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Principal GenAI Software Development Engineer at Micron Technology
San Jose, California, United States - Full Time
Skills Needed
Llm Applications, Electronics Design, Verification, Design Optimization, Spec To Design Translation, Reinforcement Learning, Dataset Curation, Benchmarking, Python Programming, Mlops, Machine Learning, Robotics, Computer Vision, Transformer Models, Silicon Design Automation, Eda Workflows
Specialization
Candidates should have a BS or MS degree in Computer Science, Electrical Engineering, or equivalent experience, along with 2+ years working on transformer models and 3+ years of experience with Python. A Master's or PhD in a related field and a publication track record in major ML conferences are also preferred.
Experience Required
Minimum 5 year(s)
Senior Design Verification Engineer at Micron Technology
Tlaquepaque, jalisco, Mexico - Full Time
Skills Needed
Design, Layout, Optimization, Parasitic Modeling, Design Validation, Simulation, Cross Group Communication, Manufacturability, Innovation, Memory Circuits, Logic Circuits, Analog Circuits, Tape Out Revisions, Floor Planning, Placement, Routing
Experience Required
Minimum 5 year(s)
DRAM Semiconductor Design Engineer (NCG) at Micron Technology
Tlaquepaque, jalisco, Mexico - Full Time
Skills Needed
Memory Circuits, Logic Circuits, Analog Circuits, Parasitic Modeling, Design Validation, Layout Management, Floor Planning, Placement, Routing, Verification Processes, Modeling, Simulation, Cross Group Communication, Manufacturability, Innovation, Dynamic Work Environment
Specialization
The job requires a focus on design quality and innovation in memory technologies. Candidates should be prepared to work in a dynamic environment and engage in cross-group communication.
Intern - SIG Software Design at Micron Technology
Boise, Idaho, United States - Full Time
Skills Needed
C, C++, Python, Embedded Software, Linux, Pcb Layout, Analog Circuits, Digital Circuits, Lab Equipment, Communication Skills
Specialization
Candidates should be pursuing a Bachelor's degree in a relevant field and have proficiency in C and experience with C++. Familiarity with Python and embedded software tools is also required.
Intern - Facilities Chemical Engineer at Micron Technology
Boise, Idaho, United States - Full Time
Skills Needed
Chemical Engineering, Risk Assessments, Project Management, Data Analysis, Troubleshooting, Root Cause Analysis, Collaboration, Continuous Improvement, Compliance, Instrumentation Control, High Purity Principles, Communication, Organizational Skills, Problem Solving, Adaptability
Specialization
Pursuing a Bachelor's or Master's degree in Engineering (Chemical preferred), Chemistry, or a related field is required. Strong understanding of chemical systems and proven ability to manage complex projects is essential.
Manufacturing Process Equipment Englneer,CVD/PVD at Micron Technology
, , Japan - Full Time
Skills Needed
Process Improvement, Yield Improvement, Cost Reduction, Risk Management, Failure Analysis, Fmea, 8d, Spc, Equipment Evaluation, Material Evaluation, Troubleshooting, Root Cause Analysis, Process Management, Semiconductor Equipment, Abnormal Analysis, Process Capability
Specialization
A bachelor's degree or equivalent experience is required for this position. Candidates should have relevant experience in manufacturing processes and equipment.
Experience Required
Minimum 2 year(s)
HVM DRY Equipment Engineer at Micron Technology
Hiroshima, , Japan - Full Time
Skills Needed
Safety Training, Equipment Engineering, Process Engineering, Production Technology, Communication, Problem Solving, Project Support, Microsoft Office, Self Management, Physical Chemistry, Mechanical Knowledge, Electrical Knowledge, Team Collaboration, Technical Exchange, Production Improvement, Quality Control
Specialization
Candidates should have a strong interest in advanced technology and the ability to solve problems effectively. A bachelor's degree or higher in physical chemistry, mechanical, or electrical fields is preferred, along with proficiency in Japanese.
Experience Required
Minimum 2 year(s)
NAND Design Rule Engineer in Process Integration at Micron Technology
