers, and HDB authorities.
• Track and report construction progress against the approved schedule.

What you will need/Requirements:

• Registered with IES-ACES Joint accreditation Committee ( JAC ) as Resident Technical Officer with a minimum diploma in Civil Engineering or equivalent qualification
• At least 3 years or more relevant experience
• Minimum Diploma/Degree in Civil Engineering or equivalent from Singapore Polytechnic or other tertiary institutions of equivalent standing/ be accredited by JAC of IES / ACES as QSS.
• Minimum 3 Years of experience in nature to Works in Civil Contracts to ERSS and Demolition
• Require RE/RTO cert

Vacancy:

RE (Civil) x 2 vacancy available

RTO (civil) x 4 vacancy available

Job Title: Deskside / VIP SupportEngineer (L2)
Monthly Salary: $6,500 – $8,500 SGD
Location: Singapore
Employment Type: Full-time, Permanent

Roles & Responsibilities

• Provide on-site, walk-up, and white-glove IT support for C-level executives, traders, and other VIP stakeholders
• Troubleshoot and resolve hardware issues on desktops, laptops (Dell, HP, Apple), and peripherals (printers, docking stations, monitors)
• Provide software support for Microsoft 365 applications, corporate applications, and proprietary trading platforms
• Perform hands-on hardware fixes, including component replacement (RAM, SSD, keyboards, screens)
• Set up and configure workstations for new joiners and executive moves
• Maintain inventory of IT assets and manage loaner device pool for VIPs
• Escalate complex issues to L3 support with detailed documentation
• Support town halls and executive meetings with AV setup assistance
• Respond to VIP requests within defined SLAs with a high degree of professionalism
• Document solutions and update knowledge base for future reference

Job Requirements

• Diploma or Degree in Information Technology, Computer Science, or related field
• Minimum 4 years of experience in deskside or VIP support roles in a corporate environment
• Strong knowledge of Windows 10/11, macOS, Microsoft 365, and Active Directory
• Excellent verbal and written communication skills; ability to interact professionally with senior stakeholders
• CompTIA A+ or Microsoft Certified: Modern Desktop Administrator Associate preferred
• ITIL v4 Foundation certification is an advantage
• Ability to work under pressure in a fast-paced trading floor environment
• Customer-centric mindset with strong problem-solving skills
• Singaporeans and PRs are encouraged to apply.

• Coordinate with client on design, construction and submission matters
• Prepare Geotechnical engineering designs/ analysis such as deep excavation, slope stability, tunneling, shallow and deep foundation, pipe jacking, ground improvement etc.
• Prepare Civil and Structural engineering designs such as box culvert, ECM, construction and traffic deck steel strutting
• Propose monitoring plan and monitor the performance of project
• Recognized degree in Civil / Structureal / Geotechnical Engineering.
• Fresh graduate is also welcomed to apply.
• Strong in structural and geotechnical principals and good knowledge of Design Codes.
• Conversant in numerical modelling and knowledgeable in Plaxis/Slope-W and/or ETABS, SAFE, STAAD Pro, TEDDS an advantage
• Familiar with all local authorities’ regulations and submissions
• Good Interpersonal & Communication Skills.

Interested candidates please email us your resume stating:

• Last drawn salary with breakdown if any
• Expected salary
• Notice Period / Availability

[Job ID: 1600984]

Responsibilities

• Handle customer enquiries and technical issues via phone, email, chat, or ticketing system with timely and professional support
• Troubleshoot and resolve issues across software, hardware, network, and application layers using structured root cause analysis
• Maintain and update technical documentation, troubleshooting guides, and FAQs to support knowledge sharing and efficiency
• Collaborate with development, QA, and product teams to escalate and resolve complex technical issues
• Assist in testing new features, enhancements, and fixes; provide feedback to improve product quality
• Support customer onboarding, including product setup, configuration guidance, and best practices
• Stay updated on product knowledge, tools, and industry trends through continuous learning
• Ensure all support cases meet defined SLA response and resolution timelines
• Perform any ad-hoc duties as assigned

