careers.homedepot.com
Staff Machine Learning Engineer
Location
United States
Posted
16 days ago
Salary
$120K - $190K / year
Job Description
Job Requirements
- 3 - 6 years of relevant work experience
- Experience to algorithms such as clustering, forecasting, anomaly detection, and neural networks.
- Experience to basic statistics and regression algorithms
- Experience in advanced machine learning techniques such as NLP, convolutional neural networks, autoencoders, and embeddings generation and utilization
- Experience in training machine learning models with extremely large datasets
- Experience with Data Analysis and Machine Learning Tools and Libraries like Jupyter Notebooks, Pandas, SciPy, Scikit-learn, Gensim, tensorflow, pytorch, etc.
- Experience with GPU acceleration (i.e. CUDA and cuDNN)
- Experience in Google Cloud Platform and AI/ML related components such as Vertex AI, BigQueryML, and AutoML
- Experience in effective data engineering practices and big data platforms such as BigQuery, Data Store, etc
- Experience in a modern scripting language (preferably Python)
- Experience in modern web application framework such as Node.js
- Experience in a front-end technology and framework such as HTML, CCS, JavaScript, ReactJS, D3
- Experience in writing SQL queries against a relational database
- Experience in version control systems (preferable Git)
- Experience in a Linux or Unix based environment
- Experience in a CI/CD toolchain
- Experience in REST and effective web service design
- Experience in production systems design including High Availability, Disaster Recovery, Performance, Efficiency, and Security
- Experience in NoSQL databases
- Experience in cloud computing platform and associated automation patterns and machine learning services they provide
- Experience in defensive coding practices and patterns for high Availability
- Experience in A/B testing and effective REST design for scalable web services architecture
- Familiarity with advanced machine learning architectures GANs, GRU, LSTMs, RNNs, CNNs, style transfer.
Benefits
- Health insurance
- 401(k) matching
- Flexible work hours
- Professional development opportunities
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