Data Science Job Market Trends
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Model Context Protocol (MCP)
An open standard that standardizes how AI models integrate and share data with external tools, systems, and data sources. It provides a universal interface for reading files, executing functions, and handling contextual prompts.
LlamaIndex
A suite of tools and models for working with LLMs, offering capabilities for fine-tuning, querying, and managing large language models.
AI Ethics
The field of study that deals with the moral implications and responsibilities of artificial intelligence. It focuses on ensuring AI systems are designed and used in ways that adhere to ethical standards and benefit society.
FastAPI
FastAPI is a modern, high-performance web framework for building APIs with Python. It is designed to be easy to use and fast, leveraging Python's type hints to provide automatic validation and documentation of API endpoints.
Scale AI
A company that provides data annotation services for machine learning models, specializing in image, text, and video datasets. Their platform enables organizations to efficiently and accurately label data for AI model training.
Vertex AI
A comprehensive platform by Google Cloud for developing, training, and deploying machine learning models.
Artificial Intelligence Engineer
Develops and implements AI models and algorithms to solve complex problems and improve decision-making processes. Essential for advancing automation and technology-driven solutions in various industries.
Data Lakehouse
A data architecture combining features of data lakes and data warehouses to support both analytical and transactional workloads. Allows for efficient multi-modal data processing and storage with unified governance.
MLflow
An open-source platform for managing the end-to-end machine learning lifecycle, including experimentation, reproducibility, and deployment.