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AI Feature Engineer

Job DescriptionDesign and implement AI features and data pipelines for various AI-based products, models, and services.This role will be hybrid if based near a MiTek office, with the option to be fully remote if not located near a MiTek office.Job Responsibilities & RequirementsWhat You Will Do:• Design, build, test, and maintain scalable and reliable data pipelines and architectures for a variety of AI models.• Develop and implement architectures to prepare different forms/types (images, text, tabular, time series, etc.) of data for annotation, labeling, and monitoring purposes.• Extract, transform, load, prepare, and troubleshoot data from various sources and formats, ensuring the quality and integrity of model features.• Develop and implement data models, schemas, and structures to support AI models and algorithms.• Work with large amounts of data to perform exploratory data analysis, and process the outputs from AI models for cloud and on-prem systems.• Convert business requirements into functional and technical specifications.• Design, develop, test, and deploy AI features using various machine learning and deep learning frameworks and tools.• Collaborate with cross-functional teams of engineers, data scientists, AI Scientists, and business stakeholders to deliver data-driven solutions and features.• Research and apply the best practices and latest advancements in AI, such as natural language processing, computer vision, speech recognition, and recommender systems.• Document and communicate the AI feature specifications, architectures, and results to various stakeholders.• Collaborate with other AI engineers and data scientists to share knowledge, ideas, and best practices.• Provide technical guidance to peers and cross-functional team members.Qualifications• Bachelors degree in a related Field required• 3+ years of experience in developing and deploying AI features for various products and services required• Proficient in Python and SQL required• Proficient with parallel and distributed computing frameworks and platforms such as Spark, Cuda, Databricks required• Experience with machine learning and deep learning frameworks such as TensorFlow, PyTorch, Keras, Scikit-learn, or similar required• Working knowledge of machine learning and deep learning concepts required• Experience in applying AI techniques to various domains, such as natural language processing, computer vision, speech recognition, recommender systems, etc. required• Experience with AutoML tools and frameworks highly preferred• Excellent communication, presentation, and problem-solving skills• Ability to work independently and collaboratively in a fast-paced and dynamic environmentMiTek Perks• Flexible Paid Time Off - take as much time off as you need!• Medical, Dental and Vision Insurance begin on Day 1!• Profit Sharing Plan and Annual Incentive Plan• 13 Paid Holidays• 401k Plan with Matching Contributions• Paid Parental Leave and Paid Caregiver Leave• A variety of Medical, Dental and Vision Plans to choose from• Short-Term Disability Coverage, Long-Term Disability Coverage and Life Insurance• Tuition Reimbursement• Career advancement and training opportunities!MiTek is a platform innovator and enabler that exists to transform the building industry with better building solutions. In 1955, MiTek transformed residential construction with the invention of the Gang-Nail plate and a digital platform that provided an affordable and scalable way to manufacture wood trusses. Today, MiTek delivers software, services, engineered products, and automated solutions that enable the building industry to improve efficiencies by optimizing the balance between off-site and on-site. With nearly 5,600 team members worldwide, MiTek collaborates across the building industry to enable and accelerate transformational breakthroughs in design and construction to transform the way the industry designs, makes, and builds. As a Berkshire Hathaway (NYSE: BRK-A, NYSE: BRK-B) company since 2001, MiTek has a record of continuous growth and innovation.MiTek is an E-Verify and Drug and Tobacco-Free Workplace.We are an equal opportunity employer; and all qualified applicants will receive consideration for employment without regard to race, color, creed, religion, national origin, ethnicity, physical or mental disability, sex (including pregnancy, sexual orientation, gender identity or expression, or transgender status), age (40 and over), genetic information (including family medical history), veteran status, or any other protected characteristic.For accommodation to assist with completing this application, please contact Human Resources at +1 314-434-1200.www.mii.com
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What You Should Know About AI Feature Engineer, MiTek

Are you passionate about artificial intelligence and looking for your next big opportunity? MiTek, based in Long Beach, CA, is on the lookout for a talented AI Feature Engineer to join our innovative team. In this exciting role, you will get to design and implement AI features and data pipelines for our cutting-edge AI-based products. We pride ourselves on a flexible working environment, offering a hybrid setup for those near our office, but if you're not, don't worry—fully remote options are available too! As our AI Feature Engineer, you will be responsible for developing scalable data architectures, collaborating with teams to create data-driven solutions, and turning business requirements into functional specifications. You'll play an essential role in researching the latest advancements in AI, including natural language processing and computer vision, contributing to the transformation of the building industry. With over three years of relevant experience and a strong command of Python, SQL, and deep learning frameworks like TensorFlow and PyTorch, you will thrive in our fast-paced environment. At MiTek, we believe in supporting our team members, offering flexible paid time off, comprehensive medical benefits starting from day one, and career advancement opportunities. If you're ready to take your AI career to the next level, we encourage you to apply today and become a part of a company dedicated to innovation and excellence!

