Job Responsibilities:
- Design and implement machine learning algorithms for NLP/LLMs or deep learning models at scale to meet business requirements.
- Analyze large datasets and develop models that can be used to make predictions, generate responses or summaries, identify patterns etc.
- Develop and improve existing models to increase accuracy, efficiency, and effectiveness.
- Work closely with cross-functional teams to identify and prioritize business problems, and develop solutions to address them.
- 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.
Requirements:
- Bachelor’s or Master’s degree in Applied Mathematics, Statistics, Computer Science or another quantitative field.
- 2+ years of experience in Data Science or a related field, 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 such as TensorFlow, PyTorch, or Keras.
- 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
- Excellent communication and collaboration abilities.
- Optional: Experience with big data platforms such as Hadoop or Spark.
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