<![CDATA[Machine Learning (ML) is increasingly being applied in various fields of life, along with the rapid advancement of Artificial Intelligence (AI). Because the application of ML science is increasingly popular, people, especially in Indonesia, must start to understand ML in more depth. People who do not study technological advances will be left behind by the times and lose to people who know the latest technology. Therefore, a webinar is needed to provide knowledge to the public about ML science. This webinar held not only provided knowledge, but also experience in processing data with ML technology. This webinar was carried out in 3 stages, namely: the initial stage, the implementation stage, and the final stage. In the implementation stage, this ML webinar used the discourse and discussion method during the material presentation session and used the Direct Instruction method during the data processing practice session with Weka software. At the end of the webinar, participants were asked to fill out a questionnaire. The results of the questionnaire processing showed that the implementation of this webinar was considered very useful by the participants. This was evident from 71.1% of respondents stated they strongly agree, 24.4% of respondents stated they agree, and 4.4% of respondents stated they quite agree. Overall, other assessment aspects such as the method of delivering the material, the understanding level of the material, interaction with participants, the friendliness of the speaker, the selection of webinar time, and the quality of the webinar audio/video were also considered very good by participants]]>
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