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Random forest algorithms save time and give best

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Random forest algorithms save time and give best performance and training time for themodel.In future, more data is needed to be acquired and algorithms needed to optimize theaccuracy by increasing the performance of the model.26
7.2 Future EnhancementsIn the future we would like to make a recommendation system so that people will be ableto get more accurate results from more data we get from various different users as more data theaccurate result is calculated. The plan for adding the feature and automating everything in such away that everything is to be done inside an application website.User interface (UI) design is the process designers use to build interfaces in software orcomputerized devices, focusing on looks or style. Designers aim to create interfaces which usersfind easy to use and pleasurable. UI design refers to graphical user interfaces and other forms—e.g., voice-controlled interfaces.User interfaces are the access points where users interact with designs. They come in threeformats:1.Graphical user interfaces (GUIs)—Users interact with visual representations on digitalcontrol panels. A computer’s desktop is a GUI.2.Voice-controlled interfaces(VUIs)—Users interact with these through their voices.Most smart assistants—e.g., Siri on iPhone and Alexa on Amazon devices—are VUIs.3.Gesture-based interfaces—Users engage with 3D design spaces through bodilymotions: e.g., in virtual reality (VR)games.To design UIs best, you should consider:27
Users judge designs quickly and care about usabilityand likeability.They don’t care aboutyour design, but aboutgetting their tasks doneeasily andwith minimum effort.Your design should therefore be “invisible”: Users shouldn’t focus on it but oncompleting tasks: e.g., ordering pizza on Domino’s Zero Click app.So, understand your users’ contexts and task flows (which you can find from,e.g., customer journey maps), to fine-tune the best, most intuitive UIs that deliverseamless experiences.UIs should also be enjoyable (or at least satisfying and frustration-free).When your design predicts users’ needs, they can enjoy more personalized andimmersive experiences. Delight them, and they’ll keep returning.Where appropriate, elements of gamificationcan make your design more fun.UIs should communicate brand values and reinforce users’ trust.Good design is emotional design. Users associate good feelings with brands thatspeak to them at all levels and keep the magic of pleasurable, seamlessexperiences alive.CODE-importpandasaspdimportnumpyasnpimportmatplotlib.pyplotasplt28
importseabornassnsimportsklearn%matplotlibinlineimportwarningswarnings.filterwarnings("ignore")pd.set_option('display.max_columns', 1000)# or 1000.pd.set_option('display.max_rows', 1000)# or 1000.

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