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Duration 2 Days 12 CPD hours This course is intended for If you are a data analyst, data scientist, or a business analyst who wants to get started with using Python and machine learning techniques to analyze data and predict outcomes, this book is for you. Basic knowledge of computer programming and data analytics is a must. Familiarity with mathematical concepts such as algebra and basic statistics will be useful. Overview By the end of this course, you will have the skills you need to confidently use various machine learning algorithms to perform detailed data analysis and extract meaningful insights from data. This course is designed to give you practical guidance on industry-standard data analysis and machine learning tools in Python, with the help of realistic data. The course will help you understand how you can use pandas and Matplotlib to critically examine a dataset with summary statistics and graphs, and extract the insights you seek to derive. You will continue to build on your knowledge as you learn how to prepare data and feed it to machine learning algorithms, such as regularized logistic regression and random forest, using the scikit-learn package. You?ll discover how to tune the algorithms to provide the best predictions on new and unseen data. As you delve into later sections, you?ll be able to understand the working and output of these algorithms and gain insight into not only the predictive capabilities of the models but also their reasons for making these predictions. Data Exploration and Cleaning Python and the Anaconda Package Management System Different Types of Data Science Problems Loading the Case Study Data with Jupyter and pandas Data Quality Assurance and Exploration Exploring the Financial History Features in the Dataset Activity 1: Exploring Remaining Financial Features in the Dataset Introduction to Scikit-Learn and Model Evaluation Introduction Model Performance Metrics for Binary Classification Activity 2: Performing Logistic Regression with a New Feature and Creating a Precision-Recall Curve Details of Logistic Regression and Feature Exploration Introduction Examining the Relationships between Features and the Response Univariate Feature Selection: What It Does and Doesn't Do Building Cloud-Native Applications Activity 3: Fitting a Logistic Regression Model and Directly Using the Coefficients The Bias-Variance Trade-off Introduction Estimating the Coefficients and Intercepts of Logistic Regression Cross Validation: Choosing the Regularization Parameter and Other Hyperparameters Activity 4: Cross-Validation and Feature Engineering with the Case Study Data Decision Trees and Random Forests Introduction Decision trees Random Forests: Ensembles of Decision Trees Activity 5: Cross-Validation Grid Search with Random Forest Imputation of Missing Data, Financial Analysis, and Delivery to Client Introduction Review of Modeling Results Dealing with Missing Data: Imputation Strategies Activity 6: Deriving Financial Insights Final Thoughts on Delivering the Predictive Model to the Client
Introducing the "Hospitality Management" bundle - an all-encompassing collection of 18 courses that will propel your career in the vibrant world of hospitality to new heights. This comprehensive bundle covers a wide range of essential topics, providing you with a solid foundation in hospitality management, customer service excellence, event planning, finance, and much more. Gain the theoretical insights and strategies needed to thrive in this dynamic industry and stand out as a leader in the field. With the "Hospitality Management" bundle, you'll delve into the intricacies of managing hotels, restaurants, catering services, and customer experiences. Discover the principles of effective concierge services, catering management, and restaurant operations. Master the art of providing exceptional customer service, honing your interpersonal skills, and understanding business etiquette to create unforgettable experiences for guests. Dive into the world of event planning, cost control, and compliance management to ensure seamless operations and mitigate business risks. We proudly offer 18 courses within the Hospitality Management bundle, providing you with industry-recognised qualifications. These Courses are: Course 01: Hospitality Management Course 02: Concierge Course 03: Catering Management Course 04: Restaurant Management Course 05: Hotel Operations Training Course 06: Hotel Chief Accountant Training Course 07: Customer Service Management (CRM) Course 08: Customer Service Training Course 09: Business Etiquette and Professional Behavior Course 10: Developing Interpersonal Skills Course Course 11: Event Planning Course 12: Cost Control Process and Management Course 13: Customer Service Course 14: HACCP Training Course 15: Understanding Excellence In Customer Service For Hospitality Course 16: Finance and Cash management for Hospitality Course 17: Compliance & Business Risk Management Course 18: Microsoft Excel - Beginner, Intermediate & Advanced In Addition, you'll get Five Career Boosting Courses absolutely FREE with this Bundle. Course 01: Professional CV Writing Course 02: Job Search Skills Course 03: Self Esteem & Confidence Building Course 04: Professional Diploma in Stress Management Course 05: Complete Communication Skills Master Class Learning Outcomes: Acquire a comprehensive understanding of hospitality management principles and strategies. Develop the skills necessary for effective customer service and fostering excellence in guest experiences. Gain expertise in event planning, including logistics, coordination, and execution. Comprehend financial management and cash control processes specific to the hospitality industry. Understand and implement business etiquette and professional behavior standards. Enhance interpersonal skills for effective communication and building strong relationships with guests and colleagues. Attain proficiency in utilizing Microsoft Excel for data analysis and reporting purposes. This comprehensive package offers 18 meticulously curated courses, covering the key aspects of managing hotels, restaurants, and customer experiences. Designed to provide you with a theoretical foundation in hospitality practices, this bundle equips you with the knowledge and strategies needed to excel in this exciting industry. From customer service excellence to event planning and financial management, these courses unlock the potential for growth and success in your hospitality career. Immerse yourself in the world of hospitality management with our "Hospitality Management" bundle. CPD 230 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Aspiring hospitality professionals seeking to enter the industry with a strong foundation of knowledge. Current hospitality employees looking to advance their careers and expand their skill set. Individuals interested in starting their own hospitality business and require a comprehensive understanding of the industry. Professionals in related fields who wish to transition into the vibrant world of hospitality. Career path Hotel Manager: £25,000 - £70,000 per year Restaurant Manager: £20,000 - £50,000 per year Catering Manager: £20,000 - £45,000 per year Event Planner: £22,000 - £45,000 per year Customer Service Manager: £20,000 - £50,000 per year Financial Controller (Hospitality): £30,000 - £60,000 per year Certificates Digital certificate Digital certificate - Included Hard copy certificate Hard copy certificate - Included
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Level 2, 3 & 4 QLS Endorsed Diploma | QLS Hard Copy Certificate Included | Plus 10 CPD Courses | Lifetime Access
3 QLS Endorsed Diploma | QLS Hard Copy Certificate Included | Plus 10 CPD Courses | Lifetime Access
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