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MLOps Engineer

MLOps Engineer

NewMind AIMaslak, Sarıyer, TR
9 days ago
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Job description

I - Who We Are?

New Mind AI is an innovative and pioneering company specializing in leveraging big data through a comprehensive and holistic approach. From data digitization and classification to deriving meaningful insights and extracting actionable outputs, we employ advanced taxonomies and ontologies to organize data in a structured and insightful manner, creating a semantic layer to better understand corporate data. Our mission extends beyond mere data structuring; we empower companies to transform their data into actionable insights, facilitating dynamic corporate governance.

With over 300 task-oriented and domain-specific AI models, built using an orchestration of experts framework, we provide robust solutions for dynamic corporate governance. By implementing dynamic knowledge network structures, we develop advanced AI models that ensure effective management of corporate data in the business world. Our expertise spans AI-driven business solutions, including AI legal tech products, excelling in natural language processing, deep learning, machine learning, data analysis, and data visualization.

Headquartered in YTÜ Teknopark, Maslak, Istanbul, and operating four specialized laboratories—Data Visualization Lab in India, Data Taxonomy Lab in Bomonti, and Big Data and Legal Tech Labs in Maslak—we are leaders in big data analysis in Türkiye and beyond. Our flagship dynamic knowledge management platforms, Mecellem, Malumat, and Mahfuz, empower professionals across various industries by streamlining complex tasks, optimizing decision-making, and managing business risks with precision.

Through our cutting-edge AI tools, including Generative AI, LLMs, text-to-speech and speech-to-text, image recognition, voice recognition, function call, graphRAG, OCR, blockchain and RAG, we set new standards in business technology. We deliver smarter, more dynamic solutions for the business world, both in Türkiye and internationally.

II - Who We Are Looking For?

We are seeking a skilled and experienced MLOps Engineer to join our team. The ideal candidate will have a strong understanding of MLOps / DataOps / AIOps / DevOps / LLMOps methodologies and principles, with expertise in building and maintaining robust MLOps infrastructure. This role requires proficiency in Python and Bash programming languages, experience with containerization technologies like Docker and Kubernetes, and familiarity with various MLOps frameworks and tools. The ideal candidate will be passionate about the engineering behind machine learning, with a strong understanding of data pipelines, model training, deployment, and monitoring.

III - What Will Be Your Responsibilities?

i) Design and implement scalable MLOps infrastructure, including orchestrated data pipelines, continuous model training and automated deployment systems. (ii) Develop and maintain monitoring and configuration management tools to ensure the reliability and performance of our on-premises MLOps infrastructure. (iii) Collaborate with data scientists and software engineers to build scalable and efficient data pipelines and model training and deployment systems. (iv) Install and configure hardware, operating systems, and related software for tuning computing resources. (v) Prepare development and production platforms for Machine Learning Operations with containerization technologies. (vi) Communicate with a team of data scientists, machine learning engineers, and architects to document processes and ensure smooth collaboration. (vii) Troubleshoot and debug issues related to MLOps infrastructure and deployment processes. (viii) Take offline models built by Machine Learning Engineers and turn them into real machine learning production systems. (ix) Stay up-to-date with the latest trends and technologies in MLOps, LLMOps, machine learning, and artificial intelligence.

IV - What Is Required from You?

i) Qualifications : Bachelor's degree in Computer Engineering, Data Science, or a related field. Master's or PhD degree is a plus. (ii) Experience : 2+ years of hands-on experience in designing and implementing MLOps solutions, including experience with containerization technologies, CI / CD pipelines, and data pipeline orchestration platforms. (iii) Expertise : Strong understanding of MLOps / DataOps / AIOps / DevOps / LLMOps methodologies and principles. Proficiency in Python and Bash programming languages. Experience with Machine Learning frameworks - like scikit-learn, LGBM, TensorFlow, PyTorch etc. Experience with MLOps Frameworks like MLFlow, Kedro, W&B, DVC etc. Experience with at least one Machine Learning / Data Pipeline orchestration platform such as Apache Airflow, MageAI, Kubeflow etc. Experience with big data processing frameworks such as Apache Spark and streaming platforms like Apache Kafka. Familiarity with data formats including Parquet files and data lakehouse technologies such as Apache Hudi. Strong knowledge of containerization with Docker and container orchestration technologies, such as Docker Swarm, Kubernetes, Slurm etc. Experience with Kubernetes backup and disaster recovery tools such as Velero. (iv) Knowledge : Strong knowledge of infrastructure monitoring tools such as Prometheus, Grafana, Evidently, Zabbix etc. Experience with Configuration Management tools such as Ansible, Chef, Puppet, Terraform etc. Hands-on experience in Linux (Debian Based) and administration. Experience working with cloud computing and database systems such as Elasticsearch, MongoDB, MySQL, Postgres, Couchbase etc. Knowledge of distributed storage systems such as Ceph and object storage solutions like Minio. Understanding of GPU virtualization technologies including MIG (Multi-Instance GPU) and MPS (Multi-Process Service). Expertise on VCS systems such as Gitlab, Github etc. (v) Skills : Self-motivated, organized, proactive, and flexible. Passion for the engineering behind machine learning and scaling it. Experience with DevOps and CI / CD practices. Strong Understanding cluster based microservice infrastructures in High Availability and fault-tolerant systems. Hands-on experience on Data Migration and Version Bump Operations. Understanding Network fundamentals and configuration management, troubleshooting. Hands-on experience on Zero downtime deployment operations. Experience with reverse proxying and load balancing technologies such as Nginx, HAProxy, Traefik, Envoy etc. Ability to design and implement build MLOps pipelines on premise / cloud. Ability to understand tools used by Machine Learning Engineers and experience with software development and test automation. Experience with Agile methodologies and Scrum frameworks. Hands-on experience on Virtual Machines, including hypervisors (Hyper-V, ESXi etc.). (vi) Language : Fluent in English, both written and spoken, is required for effective communication with international teams and clients. (vii) Competencies : Strong analytical and problem-solving skills. Excellent communication and collaboration skills. Ability to work independently and as part of a team. Passion for AI and its potential to transform businesses.

V - Why Work at New Mind AI?

New Mind AI offers a unique opportunity for ambitious young professionals seeking to make a real impact in the rapidly growing field of AI. As a company at the forefront of AI innovation, we are driven by a strong mission to empower businesses with actionable insights derived from data. This translates to a dynamic and stimulating work environment where you will be challenged to think critically, develop your skills, and contribute to groundbreaking projects. Here are some key reasons why New Mind is an ideal place for young talent : (i) be a part of something bigger : Our work goes beyond simply developing AI models. We are shaping the future of business and helping organizations navigate the complex world of data-driven decision-making; (ii) work with leading experts : You will be surrounded by a team of passionate and knowledgeable individuals who are experts in their fields. This collaborative environment fosters continuous learning and growth; (iii) gain valuable experience : You will have the opportunity to work on diverse projects, utilizing cutting-edge AI tools and technologies, including Generative AI, LLMs, and more; (iv) make a real difference : Your contributions will directly impact our company's growth and success, contributing to the advancement of AI technology and its positive impact on the world; (v) global reach : As a company with a global presence, you will be exposed to a diverse range of perspectives and opportunities to work with clients and partners from around the world; (vi) invest in your future : New Mind is committed to supporting its employees' professional development and offers opportunities for growth within the company.

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Engineer • Maslak, Sarıyer, TR

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