, , Singapore - Full Time
Skills Needed
Process Integration, Yield Enhancement, Product Engineering, Test Structure Development, Unit Process Development, Design & Layout, Cad Tools, Advanced Nand Process Flow, Data Post Processing, Defect Analysis, Quality Assurance, Documentation, Communication, Problem Solving, Collaboration, Innovation
Specialization
Candidates should have 5 years of experience in the semiconductor industry, with a Master's Degree in a relevant field or a Bachelor's Degree with additional experience. Familiarity with CAD tools and advanced NAND processes is highly desired.
Experience Required
Minimum 5 year(s)
Staff Engineer, Equipment Development, DIFI at Micron Technology
, , Singapore - Full Time
Skills Needed
Equipment Development, Project Management, Collaboration, Safety Procedures, Troubleshooting, Documentation, Innovation, Budgeting, Scheduling, Resource Allocation, Yield Improvement, Cost Reduction, Communication, Semiconductor Industry, Tool Installation, R&D Equipment Transfer
Specialization
A minimum of 2-3 years of experience in the semiconductor industry is required, with a strong understanding of equipment operation and troubleshooting. Excellent communication skills and the ability to manage multiple projects simultaneously are essential.
Experience Required
Minimum 2 year(s)
Senior Design Verification Engineer at Micron Technology
Tlaquepaque, jalisco, Mexico - Full Time
Skills Needed
Design Verification, Verification Plans, Test Benches, Test Vectors, Debugging, Bug Tracking, Mixed Signal Verification, Simulation Tools, Systemverilog, Uvm, Scripting Languages, Leadership, Communication, Teamwork, Mentoring, Project Management
Specialization
Candidates should have a BS or MS in Electrical Engineering, Computer Engineering, or equivalent, along with a basic understanding of CMOS circuit design. Proficiency in mixed-signal verification and simulation tools, as well as strong debugging and problem-solving skills, is required.
Experience Required
Minimum 5 year(s)
Fab Engineer Process Integration at Micron Technology
Hiroshima, , Japan - Full Time
Skills Needed
Process Integration, Yield Enhancement, Data Analysis, Communication Skills, Teamwork, Problem Solving, Statistical Process Control, Device Physics, Training, Flexibility, Interpersonal Skills, Technical Presentation, Module Development, Process Optimization, Reliability, Fab Processes
Specialization
Candidates should have a Bachelor's degree or higher in a technical field and at least 2 years of relevant experience, preferably in DRAM process integration. Strong communication, data analysis, and problem-solving skills are essential.
Experience Required
Minimum 2 year(s)
Dry Etch Senior/Staff Engineer at Micron Technology
, , Singapore - Full Time
Skills Needed
Dry Etch Processing, Process Optimization, Root Cause Analysis, Failure Mode Analysis, Process Capability Improvement, Data Analysis, Experimental Design, Statistical Process Control, Problem Solving, Transport Phenomena, Kinetic Theory, Statistical Thermodynamics, Plasma Physics, Python Coding, Genai Programming, Ms Office
Specialization
Candidates should have a Master's degree with a minimum of 2 years of relevant experience or a Bachelor's degree with at least 5 years of experience in dry etch processes within the semiconductor industry. A PhD in relevant fields is also acceptable.
Experience Required
Minimum 5 year(s)
MTB HBM PWF Equipment Shift Engineer at Micron Technology
Taichung, , Taiwan - Full Time
Skills Needed
Process Improvement, Technology Upgrade, Process Management, Semiconductor Equipment, Abnormal Analysis, Production Cost Reduction
Specialization
The job requires establishing and modifying process management projects and setting up process parameters for various semiconductor equipment. Abnormal analysis and improvement are also key responsibilities.
Experience Required
Minimum 2 year(s)
Intern - Corporate FP&A at Micron Technology
Boise, Idaho, United States - Full Time
Skills Needed
Microsoft Excel, Powerpoint, Power Bi, Financial Analysis, Data Visualization, Financial Modeling, Communication Skills, Organizational Skills, Detail Oriented, Analytical Skills, Problem Solving Skills, Collaboration, Forecasting, Reporting, Data Collection, Software Proficiency
