Python A Problem Analysis of Smart Home Automation: Toward Secure Communication-Based Authorization
1. In this project based on Webpage Flask model for Predicting University Student Graduation. 2. Input: The dataset, Smart Home Automation dataset is implemented as input. The input dataset is taken from dataset repository. 3. Pre-processing: The collected input data’s are subjected to pre-processing. In the Pre-processing step, Can handle the missing data Can perform label encoding Drop unnecessary columns (if needed) NLP processing 4. Feature Extraction : In this step Feature extraction using Genetic Algorithm and PCA Algorithm 5. Data splitting: In this step, the pre-processed data’s are split into train set and test set for decision Train data is used for evaluate the model (80%). Test data is used for predict the model (20%). 6. Classification : In this step, we can implement the different ML /DL algorithms Classification model such as, Random Forest Algorithm Decision Tree Algorithm KNN Algorithm Xgboost Algorithm Hybrid Xgboost and RandomForest Algorithm 7. Output/objective: The objective is to classify or predict for Predicted Smart Home Automation 0 or 1 on dataset attributes by using the classification algorithms. 8. Comparison: In this step, we can compare the both machine algorithms results and will display which algorithm is efficient. 9. Performance Estimation: In this step, we can analyse some performance metrics such Accuracy Loss Confusion Metrics Classification Report Train and test Accuracy Train and test Loss F1 Score ROC AUC Note: All the process is going to be done as per the description given above. The dataset will be provided by us. Not a real time project. No GUI is provided. Language: Python Front End: Streamlit (HTML and CSS) Back End: Anaconda Navigator – Spyder Console Including Packages ======================= * Base Paper * Complete Source Code * Complete Documentation * Complete Presentation Slides * Flow Diagram * Database File * Screenshots * Execution Procedure * Readme File * Addons * Video Tutorials * Supporting Softwares Specialization ======================= * 24/7 Support * Ticketing System * Voice Conference * Video On Demand * * Remote Connectivity * * Code Customization ** * Document Customization ** * Live Chat Support * * Toll Free Support * Call Us:+91 967-774-8277, +91 967-775-1577 Shop Now @ https://myprojectbazaar.com/ Get Discount @ Chat Now @ https://bit.ly/3rzVhHE Visit Our Channel: https://bit.ly/3rDLO24 Mail Us: [email protected]
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