ML Architect IRC271015

職種概要

This is a senior technical leadership position within a company that has been a pillar of the professional audio industry for decades. We are known for our deep respect for classic recording technology combined with a relentless drive for innovation. Our unique strength lies in our ability to meticulously recreate the nuanced character of analog sound in the digital realm.

In this role, you will be pivotal in shaping the future of our products by architecting the machine learning systems that will power our next generation of creative tools. You will define the technical direction for key initiatives focused on using AI to enhance musical creativity and intelligently sculpt sound. Your work will involve designing scalable and high-performance ML architectures that integrate flawlessly with our existing digital signal processing and software ecosystem, directly impacting the creative experience of musicians and producers worldwide.

必要条件

• Experience: We’re looking for someone with over eight years of experience in Machine Learning, including at least three to five years in a lead or architect role focused on production systems. You should have deep expertise in designing and deploying end-to-end ML systems, especially for audio, signal processing, or time-series data.
• Technical Skills: You’ll need strong proficiency with major ML frameworks like PyTorch or TensorFlow and related libraries such as NumPy and SciPy. Experience with various ML model architectures relevant to audio, like CNNs, RNNs, Transformers, GANs, and VAEs, is essential. A solid understanding of audio digital signal processing (DSP) fundamentals and experience with different audio data types are also required.
• MLOps and Programming: Familiarity with MLOps tools and practices such as MLflow or Kubeflow is necessary. Strong Python skills are a must, and experience with C++ is a significant advantage for integrating with our existing audio engines.
• Education and Leadership: A Bachelor’s or Master’s degree in a quantitative field like Computer Science, Electrical Engineering, or Machine Learning is required, while a Ph.D. is a plus. You should also have prior experience in a technical leadership role with a history of successful cross-functional collaboration.
• Communication: Exceptional communication, leadership, and interpersonal skills are crucial for articulating complex technical concepts to various audiences

職務内容

• Architect ML Systems: You will design and implement robust, scalable, and high-performance machine learning systems tailored for audio-centric applications. This includes creating generative models for musical ideas and developing intelligent audio processing solutions.
• Define ML Strategy: A key part of your role will be to translate the company’s overall AI vision into concrete architectural blueprints and technical roadmaps. You’ll ensure these plans align with product goals for initiatives focused on generative music tools and intelligent sound shaping.
• Evaluate and Select Technologies: You will lead the charge in assessing and choosing the most suitable ML technologies, frameworks, and tools. This will involve making sure they are compatible with our core DSP strengths and product environment.
• Shape Data Strategy: Collaboration is key! You’ll work with data engineers and product teams to create strategies for acquiring, labeling, and managing the large audio datasets needed for training our models.
• Establish MLOps Practices: You will define and implement best practices for the entire machine learning model lifecycle, from training and versioning to deployment and monitoring.
• Optimize for Performance: A critical aspect of this role is designing ML solutions that are optimized for real-time performance, low latency, and efficiency, which is vital for audio applications.
• Provide Leadership and Mentorship: You’ll guide and mentor ML engineers, fostering a culture of technical excellence and innovation within the team.
• Drive Integration and Research: You will work closely with DSP engineers, software developers, and product managers to seamlessly integrate ML capabilities into our products. Staying at the forefront of ML and audio AI research to identify new opportunities is also a key responsibility.

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私たちが提供するもの

Culture of caring. At GlobalLogic, we prioritize a culture of caring. Across every region and department, at every level, we consistently put people first. From day one, you’ll experience an inclusive culture of acceptance and belonging, where you’ll have the chance to build meaningful connections with collaborative teammates, supportive managers, and compassionate leaders. 

Learning and development. We are committed to your continuous learning and development. You’ll learn and grow daily in an environment with many opportunities to try new things, sharpen your skills, and advance your career at GlobalLogic. With our Career Navigator tool as just one example, GlobalLogic offers a rich array of programs, training curricula, and hands-on opportunities to grow personally and professionally.

Interesting & meaningful work. GlobalLogic is known for engineering impact for and with clients around the world. As part of our team, you’ll have the chance to work on projects that matter. Each is a unique opportunity to engage your curiosity and creative problem-solving skills as you help clients reimagine what’s possible and bring new solutions to market. In the process, you’ll have the privilege of working on some of the most cutting-edge and impactful solutions shaping the world today.

Balance and flexibility. We believe in the importance of balance and flexibility. With many functional career areas, roles, and work arrangements, you can explore ways of achieving the perfect balance between your work and life. Your life extends beyond the office, and we always do our best to help you integrate and balance the best of work and life, having fun along the way!

High-trust organization. We are a high-trust organization where integrity is key. By joining GlobalLogic, you’re placing your trust in a safe, reliable, and ethical global company. Integrity and trust are a cornerstone of our value proposition to our employees and clients. You will find truthfulness, candor, and integrity in everything we do.

GlobalLogicについて

GlobalLogic, a Hitachi Group Company, is a trusted digital engineering partner to the world’s largest and most forward-thinking companies. Since 2000, we’ve been at the forefront of the digital revolution – helping create some of the most innovative and widely used digital products and experiences. Today we continue to collaborate with clients in transforming businesses and redefining industries through intelligent products, platforms, and services.