Requirements

• Strong understanding of IT systems, networks, and applications
• Knowledge of TCP/IP, OSI model, DNS, routing, switching, and common network protocols
• Good verbal and written communication skills with ability to explain technical concepts clearly
• Strong analytical and troubleshooting skills with root cause analysis capability
• Customer-focused mindset with patience and professionalism
• Ability to work effectively in cross-functional teams and escalate issues appropriately
• Strong documentation skills for creating clear technical guides and knowledge base articles
• Fast learner with ability to adapt to new technologies and tools
• Commitment to meeting SLA targets for response and resolution times

We regret that only shortlisted candidates will be notified. However, rest assured that all applications will be updated to our resume bank for future opportunities.

Please kindly refer to the Privacy Policy of Good Job Creations for your reference: https://goodjobcreations.com.sg/en/privacy-policy/

EA Personnel Name: Ong Kang Quan Ryan
EA Personnel Registration Number: R23116952
EA License No.: 07C5771

[Job ID: 1600983]

Responsibilities

• Deliver professional services, including deployment, implementation, and upgrades of cybersecurity products distributed by Netpoleon. This may occasionally involve customer coordination and project timeline management.
• Provide practical and effective technical solutions or alternatives based on customer requirements.
• Conduct product training for customers, partners, and internal teams.
• Perform installation, configuration, and basic troubleshooting independently using product documentation.
• Continuously upskill and obtain relevant technical certifications for assigned technologies.
• Develop into a subject matter expert over time and support knowledge transfer to internal teams for enhanced customer support.
• Provide technical support to sales and support teams, including product clarification, solution design input, tender compliance, and ad-hoc technical assistance.
• Perform any other duties as assigned.

Requirements

• 2 years of experience in IT, Information Security, or Cybersecurity preferred
• Strong knowledge of cybersecurity and IT infrastructure, including:
  Firewalls, VPN, DLP, IDS/IPS, Web Proxy, DNS, Email Security, SIEM, log management, virtualization, containers, cloud platforms (AWS, Azure, Google Cloud), DevOps/DevSecOps, IAM, PAM, endpoint security, CyberArk Conjur.
• Solid troubleshooting skills in networking and systems, including:
  TCP/IP, routing, NAT, VLAN, multicast, OSPF, BGP, Active Directory, LDAP, RADIUS, SNMP, Syslog, SMTP, TLS, SSH.
• Strong interest in cybersecurity trends and attack techniques.
• Relevant certifications are an advantage:
  Cisco CCNA/CCNP, Check Point CCSE/CCSM, CyberArk CDE, CISSP, CREST, OSCP, and other security-related certifications.

We regret that only shortlisted candidates will be notified. However, rest assured that all applications will be updated to our resume bank for future opportunities.

Please kindly refer to the Privacy Policy of Good Job Creations for your reference: https://goodjobcreations.com.sg/en/privacy-policy/

EA Personnel Name: Ong Kang Quan Ryan
EA Personnel Registration Number: R23116952
EA License No.: 07C5771

Job Description

We are seeking an experienced Lead Data Integration & ETL Engineer to design, develop, and support enterprise-scale data integration solutions for banking and financial services clients.

The successful candidate will lead technical delivery teams, provide architectural guidance, and ensure the successful implementation of ETL and data warehousing solutions using modern data technologies.

Key Responsibilities

• Lead the design and development of ETL/Data Integration solutions.
• Manage end-to-end data migration and integration projects.
• Work closely with business stakeholders, architects, and project managers.
• Develop and optimize ETL processes using Talend and other data integration tools.
• Ensure data quality, governance, and compliance standards are met.
• Provide technical leadership and mentoring to junior team members.
• Support production deployments and resolve technical issues.
• Participate in solution design, code reviews, and best practice implementation.

