Tackling challenges with AI
While Azure OpenAI opens new avenues for data cleaning in Power BI, challenges such as API rate limits and cost considerations should be navigated. Robust error handling, caching strategies, and efficient resource management are crucial aspects to address potential roadblocks.
While considering how these technologies can be leveraged, you should consider the following challenges:
- Risk of incorrect information: One of the primary concerns when leveraging technologies such as OpenAI for data cleaning is the risk of generating incorrect information. Misinterpretation of user queries or inadequate context understanding can lead to suboptimal data transformations, potentially impacting the reliability of insights derived from Power BI reports.
- Complexity of natural language understanding: Natural language understanding, a key feature of technologies such as ChatGPT, is inherently complex. Data cleaning instructions provided in natural language...