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Natural Language Processing

1 month ago

Remote, India Samar Tech Full time

Please call at
9891828828

Technical Skills:

- **Programming Languages and Tools**:

- What programming languages are you proficient in? (Common languages include Python, Java, and R)
- Have you worked with NLP libraries and frameworks such as NLTK, SpaCy, TensorFlow, or PyTorch?
- Can you provide examples of projects or tasks where you've applied NLP techniques using these tools?
- **NLP Techniques**:

- Can you explain common NLP tasks such as tokenization, part-of-speech tagging, named entity recognition, and syntactic parsing?
- Have you implemented or worked with machine learning models for text classification, sentiment analysis, or sequence labeling?
- What experience do you have with more advanced NLP tasks such as machine translation, summarization, question answering, or dialogue systems?
- **Deep Learning and NLP**:

- Are you familiar with deep learning architectures commonly used in NLP, such as recurrent neural networks (RNNs), convolutional neural networks (CNNs), and transformer models?
- Have you worked with pre-trained language models like BERT, GPT, or XLNet? Can you describe how they are used and fine-tuned for specific NLP tasks?
- **Text Data Processing**:

- Have you dealt with challenges related to noisy or unstructured text data, such as spelling errors, abbreviations, or slang?
- **Evaluation and Performance Metrics**:

- What metrics do you use to evaluate the performance of NLP models? (e.g., accuracy, precision, recall, F1-score)
- Can you explain the concept of cross-validation and its importance in model evaluation?

Domain Knowledge:

- **Linguistics and Language Understanding**:

- Do you have a background in linguistics or language studies? How does your understanding of linguistics inform your approach to NLP?
- Can you explain the differences between morphology, syntax, semantics, and pragmatics, and how they relate to NLP tasks?
- **Application Areas**:

- Have you worked on NLP projects in specific domains such as healthcare, finance, customer service, or social media analysis?

Soft Skills and Other Requirements:

- **Communication and Collaboration**:

- Can you effectively communicate technical concepts to non-technical stakeholders? Provide examples of how you've collaborated with interdisciplinary teams.
- Have you contributed to open-source NLP projects or participated in NLP-related communities and forums?
- **Problem-Solving and Creativity**:

- Describe a challenging NLP problem you've encountered and how you approached solving it.
- How do you stay updated with the latest developments and research in the field of NLP?
- **Learning and Adaptability**:

- NLP is a rapidly evolving field. How do you keep up with new techniques, models, and best practices?
- Can you provide examples of how you quickly learned new tools or technologies in previous roles?
- **Ethical Considerations**:

- Are you aware of ethical considerations and biases that may arise when working with NLP systems, such as fairness, privacy, and transparency?
- How do you ensure that NLP solutions adhere to ethical guidelines and standards?

**Job Type**: Part-time

Pay: ₹50,000.00 - ₹100,000.00 per month

Expected hours: 5 per week

**Experience**:

- total work: 4 years (preferred)

Work Location: Remote

**Speak with the employer**
+91
9891828828