Specialization
Candidates must be enrolled in a Bachelor's degree program in Business, Finance, Economics, or a related field. They should have a strong interest in the semiconductor industry and possess excellent communication and analytical skills.
Technical specialist, ID1 RDA at Micron Technology
Taoyuan City, , Taiwan - Full Time
Skills Needed
Semiconductor Processing, Technical Support, Wafer Fabrication, Production Monitoring, Data Analysis, Equipment Operation, Process Development, R&D Engineering, Communication, Problem Solving
Specialization
Candidates should be willing to work 12-hour day shifts and must be capable of communicating in English. Hands-on training will be provided to build necessary skills in semiconductor manufacturing.
Lead Principal Electrical Design Engineer at Micron Technology
San Jose, California, United States - Full Time
Skills Needed
Electrical Engineering, Pcb Design, Fpga Design, Analog Circuits, Power Supplies, Signal Integrity, Power Integrity, Hdl, Component Selection, Schematic Development, Debugging, Verification, Communication Protocols, Test Automation, Eda Tools, Circuit Simulation
Specialization
Candidates should have a BS/MS in Electrical Engineering or a related field, along with 5+ years of experience in hardware/PCB design and team management. Proficiency in EDA tools and a strong understanding of PCB layout and signal integrity are essential.
Experience Required
Minimum 5 year(s)
MGR, OMT Metro Application at Micron Technology
Taichung, , Taiwan - Full Time
Skills Needed
Metrology, Application Management, Leadership, Performance Management, Process Integration, Quality Improvement, Project Management, Collaboration, Problem Solving, Training Development, Communication, Resource Management, Crisis Management, Vendor Management, Data Analysis, Continuous Improvement
Specialization
The job requires strong leadership skills and the ability to manage technical projects effectively. Candidates should have experience in metrology applications and a focus on quality enhancement and process improvement.
Experience Required
Minimum 5 year(s)
SENIOR TEST SOLUTIONS ENGINEER at Micron Technology
Taichung, , Taiwan - Full Time
Skills Needed
Test Engineering, Programming, Debugging, Ate Test Programs, Advantest V93k, C/C++, Java, Cmos Socs, Digital Test Programming, Analog Test Programming, Mxs Test Programming, Test Strategy Development, Dft Pattern Implementation, Ate Architecture, Test Hardware Design, Data Analysis
Specialization
Candidates must have a Bachelor's or Master's degree in Electrical Engineering or Computer Engineering and at least 7 years of experience in a Test Engineering role. Proficiency in programming languages such as C/C++ and JAVA, as well as experience with ATE platforms, is required.
Experience Required
Minimum 10 year(s)
Engineer, IT, AI Enablement at Micron Technology
Tlaquepaque, jalisco, Mexico - Full Time
Skills Needed
Ai Concepts, Machine Learning, Automation Tools, Copilot Studio, Uipath, Sharepoint, Cloud Ai Platforms, Api Integrations, Data Quality Validation, Development Languages, Problem Solving, Communication Skills, Generative Ai, Prompt Engineering, Security, Ethical Frameworks, Context Aware Systems
Specialization
Candidates should have a bachelor's or master's degree in a relevant field and up to 2 years of experience in software development or AI/ML engineering. A strong understanding of AI concepts and hands-on experience with automation tools is essential.
Technical specialist, OMT RDA-2 Operation_TC at Micron Technology
Taichung, , Taiwan - Full Time
Skills Needed
Semiconductor Processing, Technical Support, Wafer Fabrication, Process Development, Data Analysis, Equipment Operation, Production Monitoring, R&D Engineering, Yield Analysis, Technical Testing
Specialization
The job requires hands-on training to build skills in semiconductor manufacturing. Candidates should be prepared to work directly with fab equipment and process flows.
Principal GenAI Software Development Engineer at Micron Technology
San Jose, California, United States -
Full Time


