Data Scientist

2 days ago

North York ON, Canada Themesoft Inc. Full time

Role: Data ScientistLocation: North York, Ontario(Hybrid)Description:As a data scientist on our team, you will work on new product development in a small team environment writing production code in both run-time and build-time environments. You will help propose and build data-driven solutions for high-value customer problems by discovering, extracting, and modeling knowledge from large-scale natural language datasets including matter and contract repository, invoice/legal spend data and work management. You will prototype new ideas, collaborating with other data scientists as well as product designers, data engineers, front-end developers, and a team of expert legal data annotators. You will get the experience of working in a start-up culture with the large datasets and many other resources of an established company.Responsibilities:Develop and implement LLM-based applications tailored for in-house legalFine-tune and deploy large language models to enhance their performance on legal text processing tasksEvaluate and help maintain our data assets and training/evaluation data setsDesign and build pipelines for preprocessing, annotating, and managing legal document datasetsCollaborate with legal experts to understand requirements and ensure models meet domain-specific needsConduct experiments and evaluate model performance to drive continuous improvementsInterface with other technical personnel or team members to finalize requirements.Work closely with other development team members to understand moderately complex product requirements and translate them into software designs.Successfully implement development processes, coding best practices, and code reviews for production environments.Requirements:Formal training in machine learning: dimensionality reduction, clustering, embeddings, and sequence classification algorithmsExperience with deep learning frameworks such as PyTorch, Tensorflow and Hugging Face Transformers.Practical experience in Natural Language Processing methods and libraries such as spaCy, word2vec, TensorFlow, Keras, PyTorch, Flair, BERTPractical experience with large language models, prompt engineering, fine-tuning and benchmarking, using frameworks such as LangChain and LlamaIndexStrong Python backgroundKnowledge of AWS, GCP, Azure, or other cloud platformUnderstanding of data modeling principles and complex data models.Proficiency with relational and NoSQL databases as well as vector stores (e.g., Postgres, Elasticsearch/OpenSearch, ChromaDB)Knowledge of Scala, Spark, Ray, or other distributed computing systems highly preferredKnowledge of API development, containerization, and machine learning deployment highly preferredExperience with ML Ops/AI Ops highly preferredRequired Skills:Natural Language ProcessingLLM/Generative AI/ GenAI Application DevelopmentPythonRegardsPraveen Kumar Talent Acquisition Group – Strategic Recruitment Manager

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