Requirements

• Bachelor's Degree in Computer Science, Information Technology, Engineering, or related discipline.
• Minimum 12 years of experience in Data Integration, ETL, and Data Warehousing.
• Strong hands-on experience with Talend ETL.
• Experience with SQL, Oracle, Hadoop, Spark, Hive, or related Big Data technologies.
• Experience in Banking or Financial Services domain is preferred.
• Strong analytical, problem-solving, and communication skills.
• Experience leading technical teams and managing project deliverables.

Senior End-User Support Engineer (L3)

Job Title: Senior End-User SupportEngineer (L3)
Monthly Salary: $8,500 – $11,000 SGD
Location: Singapore
Employment Type: Full-time, Permanent

Roles & Responsibilities

• Act as the highest level of escalation for complex end-user computing incidents (OS, application, network, access issues)
• Own the Problem Management process – conduct root cause analysis (RCA) for recurring incidents
• Lead post-incident reviews and drive permanent fixes to reduce ticket volumes
• Design and maintain knowledge base articles for L1/L2 support teams
• Mentor and provide technical guidance to junior support engineers
• Collaborate with engineering teams (EUC, Network, Security) to resolve cross-domain issues
• Proactively identify areas for automation and efficiency improvements in support processes
• Manage major incident bridges and coordinate with multiple teams for resolution
• Create PowerShell scripts to automate repetitive support tasks
• Review change requests impacting end-user computing environment
• Prepare weekly incident trend reports for IT management
• Act as the final approval point for complex technical solutions

Job Requirements

• Bachelor's Degree in Information Technology, Computer Science, or equivalent experience
• Minimum 7 years of experience in end-user support, with at least 2 years at L3 level
• Deep expertise in Windows OS internals, registry, group policy, and troubleshooting
• Advanced knowledge of Intune, Azure AD, and Microsoft 365 administration
• Strong scripting skills in PowerShell and/or Bash
• ITIL v4 Managing Professional certification required
• Microsoft 365 Certified: Endpoint Administrator Associate preferred
• Excellent analytical and problem-solving skills with attention to detail
• Proven ability to remain calm under pressure during major incidents
• Singaporeans and PRs are encouraged to apply.

• Assist Principal Project Manager (PRPM)/Senior Project Manager (SPM)/Project Manager (PM) in day-to-day management of the contract
• Advise the PRPM/SPM/PM on-site quality and safety issues
• Determine any non-conformances on works
• Liaise with the Contractor to rectify any non-conformances and document them properly
• Ensure that decisions on-site issues are conveyed to the Contractor within a reasonable timeframe
• Ensure that works are carried out according to specifications, drawings and programme without compromising on quality and safety
• Provide feedback to the PRPM/SPM/PM on quality and safety matters and suggests quality improvement measures for implementation on site
• Supervise the installation of instrumentation and monitoring of instrumentation
• Lead a team of supervisors to ensure full time supervision of works on site
• Supervise the installation of instrumentation and monitoring of instrumentation
• Lead a team of supervisors to ensure full time supervision of works on site
• Assist in the operating of the PMCC

Requirements:

• Min Degree in Civil & Structural engineering
• Min 2 years of viaduct and/or flyover or cut and cover tunnel experience in a project/construction environment
• Proficient in relevant software programmes for planning and project work
• Pro-active team player with good analytical and communication skills
• Experience in civil/structural/geotechnical design will be an advantage.

JOB DESCRIPTION:

• To manage and oversee project schedule and resources allocation for local and oversee on-site support;

• To co-ordinate, develop and implement project planning and scheduling;

• To exercise cost control and budget control for project management;

• To analyze the actual performance against the project target;

• To ensure customers expectation are met in terms of quality delivered, machine performance, and service rendered;

• To liaise and coordinate with R&D, Manufacturing and Purchasing departments, customers, suppliers about the project, quality, delivery or shipment,after-sales matters.

