Data Scientist IV
3 weeks ago
Responsibilities:
• Utilize Python and its associated libraries to handle various data science tasks.
• Employ SQL for database management and data manipulation purposes.
• Develop and implement machine learning models such as Random Forest, KNN, and Time Series Forecasting.
• Work with neural network architectures, including Transformers, ANN, BERT, GPT models, and open source foundational models like LLama2/3.
• Use mlFlow for machine learning lifecycle management.
• Leverage cloud-based machine learning managed services, specifically Azure OpenAI and Azure ML, though familiarity with AWS/GCP is also valued.
• Work with vector databases and LM/LLM/GEN-AI based tools, libraries, and frameworks such as LangChain, Agentic, Semantic Kernel.
• Evaluate the performance of ML/DL/LLM systems and handle any drift issues.
• (Optional) Experience with PySpark/Databricks and Elasticsearch, along with AI component integrations, is a plus.
• Demonstrate excellent communication and presentation skills, work well within a team, and show a high level of self-motivation.
• Take LLM-based systems or Neural Network-based systems or mixture of experts-based systems to production.• Strong communication skills to effectively convey complex data findings to team members and stakeholders
• Proficiency in database management and integration for seamless data handling
• Ability to create and deliver presentations to various audiences, showcasing data insights and solutions
• Experience in production environments, ensuring smooth operation and maintenance of data systems
• Engineering background for understanding and designing data models and structures
• Expertise in SQL and Python for data manipulation and analysis
• Familiarity with Cloud Technologies such as Microsoft Azure and AWS Technologies for scalable data storage and processing
• Experience in component selection and integration within various libraries and frameworks
• Solid understanding of statistics and mathematics for advanced data analysis
• Degree in Computer Sciences or a related field
• Knowledge of Artificial Intelligence (AI) and Machine Learning techniques, including Neural Nets and Random Forest algorithms
• Experience with Elasticsearch Technologies for efficient data searching and analytics
• Ability to manage services and coordinate with different teams for project completion
• Proficiency in PySpark for distributed data processing
• Understanding of LLM (Latent Logistic Markov) model for sequence prediction tasks.
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