Olive Green Consulting
Location
Bangalore | India
Job description
Job Title: Senior Data Scientist - NLP(LLM)
Experience: 4+ Years
Location: Bangalore
Job Description
We are seeking a Senior Data Scientist with 4+ years of experience in Natural Language Processing (LLM) to join our team. The ideal candidate will have a strong background in Natural Language Processing (NLP) and, Machine Learning, and Data Science. You will be responsible for developing and implementing NLP models to solve complex business problems.
Major Responsibilities
● Develop and implement NLP models to solve complex business problems using deep learning algorithms and neural networks
● Perform exploratory data analysis to gain insights into the data and develop data preprocessing pipelines for text data
● Work with stakeholders to define project requirements and scope, and collaborate with cross-functional teams to implement solutions
● Perform statistical analysis and evaluate model performance using appropriate metrics.
● Communicate findings and insights to technical and non-technical stakeholders
● Keep up-to-date with the latest developments in NLP and related fields
Major skill requirements
● Strong programming skills in Python and proficiency in other programming languages such as C++, Javascript, and Bash are appreciated.
● Experience with deep learning frameworks such as TensorFlow, PyTorch, and Keras
● Strong understanding of BERT and other transformer models and the role of attention mechanism.
● Hands-on experience using NLP algorithms and techniques such as text pre-processing, language modeling, information extraction, sentiment analysis, topic modeling, machine translation, and Information Retrieval.
● Comprehensive understanding of evaluating NLP models using a range of benchmarking metrics, including but not limited to precision, recall, WER, BLEU score, ROUGE, METEOR, AUC-ROC, F1 score, and coherence
● Experience with data ingestion from databases like MySQL, MongoDB, etc. and data manipulation and visualization tools such as Pandas, NumPy, Matplotlib, Plotly
● Familiarity with cloud platforms such as AWS, GCP, or Azure and experience with deploying models to production environments using docker containers using version control tools like Git.
● Excellent communication and interpersonal skills, with the ability to explain technical concepts to non-technical stakeholders
● Proven track record of delivering NLP solutions that provide business value
Essential skill requirement
● Experienced Team Lead proficient in team management, coaching, mentoring, and decision-making. Strong background in customer stakeholder management
● Experience with the LLMs and prompt engineering.
● Experience with system architecture & design
● Experience with building end-to-end data science solutions on aws/azure
● Foster a collaborative and innovative team environment, encouraging knowledge sharing, best practices, and continuous learning.
● Set clear performance objectives, conduct regular performance evaluations, and provide constructive feedback to team members.
● Oversee and prioritize the team's project portfolio, ensuring projects are delivered on time and within budget.
● Collaborate with stakeholders to define project goals, requirements, and deliverables, ensuring alignment with business objectives.
● Monitor project progress, identify potential roadblocks, and proactively implement solutions to ensure successful project completion.
● Understanding of Project Life Cycle and adherence to project documentation
Qualifications:
● Bachelor's or Master's degree in Computer Science, Data Science, or a related field
● Minimum 4+ years of experience in NLP, Machine Learning, and Data Science
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