Start Date

Immediate

Expiry Date

07 Apr, 26

Salary

0.0

Posted On

07 Jan, 26

Experience

5 year(s) or above

Remote Job

Yes

Telecommute

Yes

Sponsor Visa

No

Skills

LLM Applications, Electronics Design, Verification, Design Optimization, Spec-to-Design Translation, Reinforcement Learning, Dataset Curation, Benchmarking, Python Programming, MLOps, Machine Learning, Robotics, Computer Vision, Transformer Models, Silicon Design Automation, EDA Workflows

Industry

Semiconductor Manufacturing

Description
Develop LLM applications to automate electronics design and verification. Optimize and fine-tune LLMs for the purpose of automated corner case uncovering, design optimization and spec-to-design translation. Develop and implement RL based retraining and prompting to elicit desired outputs from LLMs. Curate and maintain datasets for training and evaluating LLMs for the purpose of Silicon Design Automation. Benchmark the LLM efficiency and propose methodologies for further improvement. Collaborate with other Silicon authorities to integrate LLMs into existing EDA workflows. Contribute to the development of standard methodologies for LLM development and deployment. BS or MS degree in Computer Science, Electrical Engineering or equivalent experience 2+ years working on transformer models. 3+ years experience with Python. Master's or PhD in Computer Science, Electrical Engineering 3+ years building LLM EDA workflows 3+ years experience supervising the fine-tuning of LLMs. Highly proficient in Python programming Basic understanding of MLOPs. Having studied or practical experience in a formal course in Machine Learning, Robotics or Computer Vision. Publication track record in major ML conferences like: NeurIPS, ICLR, ICCV etc.
Responsibilities
Develop LLM applications to automate electronics design and verification. Collaborate with other Silicon authorities to integrate LLMs into existing EDA workflows.
Principal GenAI Software Development Engineer at Micron Technology
San Jose, California, United States - Full Time
Skills Needed
Llm Applications, Electronics Design, Verification, Design Optimization, Spec To Design Translation, Reinforcement Learning, Dataset Curation, Benchmarking, Python Programming, Mlops, Machine Learning, Robotics, Computer Vision, Transformer Models, Silicon Design Automation, Eda Workflows
Specialization
Candidates should have a BS or MS degree in Computer Science, Electrical Engineering, or equivalent experience, along with 2+ years working on transformer models and 3+ years of experience with Python. A Master's or PhD in a related field and a publication track record in major ML conferences are also preferred.
Experience Required
Minimum 5 year(s)
Senior Design Verification Engineer at Micron Technology
Tlaquepaque, jalisco, Mexico - Full Time
Skills Needed
Design, Layout, Optimization, Parasitic Modeling, Design Validation, Simulation, Cross Group Communication, Manufacturability, Innovation, Memory Circuits, Logic Circuits, Analog Circuits, Tape Out Revisions, Floor Planning, Placement, Routing
Experience Required
Minimum 5 year(s)
DRAM Semiconductor Design Engineer (NCG) at Micron Technology
Tlaquepaque, jalisco, Mexico - Full Time
Skills Needed
Memory Circuits, Logic Circuits, Analog Circuits, Parasitic Modeling, Design Validation, Layout Management, Floor Planning, Placement, Routing, Verification Processes, Modeling, Simulation, Cross Group Communication, Manufacturability, Innovation, Dynamic Work Environment
Specialization
The job requires a focus on design quality and innovation in memory technologies. Candidates should be prepared to work in a dynamic environment and engage in cross-group communication.
Intern - SIG Software Design at Micron Technology
Boise, Idaho, United States - Full Time
Skills Needed
C, C++, Python, Embedded Software, Linux, Pcb Layout, Analog Circuits, Digital Circuits, Lab Equipment, Communication Skills
Specialization
Candidates should be pursuing a Bachelor's degree in a relevant field and have proficiency in C and experience with C++. Familiarity with Python and embedded software tools is also required.
Intern - Facilities Chemical Engineer at Micron Technology
Boise, Idaho, United States - Full Time
Skills Needed
Chemical Engineering, Risk Assessments, Project Management, Data Analysis, Troubleshooting, Root Cause Analysis, Collaboration, Continuous Improvement, Compliance, Instrumentation Control, High Purity Principles, Communication, Organizational Skills, Problem Solving, Adaptability
Specialization
Pursuing a Bachelor's or Master's degree in Engineering (Chemical preferred), Chemistry, or a related field is required. Strong understanding of chemical systems and proven ability to manage complex projects is essential.
Manufacturing Process Equipment Englneer,CVD/PVD at Micron Technology
