Lead Data Scientist
3 months ago
Roles and Responsibilities :
- Lead and mentor a team of data scientists and NLP specialists.
- Manage multiple NLP projects from conception to deployment.
- Collaborate with product managers, engineers, and stakeholders to understand requirements and deliver solutions.
- Ensure timely delivery of projects while maintaining high-quality standards.
- Design, develop, and optimize NLP models for various applications such as text classification, sentiment analysis, entity recognition, and chatbots.
- Conduct experiments, perform A/B testing, and refine models based on feedback and performance metrics.
- Develop pipelines for data extraction, transformation, and loading (ETL) specific to NLP tasks.
- Work closely with engineering teams to integrate NLP solutions into products.
- Strong leadership and project management abilities.
- Effective communication and interpersonal skills.
Skills Required :
- Proficiency in Python programming languages & SQL
- Text Preprocessing techniques, Text representation methods including BoW, TF-IDF, Word embeddings, (Word2Vec, Glove) and contextual embeddings (BERT, GPT)
- Advanced NLP tasks such as NER, sentiment analysis, topic modeling and machine translation, Speech to text and Text to Speech
- Experience with NLP frameworks and libraries (SpaCy, NLTK, Hugging Face, Transformers and Genism)
- Deep learning architectures such as Convolution Neural networks (CNN), Recurrent Neural Networks (RNN), Long Short-Term Memory networks (LSTMs) and Transformer Models.
- Framework for deep learning such as TensorFlow, PyTorch and Keras.
- Proficiency in working with Large Pre trained language models (LLMs) such as BERT, GPT-3, T5 and other transformer-based models.
- Fine tuning pre-trained models for specific NLP tasks and domains.
- Experience with Cloud Platforms (AWS, Azure and GCP), and Containerization technologies such as Docker.
- Knowledge of RESTful API and microservice architecture for deploying NLP models.
- Experience in the BFSI indus
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