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Utilize object detection models and object tracking algorithms to perform real-time people and traffic flow statistics on camera streams.
Independently design the system pipeline architecture.
Started using Deepstream and employed C and C++ as development languages to maximize hardware performance and maximize recognition speed on edge devices.
Real-time object intrusion detection:
Set up and maintain an CVAT image annotation platform, transitioning the company from standalone annotation software to an online collaborative platform that allows multiple users to work together on annotations.
Developed a CVAT plugin for reading Darknet weights, enabling model-assisted annotation and significantly accelerating the efficiency of student workers' annotations.
Wrote Python, Bash shell scripts, and Docker files to standardize and automate the company's Darknet training process as much as possible.
Real-time people and traffic flow calculation:
Utilize AI to detect object intrusion in camera image streams and send alerts to the ELK system.
Employ deep learning models for object detection and design AI image detection systems.
Designed a modular system to maintain system flexibility and incorporated multi-threading (multiprocessing) to meet varying throughput requirements.
Lung nodule detection project:

Responsible for the company's AI medical imaging recognition - lung CT scan nodule detection Proof of Concept (POC) project, optimizing the Deep Learning Pipeline to locate suspicious nodules in lung images.
Performed data cleaning starting from raw CT files and doctor annotations, then proceeded to train models by preprocessing and feeding images into the model, using TensorBoard to monitor training progress.
Previous work experience:
In past work experiences, I designed objects using the Strategy pattern, creating a common interface for objects but with different implementations.
Introduced the Observer pattern to establish a signal messaging mechanism between objects.
Introduced the State machine to define different behaviors for objects in different states.
By incorporating design patterns, the project achieved significant decoupling and vastly improved scalability.
Skills:

Nvidia Deepstream development.
Proficient in Python, C++.
Used Yolo object detection models and trained Yolo models using Darknet.
Utilized Fastapi to wrap computational models into WebAPIs for general user use.
Ubuntu development environment.
Use Docker and Docker Compose for service deployment.
Used git and GitLab for version control.
Use Shell Script for handling repetitive tasks.

Professional Teacher focused on maximizing student learning potential through diverse instructional strategies and classroom management techniques. Skilled lecturer, discussion facilitator and hands-on leader focused on student success. Excels at meeting and exceeding district standards.

Hardworking Deputy Director familiar with best practices of IT. Software development and system integration program leader with over 30 years of progressive experience. Ready to apply expertise and strengths to new role with skills to contribute to improving IT relative aeras.

Working 5 years as upstream product line manager & project manager in the medical device industry Required with all medical regulation knowledge like ISO13485, ISO14971, MDR, 510K, RESNA, EPUAP Medical device focus in pressure recovery related products and material related core technology developing projects (air mattress system, support surface, compressors and IPC/Lymphedema related products

Zhi-Xuan (Jimmy) completed his Master's degree in the Department of Electrical Engineering and Computer Science at Northwestern University. He possesses a wealth of expertise in conducting research on Machine Learning and Deep Learning, as well as implementing MLOps methodologies for production environments. Currently, he serves as a senior engineer on the Vyond R&D team, where he spearheads the development of cutting-edge ML technology for next-generation tools. His role is instrumental in successfully executing complex projects from start to finish. Moreover, he is a results-oriented and innovative engineer with almost 5 years of experience. Easily communicates complex technical requirements to non-technical stakeholders. Excellent leadership record of leading development teams in enterprise-wide development projects.

Ambitious Java Developer versed in following established procedures and working under little or no supervision. Offering technical expertise in programming analysis, application analysis and design. Excellent team player with in-depth knowledge of development tools and languages.

A proactive customer experience and insight-analyzed professional with 2 years of experience.
A goal-oriented person with a complete track record in planning and executing to achieve goals.
A customer-centric person with good interpersonal communication and problem-solving skills to get results. A self-motivated learner with a curiosity to explore how to use data to improve customer experience.

