Develop essential it certifications skills with expert instruction and practical examples.
This is "End-to-End Data Science Project" a unique course that enriches Arabic content, covering machine learning projects from start to finish - beginning with data acquisition and ending with model deployment and hosting. The training is comprehensive, interactive, and application-focused, providing thorough and detailed explanations. Participants should have a basic understanding of Python fundamentals, data analysis basics, machine learning fundamentals, and machine learning algorithms (you can obtain our Machine Learning and Data Science diploma).
The course is suitable for beginners and anyone interested in data science, data analysis, machine learning, and artificial intelligence, demonstrated through complete real-world projects from start to finish. This course takes you from ground zero, covering Python Anaconda environment setup, exploratory data analysis (EDA), data visualization (univariate, bivariate, and multivariate), data preprocessing, feature engineering, model building, model tuning, and deployment using Flask and FastAPI. Additionally, it includes hosting on Heroku.
What we will explore:Python Anaconda EnvironmentExploratory Data Analysis (EDA)Data VisualizationUnivariate VisualizationBivariate VisualizationMultivariate VisualizationData PreprocessingFeature EngineeringBuilding ModelsModels TuningDeployment using FlaskDeployment using FastAPIHeroku HostingHouses Prices PredictionLinear Regression ModelRidge ModelLasso ModelElasticNet ModelPolynomial RegressionStochastic Gradient RegressionK-Nearest Neighbors RegressionRandom Forest RegressionExtreme Gradient Boosting Regression (XGBoost)Grid Search Cross-ValidationRandom Search Cross-ValidationWhether you're an AI enthusiast, developer, or data scientist, this course will empower you with the knowledge and practical skills necessary to excel in building end-to-end data science projects. Join us now and embark on an enriching learning journey that will set you on the path to mastering building end-to-end data science projects. Enroll today.
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