, , Japan - Full Time
Skills Needed
Process Improvement, Yield Improvement, Cost Reduction, Risk Management, Failure Analysis, Fmea, 8d, Spc, Equipment Evaluation, Material Evaluation, Troubleshooting, Root Cause Analysis, Process Management, Semiconductor Equipment, Abnormal Analysis, Process Capability
Specialization
A bachelor's degree or equivalent experience is required for this position. Candidates should have relevant experience in manufacturing processes and equipment.
Experience Required
Minimum 2 year(s)
HVM DRY Equipment Engineer at Micron Technology
Hiroshima, , Japan - Full Time
Skills Needed
Safety Training, Equipment Engineering, Process Engineering, Production Technology, Communication, Problem Solving, Project Support, Microsoft Office, Self Management, Physical Chemistry, Mechanical Knowledge, Electrical Knowledge, Team Collaboration, Technical Exchange, Production Improvement, Quality Control
Specialization
Candidates should have a strong interest in advanced technology and the ability to solve problems effectively. A bachelor's degree or higher in physical chemistry, mechanical, or electrical fields is preferred, along with proficiency in Japanese.
Experience Required
Minimum 2 year(s)
NAND Design Rule Engineer in Process Integration at Micron Technology
, , Singapore - Full Time
Skills Needed
Process Integration, Yield Enhancement, Product Engineering, Test Structure Development, Unit Process Development, Design & Layout, Cad Tools, Advanced Nand Process Flow, Data Post Processing, Defect Analysis, Quality Assurance, Documentation, Communication, Problem Solving, Collaboration, Innovation
Specialization
Candidates should have 5 years of experience in the semiconductor industry, with a Master's Degree in a relevant field or a Bachelor's Degree with additional experience. Familiarity with CAD tools and advanced NAND processes is highly desired.
Experience Required
Minimum 5 year(s)
Staff Engineer, Equipment Development, DIFI at Micron Technology
, , Singapore - Full Time
Skills Needed
Equipment Development, Project Management, Collaboration, Safety Procedures, Troubleshooting, Documentation, Innovation, Budgeting, Scheduling, Resource Allocation, Yield Improvement, Cost Reduction, Communication, Semiconductor Industry, Tool Installation, R&D Equipment Transfer
Specialization
A minimum of 2-3 years of experience in the semiconductor industry is required, with a strong understanding of equipment operation and troubleshooting. Excellent communication skills and the ability to manage multiple projects simultaneously are essential.
Experience Required
Minimum 2 year(s)
Senior Design Verification Engineer at Micron Technology
Tlaquepaque, jalisco, Mexico - Full Time
Skills Needed
Design Verification, Verification Plans, Test Benches, Test Vectors, Debugging, Bug Tracking, Mixed Signal Verification, Simulation Tools, Systemverilog, Uvm, Scripting Languages, Leadership, Communication, Teamwork, Mentoring, Project Management
Specialization
Candidates should have a BS or MS in Electrical Engineering, Computer Engineering, or equivalent, along with a basic understanding of CMOS circuit design. Proficiency in mixed-signal verification and simulation tools, as well as strong debugging and problem-solving skills, is required.
Experience Required
Minimum 5 year(s)
Fab Engineer Process Integration at Micron Technology
Hiroshima, , Japan - Full Time
Skills Needed
Process Integration, Yield Enhancement, Data Analysis, Communication Skills, Teamwork, Problem Solving, Statistical Process Control, Device Physics, Training, Flexibility, Interpersonal Skills, Technical Presentation, Module Development, Process Optimization, Reliability, Fab Processes
Specialization
Candidates should have a Bachelor's degree or higher in a technical field and at least 2 years of relevant experience, preferably in DRAM process integration. Strong communication, data analysis, and problem-solving skills are essential.
Experience Required
Minimum 2 year(s)
Dry Etch Senior/Staff Engineer at Micron Technology
, , Singapore - Full Time
Skills Needed
Dry Etch Processing, Process Optimization, Root Cause Analysis, Failure Mode Analysis, Process Capability Improvement, Data Analysis, Experimental Design, Statistical Process Control, Problem Solving, Transport Phenomena, Kinetic Theory, Statistical Thermodynamics, Plasma Physics, Python Coding, Genai Programming, Ms Office
Specialization
Candidates should have a Master's degree with a minimum of 2 years of relevant experience or a Bachelor's degree with at least 5 years of experience in dry etch processes within the semiconductor industry. A PhD in relevant fields is also acceptable.
Experience Required
Minimum 5 year(s)
MTB HBM PWF Equipment Shift Engineer at Micron Technology
Taichung, , Taiwan - Full Time
