Job description
Job DescriptionEightfold was founded with a vision to solve for employment in our society. For decades, the connection between individuals and opportunities has been based on who the individuals are and the strength of their network, vs. their potential. Eightfold leverages artificial intelligence to transform how to think about skills and capabilities for individuals as well as how jobs and career decisions are made. Eightfold offers the industry’s first AI-powered Talent Intelligence Platform to transform how organizations plan, hire, develop and retain a diverse workforce, enabling individuals to transform their career.
Eightfold is led by Ashutosh Garg, a PhD in Machine Learning/IIT Delhi alumni who managed Search and Personalization at Google, and Varun Kacholia-IIT Bombay alumni, who led the News Feed Ranking team at Facebook and developed YouTube Search at Google.
About our Team: AI Platform
The AI Platform team is building the industry leading Machine Learning platform for Eightfold’s Data Scientists, Machine Learning Engineers and Product Engineers to easily and quickly apply Machine Learning to a diverse set of use cases at scale. This team is also responsible for pushing the boundaries of applied Machine Learning on a challenging and diverse dataset.
What you will do (or learn to do):
In this role, you will own, train, build and deploy cutting edge deep learning models across all Eightfold products, end to end.
You will work alongside our Data Scientists and Product Engineers to collaborate on various ideas and ensure that there is a highly reliable, world class platform to run their ML models on.
You will help build high performance and flexible infrastructure and services that can rapidly evolve to handle new technologies, techniques and modeling approaches
You will implement and operate an intuitive, easy to use and flexible ML development framework.
Build data pipelines that are able to generate structure from unstructured data
Create industry best practices for Machine Learning in Recruiting
Own building and deploying cutting edge deep learning models across all Eightfold products
Do it responsibly to provide equal opportunity for everyone by extending our internal model fairness platform
Work with various product teams to apply deep learning as relevant
What you should already know
Solid foundation in Machine Learning (ML), Deep Learning, and NLP
Hands-on experience in applying Natural Language Processing (NLP) solutions to challenging real world problems.
Ability to work cross functionally & interface with data science experts across Eightfold customer base
Familiar with Language models, transformers like BERT, GPT-3, T-5 etc.
BS or MS or PhD degree in Computer Science, Data Science or Mathematics
Strong knowledge of CS fundamental concepts and ML languages ( like Python, C, C++, Java, JavaScript, R, and Scala, etc. )
Ability to innovate, as proven by a track record of software artifacts or academic publications in applied machine learning.
Prior experience building and deploying machine learning models in production at scale
Understanding of data and/or ML systems with ability to think across layers of the stack - REST APIs, microservices, data ingestion and processing systems, and distributed systems.
Extensive experience with scientific libraries in Python (numba, pandas) and machine learning tools and frameworks (scikit-learn, tensorflow, torch, etc.).
Experience of implementing production machine learning systems, working with large scale datasets and solid understanding of machine learning theory.
Metrics-focused and passionate about delivering high quality models.
Nice To Haves
Experience with real-time technology problems
Familiar with Pandas / Python machine learning libraries
Familiar with Spark, MLLib, Databricks MLFlow, Apache Airflow and similar related technologies.
Familiar with a cloud based environment such as AWS
Familiarity with MLOps tools and pipelines (MLflow, Metaflow).
Experience with analyzing large data sets, using Hadoop, Spark or related technologies is a plus.
Eightfold Engineering Values & Benefits
We are a team of self-starters who excel in their fields. We believe in giving you responsibility, not a task. We want you to have ownership and pride in the work you are doing and see the positive impact of your work on your colleagues, our customers, and the world. We believe in providing transparency and support, so you can do the best work of your career.
We offer competitive compensation and benefits, including family medical, vision, and dental coverage. We also offer a 401k plan, stock options, and unlimited paid time off for all eligible employees.
Eightfold provides equal employment opportunities (EEO) to all employees and applicants for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, age, or disability.
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