Job Description
Responsibilities
- Design, develop and evaluate machine learning models suitable for text analytics tasks such as extraction, disambiguation and classification
- Contribute to the design of solutions that fit the business problem, may include custom algorithm development
- Develop new features for existing products, implement proof of concept and prototypes
- Work closely with product development teams and product stakeholders following an Agile product development methodology
- Effectively communicate with fellow technologists and other stakeholders
Knowledge And Skills
- Non-trivial project experience in text analysis, information extraction, entity extraction, machine learning and natural language processing
- Strong working knowledge of Bayesian Statistics, Supervised and Unsupervised Machine Learning, and Deep Learning
- Experience building models with at least one of the following techniques/tools:
- SVM, Naïve-Bayes, CRF, Binary/Multinomial Logistic Regression, LDA, word2vec, doc2vec
- Strong programming skills required in Python, at least one other language like Java or C++ is desired
- Tools/Libraries:
- NumPy, Pandas, Scikit-Learn, NLTK, Gensim, SpaCy, PyTorch, Jupyter Notebooks
- Experience with SQL, NoSQL databases
- Strong cross-platform skills (Linux and Windows)
- Experience developing software within an Agile product development environment
Education And Work Experience
- MS or PhD in Computer Science, or related field or experience
- 6+ years of information extraction, NLP, statistical data analysis and predictive modeling
- 3+ years’ experience developing commercial software products
- Implementing and deploying standard NLP systems for text classification, entity extraction, sentiment analysis, etc. with extensive experience in
- Collecting and preparing training data
- Training supervised and unsupervised models
- Optimizing model hyperparameters
- Analyzing errors for machine learning models
- Real-world application of deep learning to train NLP models
Requirement: Must be US Citizen
Location: Herndon, VA
More Information
- Salary Offer 0 ~ $3000
- Experience Level Senior
- Total Years Experience 0-5
- Dropdown field Option 1