Frequently Asked Questions (FAQs) for AI Feature Engineer Role at MiTek
What responsibilities does an AI Feature Engineer at MiTek have?

As an AI Feature Engineer at MiTek, your responsibilities will include designing and maintaining scalable data pipelines, developing architectures for diverse data types, and performing exploratory data analysis. You'll be involved in collaborating with cross-functional teams to deliver AI solutions, as well as researching best practices in AI technologies to enhance our products.

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What qualifications are required for the AI Feature Engineer position at MiTek?

To qualify for the AI Feature Engineer role at MiTek, candidates should possess a Bachelor's degree in a related field and have a minimum of three years of experience in developing AI features. Proficiency in Python, SQL, and knowledge of machine learning frameworks such as TensorFlow or PyTorch are essential, along with experience in areas such as natural language processing or computer vision.

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What technical skills are important for an AI Feature Engineer at MiTek?

An AI Feature Engineer at MiTek should be proficient in programming languages like Python and SQL and have hands-on experience with frameworks such as Spark and Databricks. Knowledge of machine learning algorithms and tools, along with experience in data processing and model deployment, are critical for success in this position.

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Is the AI Feature Engineer role at MiTek remote or hybrid?

The AI Feature Engineer role at MiTek offers flexibility regarding location. If you're located near a MiTek office, you can work in a hybrid model, but if you're not nearby, the position can be fully remote. This allows you to balance your work-life commitments while contributing to a forward-thinking team.

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What are the career advancement opportunities for an AI Feature Engineer at MiTek?

MiTek is committed to the career growth of its employees. As an AI Feature Engineer, you'll have opportunities for professional development, including training programs and tuition reimbursement. The innovative environment at MiTek encourages individuals to advance their careers while making a significant impact on the building industry.

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Common Interview Questions for AI Feature Engineer
Can you describe your experience with data pipeline development?

When answering this question, highlight specific projects where you have designed and maintained data pipelines. Discuss the challenges faced, the technologies used, and how you ensured data quality. Remember to connect your experience back to how it will benefit you in the role at MiTek.

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What AI frameworks are you proficient in and how have you used them?

Discuss the frameworks you have hands-on experience with, such as TensorFlow or PyTorch. Provide examples of projects where you've utilized these tools, the outcomes, and how they aligned with AI feature development, especially in a collaborative environment like MiTek.

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How do you handle exploratory data analysis?

When discussing exploratory data analysis, detail your approach, including the tools and techniques you use. Emphasize any insights derived from analysis and how those insights can drive product features, particularly in enhancing AI models at MiTek.

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Describe a time when you had to collaborate with cross-functional teams.

Share a story where you worked closely with engineers, data scientists, or other stakeholders. Focus on how you communicated complex technical details, gathered requirements, and delivered successful outcomes, showcasing your teamwork skills necessary for the AI Feature Engineer position.

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How do you stay updated with the latest advancements in AI technology?

Emphasize your commitment to learning and professional development. Talk about specific resources like AI conferences, journals, online courses, or communities you follow, and how integrating new information can enhance your work at MiTek.

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What troubleshooting experience do you have with AI models?

Discuss specific instances where you've identified and resolved issues within AI models. Highlight your analytical skills and any frameworks or methodologies you applied to troubleshoot, ensuring to relate this back to the collaborative nature of work at MiTek.

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Can you explain the role of feature engineering in machine learning?

When addressing this question, provide a clear, concise explanation of feature engineering and its importance in increasing the accuracy of machine learning models. Use relevant examples from your past work to illustrate your points, aligning them with the needs of the AI Feature Engineer position at MiTek.

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What is your approach to documenting AI feature specifications?

Explain your strategy for documenting AI feature specifications clearly and effectively. Mention tools you’ve used and the importance of this documentation in ensuring all team members at MiTek are aligned on project goals and specifications.

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Describe your experience working with large datasets.

When answering, describe specific projects involving large datasets. Discuss the challenges in processing and analyzing such data and how you overcame them, demonstrating your capability to handle significant data volumes at MiTek.

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What strategies do you use for preparing data for AI models?

Discuss specific strategies you apply for data preparation, including techniques like data cleaning, transformation, and feature extraction. Relate your methods to the types of AI projects MiTek is involved in, reinforcing your fit for the role of AI Feature Engineer.

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MiTek is the industry leader in every market we serve worldwide. Inspired by our guiding principles, our employees deliver unrivaled software, products and services to our customers…giving them a recognized competitive advantage. Our customers’ s...

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Full-time, hybrid
DATE POSTED
December 19, 2024

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