Dependable employee establishes rapport and trust with patients and helps complete daily living tasks to enhance quality of life. Driven to prioritize individual needs with attention to important details. Valued as accommodating, kind-hearted team player dedicated to expanding knowledge and responsibilities. Compassionate caregiver assists elderly or disabled clients and patients from hospices or recovery centers. Observes and reports on patient status, cleans and organizes living quarters and provides companionship. Demonstrated knowledge of vital sign reading and proper aseptic and infection control policies. Diligent Caregiver focused on providing optimal support to clients through personalized assistance and care required to manage diverse medical conditions. Proficient in organizing medications, doctor appointments and personal activities. Caring, organized and friendly with excellent interpersonal skills. Empathetic Care Worker with sensitive and compassionate approach to cultivating trusting, stimulating and varied lifestyle for residents. Offers enhanced care with flexible learning approach for patients. Experience in hospital and in-home settings providing guidance and encouragement to patients through physical and emotional support. Skilled Care Provider assisting elderly, convalescents, or persons with disabilities with daily living activities in-home or within care facility. Keep house by making beds, doing laundry, washing dishes and preparing meals. Advise families and healthcare team regarding health concerns, nutrition, cleanliness and household activities. Experienced caregiver knowledgeable about safe patient ambulation, personal grooming assistance and housekeeping. Remains current on relevant medical conditions and working with qualified healthcare staff to maximize care. Devoted to patient physical comfort and emotional support. Level-headed professional with extensive experience helping patients and clients with self-care and day-to-day tasks. Kind and punctual individual assists with nursing treatments, supports diagnostic procedures and provides companionship. Passionate about improving well-being of others and providing compassionate treatment to patient community. Hardworking and passionate job seeker with strong organizational skills eager to secure entry-level caregiving position. Ready to help team achieve company goals. To seek and maintain full-time position that offers professional challenges utilizing interpersonal skills, excellent time management and problem-solving skills.

Focused on supporting production and meeting requirements by safely and efficiently operating/sustaining wirebond equipment. Worked closely with my team and equipment operators to complete on-time jobs with no safety incidents.

I have 38 years of hands-on experience in the electronics industry, the printed circuit board sector. I was trained in West Germany's Degussa Electronik (1983) in all platforms of printed circuit board manufacturing (PCB manufacturing). After training, I started as a process engineer for waste treatment and electroplating processes with 31 direct reports. Subsequently, I joined various top-tier pcb manufacturing brands such as Wus, Viasystems, MFlex, TTM, Multek etcetera. I progressed in roles as R&D Director, Engineering Director, Deputy General Manager and General Manager. My last position was Senior Technical Consultant for MFS Technology (Hunan) Ltd. I am a transformational leader with proven abilities in change management to improve operations and bottom-line profitability. My unique skills are utilising concepts extracted from IDEF (Integrated definitions modelling), MpCpS (Machine, process capability and characterisation) process audits, statistical and data analysis to improve engineering and quality issues. I am a certified black belt practitioner in Lean Six Sigma and data analytics.

Semiconductor R&D engineer with 2-3 years of experience specializing in AOI system optimization, yield improvement, and customer-driven technical support. Known for proactively identifying advanced equipment capabilities beyond standard production usage, enabling faster parameter decision-making and improved process stability. Strong communicator who bridges equipment, process, and customer requirements under tight production schedules.

Interested in acupuncture treatment and wound care since college. Hard-working as a Chinese medical doctor and continue learning wound healing model. Had plenty of successful clinical cases, tried to prove its validity in the lab and devoted to help patients with chronic wounds.

Dedicated battery engineering student skillful in sample collection, data recording and instrument calibration. Resourceful and adaptable individual with extensive experience developing and conducting experiments to document results for studies. Comfortable handling complex issues and can adjust to rapidly changing conditions.

Dependable Factory Worker with over 6 years of experience operating the production line. Hardworking, physically fit and OSHA compliant. Experienced in handling raw materials and chemicals. Focused on ensuring products meet quality control standards.

Reliable employee seeking assistant
position. Offering excellent communication and good judgment.
To seek and maintain full-time position that offers professional challenges utilizing knowledge of microcomputer and software programming , excellent time management and problem-solving skills.

Experienced Senior Consultant Program/Product Manager with Account Management skills with a demonstrated history of working in the software, information technology, SaaS, Could and manufacturing industry with OEM, ODM, SoC and Silicon vendor. Skilled in Project management, Business Analytics, Risk Management, and Client Relations. Strong consulting professional with a Credential of Readiness (CORe) focused in Business/Managerial Economics from Harvard Business School Online, PMP and SQL certified from PMI and IBM.
Two times Partnership and Quality award winner within CGI.

 Electrical Engineering graduate with coding skills and control methods for electrical machines. Currently seeking a position as an Application Engineer at KLA, to provide application solutions for customers. Gained coding skills from internship at NEXCOM Software Team. Gained application design experience at academia and industry collaboration. Received Honorable Mention in the 2021 "DIGI+ X TCA Global Talent Award" program. 

Talented Director with excellent marketing, customer service and facility oversight skills coupled with more than 17 years of experience. Highly effective and comfortable working with people at all organizational levels.