Skills Needed
Process Improvement, Technology Upgrade, Process Management, Semiconductor Equipment, Abnormal Analysis, Production Cost Reduction
Specialization
The job requires establishing and modifying process management projects and setting up process parameters for various semiconductor equipment. Abnormal analysis and improvement are also key responsibilities.
Experience Required
Minimum 2 year(s)
Intern - Corporate FP&A at Micron Technology
Boise, Idaho, United States - Full Time
Skills Needed
Microsoft Excel, Powerpoint, Power Bi, Financial Analysis, Data Visualization, Financial Modeling, Communication Skills, Organizational Skills, Detail Oriented, Analytical Skills, Problem Solving Skills, Collaboration, Forecasting, Reporting, Data Collection, Software Proficiency
Specialization
Candidates must be enrolled in a Bachelor's degree program in Business, Finance, Economics, or a related field. They should have a strong interest in the semiconductor industry and possess excellent communication and analytical skills.
Technical specialist, ID1 RDA at Micron Technology
Taoyuan City, , Taiwan - Full Time
Skills Needed
Semiconductor Processing, Technical Support, Wafer Fabrication, Production Monitoring, Data Analysis, Equipment Operation, Process Development, R&D Engineering, Communication, Problem Solving
Specialization
Candidates should be willing to work 12-hour day shifts and must be capable of communicating in English. Hands-on training will be provided to build necessary skills in semiconductor manufacturing.
Lead Principal Electrical Design Engineer at Micron Technology
San Jose, California, United States - Full Time
Skills Needed
Electrical Engineering, Pcb Design, Fpga Design, Analog Circuits, Power Supplies, Signal Integrity, Power Integrity, Hdl, Component Selection, Schematic Development, Debugging, Verification, Communication Protocols, Test Automation, Eda Tools, Circuit Simulation
Specialization
Candidates should have a BS/MS in Electrical Engineering or a related field, along with 5+ years of experience in hardware/PCB design and team management. Proficiency in EDA tools and a strong understanding of PCB layout and signal integrity are essential.
Experience Required
Minimum 5 year(s)
MGR, OMT Metro Application at Micron Technology
Taichung, , Taiwan - Full Time
Skills Needed
Metrology, Application Management, Leadership, Performance Management, Process Integration, Quality Improvement, Project Management, Collaboration, Problem Solving, Training Development, Communication, Resource Management, Crisis Management, Vendor Management, Data Analysis, Continuous Improvement
Specialization
The job requires strong leadership skills and the ability to manage technical projects effectively. Candidates should have experience in metrology applications and a focus on quality enhancement and process improvement.
Experience Required
Minimum 5 year(s)
SENIOR TEST SOLUTIONS ENGINEER at Micron Technology
Taichung, , Taiwan - Full Time
Skills Needed
Test Engineering, Programming, Debugging, Ate Test Programs, Advantest V93k, C/C++, Java, Cmos Socs, Digital Test Programming, Analog Test Programming, Mxs Test Programming, Test Strategy Development, Dft Pattern Implementation, Ate Architecture, Test Hardware Design, Data Analysis
Specialization
Candidates must have a Bachelor's or Master's degree in Electrical Engineering or Computer Engineering and at least 7 years of experience in a Test Engineering role. Proficiency in programming languages such as C/C++ and JAVA, as well as experience with ATE platforms, is required.
Experience Required
Minimum 10 year(s)
Engineer, IT, AI Enablement at Micron Technology
Tlaquepaque, jalisco, Mexico - Full Time
Skills Needed
Ai Concepts, Machine Learning, Automation Tools, Copilot Studio, Uipath, Sharepoint, Cloud Ai Platforms, Api Integrations, Data Quality Validation, Development Languages, Problem Solving, Communication Skills, Generative Ai, Prompt Engineering, Security, Ethical Frameworks, Context Aware Systems
Specialization
Candidates should have a bachelor's or master's degree in a relevant field and up to 2 years of experience in software development or AI/ML engineering. A strong understanding of AI concepts and hands-on experience with automation tools is essential.
Technical specialist, OMT RDA-2 Operation_TC at Micron Technology
Taichung, , Taiwan - Full Time
Skills Needed
Semiconductor Processing, Technical Support, Wafer Fabrication, Process Development, Data Analysis, Equipment Operation, Production Monitoring, R&D Engineering, Yield Analysis, Technical Testing
Specialization
The job requires hands-on training to build skills in semiconductor manufacturing. Candidates should be prepared to work directly with fab equipment and process flows.
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