JOB REQUIREMENTS:

• Diploma or Degree in Mechanical, Electrical or precision engineering ;

• Minimum 1 years working experience in engineering, preferably in machine automation, precision engineering for semiconductor, electronics, pharmaceutical industry;

• Good interpersonal and communication skills;

• Strong negotiation and analytical skills;

• Able to read and understand schematic drawing;

About i-Sprint Innovations

i-Sprint Innovations is a leading cybersecurity company specializing in Identity and Access Management (IAM) solutions. We deliver enterprise-grade security solutions to over 150 banks, that protect digital identities and secure access to critical systems.

Position Overview

We are seeking an experienced Software Engineer with deep expertise in JavaScript, to lead the creation of a comprehensive credential management browser extension. This critical role will involve building a secure, enterprise-grade password manager and proxy server.

Key Responsibilities

• Design and implement a full-featured Chrome Extension (in JavaScript) for credential management
• Design and implement secure RESTful APIs between the Chrome Extension and Java/Tomcat backend
• Design and implement a proxy server to inject the JavaScript into web applications
• Follow OWASP guidelines and secure coding practices

Required Qualifications

Technical Skills (Must have)

• 5+ years of professional software development experience using JavaScript
• In-depth knowledge of web applications
• In-depth knowledge of browser to server communication flow
• In-depth knowledge of browser to server authentication mechanism

Soft Skills

• Strong problem-solving and analytical abilities
• Excellent communication skills for cross-functional collaboration
• Ability to work independently and as part of a team
• Detail-oriented with strong focus on code quality and security
• Ability to handle multiple priorities in a fast-paced environment

Preferred Qualifications

• Bachelor's Degree in Computer Science, or Engineering
• Experience developing Chrome Extensions with manifest V3
• Experience with developing Java backend (web applications that runs on Tomcat)
• Experience with password manager architecture and design patterns
• Interest in application of Generative AI / Machine Learning
• Previous work on enterprise IAM solutions
• Knowledge of Web Application security such as OWASP TOP 10
• Knowledge of SAML, OpenID Connect, or other SSO protocols

What We Offer

• Opportunity to work on cutting-edge IAM and cybersecurity solutions
• Work on products that protect enterprise security infrastructure
• Location: Singapore

Responsibilities:

1)    Research, design, and develop computer vision and deep learning models for image and video understanding.

2)    Work on Generative AI systems, including:

a.    Large Language Models (LLMs)

b.    Vision-Language Models (VLMs)

c.     Multimodal and generative architectures.

3)    Develop and own the full AI lifecycle:

a.    Data preparation and experimentation

b.    Model training and fine-tuning

c.     Evaluation, optimization, and benchmarking

d.    Deployment to local, edge, or cloud environments.

4)    Collaborate with cross-functional teams and clearly communicate progress and results.

Requirements:

1)    Degree in Electronic/Computer Engineering/Computer Science/AI or related discipline

2)    Strong foundation in Computer Vision and Deep Learning.

3)    Hands-on experience with Generative AI, including LLMs, VLMs, or related multimodal models.

4)    Experience in:

a.    Model training and fine-tuning with real-world datasets

b.    Deployment and inference optimization

5)    Strong programming skills in Python, C++

6)    Solid understanding of software engineering principles and application development.

7)    Ability to work independently, manage projects end-to-end, and learn new technologies quickly.

8)    Strong problem-solving, communication, and teamwork skills.

Preferred / Added Advantages:

- Experience with Pytorch / TensorFlow, OpenCV, Hugging Face ecosystem.

- Exposure to Video models, Temporal modelling, or Multimodal transformers.

- Experience with cloud, edge, or on-device deployment.

- Familiarity with Docker, REST APIs, FastAPI/Flask, or similar frameworks.

- Prior experience with:

o   Publications (journals, conferences)

o   AI competitions (e.g., Kaggle, CV challenges)

o   Open-source contributions or research prototypes.