7-year overseas study experience, diverse educational background and strong learning ability, creative ideas producer, strong sense of teamwork. Good at leading teams and cross-cultural communications. Passionate for fashion and business

 QUALIFICATIONS AND SUMMARY- Excellent education and almost 10 years' experience in renewable industry- Welcome new challenges, quickly learning new skills- Excellent communication skills- Skilled and adept with project management and development- Produce technical solution and analyzing product cost- Experience of NPI Process- Experienced in business travel as required- Experience to Manage Project Management Office 

Trusted advisor for China Gov and Cambridge, Investment professional with 14 years of asset management experiences, and highly connected with angel-investors, family office and foundations in eco-system. Versatile and adaptive to different roles and political environment . Fintech professor with expert knowledge in blockchain. Passionate deal maker with perseverance for longer-term projects.

Hardworking employee enthusiastic about learning Smart Healthcare field inside and out. Pursues opportunities to learn new skills and contribute to group success. Offers strong administrative, relationship-building and problem-solving abilities.Bilingual with fluency in English.

 15+ years of experience in sales and marketing, specialized in cross-domain and cross-industry business integration and development. Managed BUs with 15+ or people,. Highest deal (5.8 M USD) in one order. Successful consulting experiences for re-brand an underwear brand to gained 35% growth in revenue ; Strategically re-positioned a biomedical product in mom-baby market sector to obtain 212% growth in monthly sales and avoid price war. Strong in team building, business negotiation and always seeking growth in new frontiers.  True believer in "Thinking out of the BOX".  A self-made KOL/Podcaster in life style, health living and traveling sector. Strong insight in social media, public communication and crypto/NFT sector. 

Organized and dependable candidate successful at managing multiple priorities with a positive attitude. Willingness to take on added responsibilities to meet team goals. Hardworking, passionate, and ready to help team achieve company goals. Enthusiastic Engineer eager to contribute to team success through hard work, attention to detail and excellent organizational skills. Motivated to learn, grow and excel in your company.

Dynamic professional with extensive experience at Blue Magic Inc Philippines , excelling in customer service and issue resolution. Proven track record in enhancing customer satisfaction and operational efficiency. Skilled in money handling and adept at multitasking, fostering teamwork and collaboration to achieve branch targets and exceed expectations consistently. Trustworthy and dedicated [Job Title] with [Number] years of experience serving customers and operating register. Talented at correctly taking order information and serving to customers quickly. Cheerful when assisting customers with requests and meeting special needs.

Dynamic science educator and analytical physics student with a passion for biomedicine transitioning into medical physics.
Combines a rigorous mathematical background with exceptional communication skills and a dedicated interest in clinical technology. Received a distinction for undergraduate dissertation on NV-doped nanodiamonds as biological quantum sensors: progress and challenges.
Eager to apply technical problem-solving skills to the challenges of modern healthcare and medical imaging.

Strategic and globally minded academic leader with substantial experience in higher education administration and a strong commitment to fostering innovative, collaborative, and impact-driven environments. Skilled in curriculum development, faculty mentorship, international partnership building, and evidence-based organizational planning. Recognized for delivering measurable outcomes, adapting to evolving strategic priorities, and leading diverse teams with clarity and purpose.
My professional portfolio includes extensive execution of New Southbound partner programs, cross-border research initiatives, and international academic cooperation. I have served as a consultant to overseas biotechnology companies, gaining practical insights into industrial R&D ecosystems and global technology trends. As department chair, I advanced internationalization through dual-degree programs, elevated global engagement strategies, and organized multiple international conferences—strengthening Taiwan’s academic presence and global connectivity.

With a firm commitment to national science and technology advancement, I aim to leverage my leadership, international experience, and cross-cultural communication capabilities to support Taiwan’s strategic goals abroad—expanding global research networks, fostering governmental and industrial partnerships, and enhancing Taiwan’s visibility and influence in the international S&T community.

Task-driven worker with a strong personality for multitasking and ensuring accuracy and good products outcome. Adopt in working in manufacturing environments and following all work safety regulations.

Dedicated factory worker with experience at Ase, skilled in materials handling and assembly line operations. Proven ability to enhance production efficiency through effective communication and a positive attitude. Successfully trained new employees, fostering a collaborative environment while maintaining a clean and safe workspace. Committed to upholding safety protocols and quality standards.

Hi, I'm Jim! I have three years of project management experience, am familiar with software development, Scrum, and Waterfall management frameworks, and specialize in cross-departmental collaboration and resource allocation to ensure timely and high-quality project delivery. I possess strong communication and problem-solving skills, can quickly adapt to changes and improve processes. I am proactive, detail-oriented, resilient under pressure, and adept at motivating teams to create a high-performing work environment, ensuring the successful achievement of each project's goals.

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