Job Responsibilities
- Design, develop and deploy machine learning models and algorithms for NLP/LLMs or deep learning models at scale to solve complex business problems.
- Work with large datasets, perform data analysis and develop data pipelines to support model development.
- Collaborate with Product & Engineering teams to integrate machine learning solutions into products and services.
- Conduct experiments, test hypotheses, and perform statistical analysis to validate models and drive improvements.
- Communicate findings and insights to stakeholders in a clear and concise manner.
- Stay up-to-date with the latest developments in machine learning, NLP/LLMs, deep learning, and related technologies.
- Provide technical mentorship and guidance to junior team members.
Requirements
- 3+ years of experience as a data scientist, preferably in a product development environment, with a focus on building NLP/LLMs or Deep Learning models.
- Strong programming skills in Python or other relevant programming languages.
- Experience with machine learning libraries (e.g., scikit-learn, TensorFlow, PyTorch).
- Deep understanding of statistical analysis, probability theory, and experimental design.
- Experience with LLMs, deep learning, NLP and chatbot development.
- Excellent communication skills, including the ability to explain complex concepts to technical and non-technical stakeholders.
- Experience working with a variety of statistical models, including logistic regression, clustering, classification, SVMs, neural networks, Random Forest, CRF, Bayesian models, supervised/unsupervised learning, etc.
- Expertise in NLP techniques, including sentiment analysis, word embedding, part-of-speech (POS) tagging, topic modeling, text classification, machine translation, speech recognition, named entity recognition (NER), natural language generation (NLG), and other related techniques.
- Experience with various deep learning techniques, including CNNs and RNNs, and a strong understanding of building and training these models for different applications. Familiarity with LMs and LLMs such as GPT, BERT, and Transformer models is highly desirable.
- Strong ability to rapidly comprehend and implement research papers related to AI, as well as remain informed of the latest advancements in NLP technologies.
- Deep knowledge and experience in structured and unstructured data Information Extraction, Knowledge Information Retrieval, and Knowledge Representation.
- Self-motivated and driven to satisfy intellectual curiosity through the pursuit of continuous learning and skill development.
- Strong problem-solving and analytical skills.
- Optional: Experience with large-scale data processing technologies (e.g., Hadoop, Spark) and distributed computing systems.
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