Job Summary:
Articul8 AI is dedicated to creating exceptional AI products that exceed customer expectations. They are seeking machine learning engineers to build data pipelines for data collection, extraction, filtering, and analysis, while working closely with researchers and engineers to enhance domain-specific models.
Responsibilities:
โข Design and develop data processing pipelines, including data extraction, data filtering, data labeling, etc.
โข Implement machine learning models to improve the quality and diversity of data (especially in the data extraction stage), e.g., quality classifier, document layout model, code verification model, etc.
โข Own and lead engineering projects in the area of data acquisition, including web crawling, data ingestion, and processing.
โข Collaborate with our Applied Research, Technology, and Architecture teams to ensure smooth data flow and system operability.
โข Develop and deploy highly scalable distributed systems capable of handling terrabytes of data.
โข Architect and implement algorithms for data indexing and search capabilities.
โข Build and maintain backend services for data storage, including work with key-value databases and synchronization.
โข Deploy solutions in a Kubernetes Infrastructure-as-Code environment and perform routine system checks.
Qualifications:
Required:
โข BS/MS/PhD in Computer Science or a related field.
โข Proficiency in at least one deep learning framework, such as PyTorch.
โข Experience in machine learning projects in text or vision, e.g., has trained machine learning models to tackle a specific problem.
โข Strong expertise in large stateful distributed systems and data processing.
โข Strong proficiency in building large-scale data processing pipelines, familiar with distributed workload (e.g., multiprocessing, Ray, Docker, Kubernetes).
โข Proficiency in at least one programming language commonly used in machine learning, such as Python and ability to write clean, maintainable code.
โข Excellent problem-solving skills and attention to detail, especially when handling data anomalies and biases to further improve data quality.
Preferred:
โข Active Github contributions are a big plus.
โข Experience in building large-scale datasets.
โข Familiar with at least one of the following tools for data crawling (e.g. Scrapy), data collection (e.g., VPNs, Selenium), data processing (e.g., Hadoop, Datasketch).
โข Building bespoke data processing libraries from scratch.
โข Keeping up with state-of-the-art techniques for preparing AI training data.
โข Organizing and meticulously bookkeeping data across multiple clouds, of multiple modalities, and from many sources.
โข Multilingual which contributes to enriching the language diversity crucial for robust model training.
Company:
Articul8 AI is a technology company whose products transform enterprise data and expertise into powerful engines of growth, value and impact. Founded in 2024, the company is headquartered in Palo Alto, USA, with a team of 51-200 employees. The company is currently Growth Stage.