๐Œ๐š๐œ๐ก๐ข๐ง๐ž ๐‹๐ž๐š๐ซ๐ง๐ข๐ง๐  ๐ข๐ญ ๐œ๐š๐ง'๐ญ ๐ ๐ž๐ญ ๐š๐ง๐ฒ ๐ž๐š๐ฌ๐ข๐ž๐ซ ๐ญ๐ก๐š๐ง ๐ญ๐ก๐ข๐ฌ!

ะžะฟัƒะฑะปะธะบะพะฒะฐะฝะพ: 17 ะะพัะฑั€ัŒ 2021
ะฝะฐ ะบะฐะฝะฐะปะต: Artificial Intelligence and Data Analytics Lab
27
0

Machine Learning (ML) Applications are one of the most interesting topics nowadays among the Artificial Intelligence (AI) research community, it can get a bit complicated for some of us, since we have no deep background or in-depth knowledge about such an important topic, but there are many easy to use tools to give us a chance to contribute to this interesting area of research with build-in, and ready to use tools, such as WEKA solution. We will introduce the solution, and most of its functionality in order to demonstrate a fair understanding of a common classification problem using different, well known, and widely used ML classification algorithms, and such an exercise will be done on a selected bioinformatic dataset. Then we will introduce a feature selection method for the features of the used dataset for different classifiers to evaluate the performance of the classifier with the selected features, and compare it with the original classification. If time permits, we will educate ourselves with some sensitivity analysis on selected classifiers' parameters in order to see if there is an enhancement of the classifier performance with respect to these parameters. I am not an expert in ML, but I can promise all of you, and by the end of these sessions, with some effort and dedication from your side, a reasonable publishable work can be produced by each one of you.


ะกะผะพั‚ั€ะธั‚ะต ะฒะธะดะตะพ ๐Œ๐š๐œ๐ก๐ข๐ง๐ž ๐‹๐ž๐š๐ซ๐ง๐ข๐ง๐  ๐ข๐ญ ๐œ๐š๐ง'๐ญ ๐ ๐ž๐ญ ๐š๐ง๐ฒ ๐ž๐š๐ฌ๐ข๐ž๐ซ ๐ญ๐ก๐š๐ง ๐ญ๐ก๐ข๐ฌ! ะพะฝะปะฐะนะฝ ะฑะตะท ั€ะตะณะธัั‚ั€ะฐั†ะธะธ, ะดะปะธั‚ะตะปัŒะฝะพัั‚ัŒัŽ ั‡ะฐัะพะฒ ะผะธะฝัƒั‚ ัะตะบัƒะฝะด ะฒ ั…ะพั€ะพัˆะตะผ ะบะฐั‡ะตัั‚ะฒะต. ะญั‚ะพ ะฒะธะดะตะพ ะดะพะฑะฐะฒะธะป ะฟะพะปัŒะทะพะฒะฐั‚ะตะปัŒ Artificial Intelligence and Data Analytics Lab 17 ะะพัะฑั€ัŒ 2021, ะฝะต ะทะฐะฑัƒะดัŒั‚ะต ะฟะพะดะตะปะธั‚ัŒัั ะธะผ ััั‹ะปะบะพะน ั ะดั€ัƒะทัŒัะผะธ ะธ ะทะฝะฐะบะพะผั‹ะผะธ, ะฝะฐ ะฝะฐัˆะตะผ ัะฐะนั‚ะต ะตะณะพ ะฟะพัะผะพั‚ั€ะตะปะธ 27 ั€ะฐะท ะธ ะพะฝะพ ะฟะพะฝั€ะฐะฒะธะปะพััŒ 0 ะปัŽะดัะผ.