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Data Analyst/Data Scientist
Company | The Mom Project |
Address | United States |
Employment type | FULL_TIME |
Salary | |
Category | Technology, Information and Internet |
Expires | 2023-07-21 |
Posted at | 10 months ago |
The Mom Project is excited to partner with PwC in their search for a Data Analyst/Data Scientist. This role is 100% remote.
- Explore new analytical technologies and evaluate their technical and commercial viability
- Stay abreast of new AI research from leading labs by reading papers and experimenting with code
- Build ML pipelines that ingest, clean data, and make predictions
- Work in (6) 2-week sprint cycles to develop proofs-of-concept and prototype models that can be demoed and explained to data scientists, internal stakeholders, and clients
- Build ML models and systems, interpret their output, and communicate the results
- Test and reject hypotheses around data processing and ML model building
- Apply ML techniques to address a variety of problems (e.g. consumer segmentation, revenue forecasting, image classification, etc.)
- Develop innovative solutions and perspectives on AI that can be published in academic journals/arXiv and shared with clients
- Experiment, fail quickly, and recognize when you need assistance vs. concluding a technology is not suitable for the task
- Focus on Artificial Intelligence (AI) and ML techniques that are broadly applicable across all industries
- Work across various data mediums: text, audio, imagery, sensory, and structured data
- Work across the entire pipeline: data ingestion, feature engineering, Machine Learning (ML) model development, visualization of results, and packaging solutions into applications/production-ready tools
- Move models from development to production; conducting lab research and publishing work
- 2 years of relevant work experience
- Demonstrated thorough abilities and/or a proven record of success in the Essential 8: AI, Blockchain, Augmented Reality, Drones, The Internet of Things (IoT), Robotics, Virtual Reality, and 3D printing
- Demonstrated knowledge in Data Processing Tools: Python (Numpy, Pandas, etc.), Spark, cloud-based solutions such as GCP DataFlow
- Demonstrated knowledge in Visualization tools: Python (Matplotlib, Seaborn, bokeh, etc.), JavaScript (d3), third-party libraries (Power BI, Tableau, Data Studio)
- Understanding of open-source deep learning frameworks (PyTorch, Keras, Tensorflow)
- Demonstrated knowledge in productionization and containerization technologies: GitHub, Flask, Docker, Kubernetes, Azure DevOps, GCP, Azure, Amazon Web Services (AWS)
- Understanding of ML algorithms (e.g. k-nearest neighbors, random forests, ensemble methods, deep neural networks, etc.) and when it is appropriate to use each technique
- Demonstrated knowledge in Data Storage Technologies: SQL, NoSQL, Postgres, Neo4j, Hadoop, cloud-based databases such as Google Cloud Platform (GCP) BigQuery, and different storage formats (e.g. Parquet, etc.)
- Understanding of text pre-processing and normalization techniques, such as tokenization, and Part of Speech (POS) tagging, and knowledge of Named Entity Extraction, Document Classification, Topic Modeling, Text summarization, and concepts behind the application
- Demonstrated knowledge in Programming languages: Python, R, Java, JavaScript, C++, Unix
- Demonstrated knowledge in natural language understanding/natural language processing (NLU/NLP) domain: Sentiment Analysis, Chatbots and Virtual Assistants, Text Classification, Text Extraction, Machine Translation, Text Summarization, Intent Classification, Speech Recognition, Stateless Transport Tunneling (STT), Text-to-Speech (TTS)
- Demonstrated knowledge in Machine Learning Libraries: Python (sci-kit-learn, genism, etc.), TensorFlow, Keras, PyTorch, Spark Machine Learning Library (MLlib), Natural Language Toolkit (NLTK), spaCy
- Bachelor Degree
- Bachelor's Degree or in lieu of a degree, demonstrating, in addition to the minimum years of experience required for the role, three years of specialized training and/or progressively responsible work experience in technology for each missing year of college
- Master Degree
- Computer and Information Science, Mathematics, Computer Engineering, Artificial Intelligence and Robotics, Mathematical Statistics, Statistics, Economics, Operations Management/Research
- Ph.D. highly preferred
- Career Milestone Awards
- Paid time off, holidays, extended holiday time off, year-round flex days
- Parental leave, phased return-to-work, paid family care leave, and family-building support
- Emergency backup childcare reimbursement program
- Medical, Dental, Vision, & Health savings accounts
- 401(k) Savings Plan and Retirement Wealth Builder Plan
- Insurance & financial programs
- Monthly phone coverage
- Transparency around compensation and earnings potential
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