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Understanding the concept of Metaverse
In terms of applications of CodeT5, the Salesforce team plans to use it to build an AI-powered coding assistant for Apex developers. Below you can see an example of a coding assistant with three code intelligence capabilities and powered by CodeT5:
- Text-to-code generation : It can generate code based on the natural language description
- Code autocompletion : It can complete the whole function of code given the target function name
- Code summarization : It can generate the summary of a function in natural language description
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MORE IDEAS ON THIS
The Salesforce team has created and open-sourced a new identifier-aware unified pre-trained encoder-decoder model called CodeT5 . So far, they have demonstrated state-of-the-art results in multiple code-related downstream tasks ...
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Problem Statement
current coding pre-training systems heavily rely on either an encoder-only model similar to BERT or a decoder-only model like GPT.
Either way, it is suboptimal for generation and understanding tasks.
CodeBERT needs an additional decoder when used for tasks like code summarization. Apa...
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The research team of CodeT5 had over 8.35 million examples to train the AI on, including user-written comments from open source GitHub repositories. While training, the largest and most capable version of CodeT5, which had 220 million parameters, took 12 days on a cluster of 16 Nvidia A100 GPUs 4...
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Responsible AI and the employee experience
Organizations must recognize the drawbacks that some algorithms bring into the screening and hiring process as a result of the way they are trained, which can have a direct impact on outcomes such as diversity and inclusion.
- When it comes to reskilling and retaining employees, AI can ...
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