Data-Juicer: A One-Stop Data Processing System for Large Language Models
Data-Juicer is a one-stop data processing system to make data higher-quality, juicier, and more digestible for LLMs. This project is being actively updated and maintained, and we will periodically enhance and add more features and data recipes. We welcome you to join us in... See more
Innovation tokens: Companies have limited capacity for innovation. These should be spent on core business problems, not on adopting cutting-edge tech stacks.
Known vs. unknown unknowns: Established technologies have more known issues, while new technologies often have many unknown problems.
Operational costs: Adding new technologies increases
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When data is extracted and transformed, it’s time to visualize and get the value from all your hard work. Visuals are done through Analytics and Business Intelligence and one of their Tools. The BI tool might be the most crucial tool for data engineers, as it’s the visualization everyone sees–and has an opinion on!
One of the first things Data Scientists learn as they run predictions is to avoid the use of loops. That’s because most ML libraries support vectorized inference, combining many inputs into a batch and more efficiently calculating the results. This specialized technique combines framework-level features with specialized hardware like GPUs, making... See more