ML Engineer - Deep Learning Models, LLMs, GenAI Models, MLFlow

Department Icon Data Science Analytics & Machine Learning
149+ Applicants
Posted: 1 year ago
3-5 years
India
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Posted: 1 year ago
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Applicants: 149+
Job Description
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Job Description

What Youll Do
At the forefront of tax compliance and automation, Avalara simplifies the complexities of determining the taxability of goods and services across various jurisdictions.
Were on the lookout for skilled Machine Learning Engineers to join our team, with a focus on refining our tax code classification models. Predicting the right Avalara tax code is essential for precise tax calculations, and your role will be instrumental in enhancing the customer experience during the Go-Live process.
In this position, you will be tasked with building, deploying, and maintaining ML models that are the backbone of our tax code classification systems. This role requires a combination of technical expertise in Machine Learning and a thorough understanding of software development, with the goal of boosting classification accuracy.
  • Develop and deploy Machine Learning models specifically tailored for Tax Code Classification, focusing on maximising accuracy and optimizing performance.
  • Conduct in-depth analysis and feature engineering to improve model efficacy.
  • Make informed data-driven decisions with data analytics to help steer experimental efforts.
  • Follow best practices and established standards for the development and deployment of REST APIs, ensuring seamless integration and functionality.
  • Build on top of the foundational MLOps framework for efficient model deployment, dataset versioning, and managing the entire model lifecycle.
  • Leverage best practices in software development, including Continuous Integration/Continuous Deployment (CI/CD) along with appropriate functional and unit testing in place.
  • Write, review, and maintain high-quality code that meets industry standards, contributing to the projects technical excellence.
  • Lead code review sessions, ensuring good code quality and foster a culture of continuous improvement.
What Youll Need to be Successful
  • Demonstrated prowess in machine learning, with a particular focus on classification algorithms and their application in real-world scenarios.
  • Commitment to continuous learning and applying the latest technologies and methodologies in machine learning and software development.
  • Proficiency in developing and debugging software with a preference for Python, though familiarity with additional programming languages is highly valued and encouraged.
  • Good problem-solving skills with the ability to analyse issues, identify and apply effective solutions.
  • Strong collaboration and communication skills, capable of working effectively with cross-functional teams.
Desirable Qualifications
  • Bachelor’s or Master’s degree in Artificial Intelligence, Machine Learning, Computer Science, Applied Mathematics or a related science field.
  • 3+ years of experience in software development within production environments, along with experience to building machine learning models.
  • Familiarity with algorithms, and data structures.
  • Good analytical, design and debugging skills.
  • Experience with cloud computing platforms, preferably AWS, and familiarity with containerization and orchestration tools.
  • Demonstrated ability to keep up with technological advancements and apply them in a fast-paced work environment.
Technologies You Will Be Primarily Working With
Python, PyTorch, TensorFlow, Deep Learning models, LLMs, GenAI models, MLFlow, Docker, Kubernetes, Terraform, AWS, GitLab, Postgres, Prometheus, Grafana.
About The Team
We are the AI & ML enablement group in Avalara:

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We empower Avalaras Product and Engineering teams with cutting-edge AI & ML capabilities, driving easy-to-use, automated compliance solutions that position Avalara as the industry AI technology leader and the go-to choice for all compliance needs.
How Well Take Care of You
Total Rewards
In addition to a great compensation package, paid time off, and paid parental leave, many Avalara employees are eligible for bonuses.
Health & Wellness
Benefits vary by location but generally include private medical, life, and disability insurance.
Inclusive culture and diversity
Avalara strongly supports diversity, equity, and inclusion, and is committed to integrating them into our business practices and our organizational culture. We also have a total of 8 employee-run resource groups, each with senior leadership and exec sponsorship.
Flexible hybrid working
We support hybrid work and flexible schedules for our employees.
Learn more about our benefits by region here: https://careers.avalara.com/
About Avalara
We’re Avalara. We’re defining the relationship between tax and tech.
We’ve already built an industry-leading cloud compliance platform, processing nearly 40 billion customer API calls and over 5 million tax returns a year.
Last year, we became a billion-dollar business, and our tribe expanded by a cool thousand people - there’s nearly 5,000 of us now. Our growth is real, and we’re not slowing down - not until we’ve achieved our mission - to be part of every transaction in the world.
We’re bright, innovative and disruptive, like the orange we love to wear. It captures our quirky spirit and optimistic mindset. It shows off the culture we’ve designed, that empowers our people to win. Ownership and achievement go hand in hand here. We instill passion in our people through the trust we place in them.
We’ve been different from day one. Join us, and your career will be too.
EEO Statement
We’re an Equal Opportunity Employer. Supporting diversity and inclusion is a cornerstone of our company — we don’t want people to fit into our culture, but to enrich it. All qualified candidates will receive consideration for employment without regard to race, color, creed, religion, age, gender, national orientation, disability, sexual orientation, US Veteran status, or any other factor protected by law. If you require any reasonable adjustments during the recruitment process, please let us know.

Skills

Artificial IntelligenceData AnalyticsPythonDeep LearningMachine Learning

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About Company

Avalara is a leading provider of cloud-based tax compliance solutions, serving businesses of all sizes. Specializing in various aspects of tax automation, Avalara helps companies navigate the complexities of sales tax, VAT, excise tax, and other tax-related obligations across jurisdictions. Avalara Careers offers a dynamic and innovative work environment where technology and tax law intersect. This provides professionals with a unique opportunity to develop skills in a niche yet crucial segment of financial technology. With a strong emphasis on growth and learning, Avalara Careers enables individuals to thrive in a supportive and forward-thinking company that is at the forefront of the digital transformation of tax compliance.







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Important dates & deadlines?

Application Deadline

16 Aug 24, 05:26 PM IST

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ML Engineer - Deep Learning Models, LLMs, GenAI Models, MLFlow

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