NLP Engineer
3 days ago
T Position Overview:
We are seeking a highly skilled and proactive NLP Engineer to design and implement advanced natural language processing (NLP) solutions. The role involves end-to-end ownership of NLP-based projects, from requirements gathering and model development to deployment and optimization. The ideal candidate will have a strong technical background in NLP, a solid understanding of software development life cycle (SDLC) processes, and experience managing projects to deliver high-quality, scalable solutions.
Key Responsibilities:
NLP Solution Development
- Design and implement NLP models for tasks such as text generation, summarization, keyword extraction, grammar correction, and semantic analysis.
- Develop text-to-text transformation capabilities for effective content structuring and rephrasing.
- Utilize semantic analysis techniques to extract meaningful insights from unstructured data.
Tech Stack Implementation
- Leverage state-of-the-art models like T5 , BERT , RoBERTa , and DistilBERT for tailored NLP solutions.
- Use libraries such as spaCy , NLTK , and Hugging Face Transformers for text processing and model development.
- Implement efficient pipelines for large-scale processing of text data.
System Integration and Optimization
- Integrate NLP solutions into existing workflows and systems with high performance and reliability.
- Optimize NLP models for speed, accuracy, and resource efficiency, including lightweight alternatives.
- Ensure the scalability of solutions to handle high-volume use cases effectively.
Project Management
- Lead the planning, execution, and delivery of NLP projects, ensuring alignment with timelines and quality benchmarks.
- Collaborate with stakeholders to gather requirements, define project scope, and manage deliverables.
- Create detailed project documentation, including timelines, milestones, and risk assessments.
Software Development Life Cycle (SDLC)
- Participate in all phases of the SDLC, including requirements analysis, design, development, testing, and deployment.
- Collaborate with QA teams to develop and execute test plans for validating NLP solutions.
- Ensure robust version control and maintain high-quality coding standards throughout the development process.
Research and Innovation
- Stay updated on the latest advancements in NLP, AI, and related technologies.
- Experiment with new models and techniques to enhance existing processes and workflows.
- Identify opportunities for innovation and propose new use cases for NLP solutions.
Key Qualifications:
Technical Skills
- Proven experience with NLP frameworks (e.g., spaCy , NLTK , Hugging Face Transformers ).
- Expertise in pre-trained models (e.g., BERT , T5 , RoBERTa ) and their fine-tuning for domain-specific applications.
- Strong programming skills in Python, with proficiency in NLP-specific libraries.
- Familiarity with machine learning frameworks like PyTorch or TensorFlow .
- Solid understanding of text preprocessing, feature extraction, and model evaluation techniques.
Project Management Skills
- Experience managing projects with multiple stakeholders and delivering on deadlines.
- Ability to create detailed project plans and track progress effectively.
- Strong organizational skills and attention to detail.
SDLC Knowledge
- Familiarity with Agile and waterfall methodologies for software development.
- Experience in writing project documentation, including technical specifications and user stories.
- Knowledge of CI/CD processes and version control tools (e.g., Git).
Soft Skills
- Strong analytical and problem-solving skills.
- Excellent communication skills for collaboration with cross-functional teams.
- Ability to lead and mentor team members when required.
Preferred Experience
- Experience deploying NLP models in production environments.
- Prior work in domains like HR, education, or finance involving NLP applications.
Educational Background:
- Bachelor’s or Master’s degree in Computer Science, Artificial Intelligence, Data Science, or a related field.
- Strong foundational knowledge of natural language processing, machine learning, and project management principles.
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