Machine Learning Engineer
Columbus, OH
Nexient
Nexient is America’s largest 100% US-based software development consulting firm. We help clients outpace their competition through agile development, digital innovation and product-minded / project to product strategies.Don’t only dream about what’s next – come build it with us!
Nexient specializes in bringing a “Product Mindset” to our work, using small, nimble teams, Agile thinking and other techniques from product development to build great custom software people love to use.
And as America’s leading 100% US, 100% Agile software services partner, we’re building it here instead of sending tech jobs offshore.
People are noticing.
Our clients include some of America’s favorite brands in retail, healthcare, financial services and more – but also some very cool product companies you may not have heard of yet. We’re recognized as a Gartner Cool Vendor, HfS Hot Vendor and the only 100% US tech company in the World’s Top 100 Outsourcers. You might have read about us in The New York Times.
Nexient combines:
· Silicon Valley innovation (through our Bay Area innovation hub, and network of startups and emerging technology partners) · Scalable, Midwest delivery (with 65+ Agile teams in high talent cities like Ann Arbor, Michigan)· Onsite collaboration (with product managers and other key roles working face-to-face with client teams around the country)
Come build with us!
Required Technical Skills:
- Solid understanding of machine learning fundamentals
- Optimization (gradient decent variants, hyperparameter tuning, regularization)
- Some experience in a variety of problems and domains, with depth in at least two (supervised, unsupervised, generative, control/RL, anomaly detection, timeseries, etc.)
- Traditional ML models (k-means, KNN, decision trees, SVM, Bayesian/graphical models, Gaussian process, etc.)
- Deep learning fundamentals (CNN, RNN, attention/memory, Autoregressive) and extensions (Transformer, LSTM, ResNet, etc.)
- Experience coding with popular frameworks
- Python expertise (data structures, coding patterns) along with common data, math and visualization libraries
- Able to configure and work in different coding environments (local, notebooks, containers) and software engineering workflows (testing, code management/Git, CI/CD)
- Loading and saving large data sets and models efficiently
- Customizing models and optimizing performance
- Structuring code to make it modular and deployable (logging and metrics, adhering to common deployment interfaces/hooks)
- Ability to follow papers/theory and adapt associated models
Nice to have:
- NLP specialization (NLU, NLI, QA, BERT, GPT, T5, XLNet, etc.)
- MLOps and cloud environment (resource configuration, optimization)
Company sponsored health, dental, vision insurance and flexible spending account (FSA) for employees and their families including domestic partners
Paid Vacation Time and company holidays
401K plan
Lunch & Learn
Passionate, collaborative and awesome co-workers
World class training and career mentorship
Nexient is an inclusive equal opportunity employer. At Nexient, your uniqueness makes us better. Your uniqueness is why you are valued, you are heard, you add to our culture, and you belong. Diversity & Inclusion is hard coded into our DNA, and at the core of everything we do. Together, not separately, we strive to become even more diverse to help fuel our innovation and connect us closer with the clients and communities we serve.
Tags: Agile ANN Autoregressive models Bayesian BERT CI/CD Deep Learning Engineering Git Machine Learning ML models MLOps NLP Python RNN Testing XLNet
Perks/benefits: 401(k) matching Career development Flex hours Flexible spending account Flex vacation Health care
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