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Register on the Machine Learning Basics today and build the experience, skills and knowledge you need to enhance your professional development and work towards your dream job. Study this course through online learning and take the first steps towards a long-term career. The course consists of a number of easy to digest, in-depth modules, designed to provide you with a detailed, expert level of knowledge. Learn through a mixture of instructional video lessons and online study materials. Receive online tutor support as you study the course, to ensure you are supported every step of the way. Get a digital certificate as a proof of your course completion. The Machine Learning Basics is incredibly great value and allows you to study at your own pace. Access the course modules from any internet-enabled device, including computers, tablet, and smartphones. The course is designed to increase your employability and equip you with everything you need to be a success. Enrol on the now and start learning instantly! What You Get With The Machine Learning Basics Receive an e-certificate upon successful completion of the course Get taught by experienced, professional instructors Study at a time and pace that suits your learning style Get instant feedback on assessments 24/7 help and advice via email or live chat Get full tutor support on weekdays (Monday to Friday) Certificate of Achievement Endorsed Certificate of Achievement from the Quality Licence Scheme Upon successful completion of the final assessment, you will be eligible to apply for the Quality Licence Scheme Endorsed Certificate of achievement. This certificate will be delivered to your doorstep through the post for £119. An extra £10 postage charge will be required for students leaving overseas. CPD Accredited Certificate After the successful completion of the final assessment, you will receive a CPD-accredited certificate of achievement. The PDF certificate is for 9.99, and it will be sent to you immediately after through e-mail. You can get the hard copy for 15.99, which will reach your doorsteps by post. Who Is This Course For The course is ideal for those who already work in this sector or are an aspiring professional. This course is designed to enhance your expertise and boost your CV. Learn key skills and gain a professional qualification to prove your newly-acquired knowledge. Requirements The online training is open to all students and has no formal entry requirements. To study the Machine Learning Basics, all your need is a passion for learning, a good understanding of English, numeracy, and IT skills. You must also be over the age of 16. Course Content Section 01: Introduction Introduction to Supervised Machine Learning 00:06:00 Section 02: Regression Introduction to Regression 00:13:00 Evaluating Regression Models 00:11:00 Conditions for Using Regression Models in ML versus in Classical Statistics 00:21:00 Statistically Significant Predictors 00:09:00 Regression Models Including Categorical Predictors. Additive Effects 00:20:00 Regression Models Including Categorical Predictors. Interaction Effects 00:18:00 Section 03: Predictors Multicollinearity among Predictors and its Consequences 00:21:00 Prediction for New Observation. Confidence Interval and Prediction Interval 00:06:00 Model Building. What if the Regression Equation Contains 'Wrong' Predictors? 00:13:00 Section 04: Minitab Stepwise Regression and its Use for Finding the Optimal Model in Minitab 00:13:00 Regression with Minitab. Example. Auto-mpg: Part 1 00:17:00 Regression with Minitab. Example. Auto-mpg: Part 2 00:18:00 Section 05: Regression Trees The Basic idea of Regression Trees 00:18:00 Regression Trees with Minitab. Example. Bike Sharing: Part1 00:15:00 Regression Trees with Minitab. Example. Bike Sharing: Part 2 00:10:00 Section 06: Binary Logistics Regression Introduction to Binary Logistics Regression 00:23:00 Evaluating Binary Classification Models. Goodness of Fit Metrics. ROC Curve. AUC 00:20:00 Binary Logistic Regression with Minitab. Example. Heart Failure: Part 1 00:16:00 Binary Logistic Regression with Minitab. Example. Heart Failure: Part 2 00:18:00 Section 07: Classification Trees Introduction to Classification Trees 00:12:00 Node Splitting Methods 1. Splitting by Misclassification Rate 00:20:00 Node Splitting Methods 2. Splitting by Gini Impurity or Entropy 00:11:00 Predicted Class for a Node 00:06:00 The Goodness of the Model - 1. Model Misclassification Cost 00:11:00 The Goodness of the Model - 2 ROC. Gain. Lit Binary Classification 00:15:00 The Goodness of the Model - 3. ROC. Gain. Lit. Multinomial Classification 00:08:00 Predefined Prior Probabilities and Input Misclassification Costs 00:11:00 Building the Tree 00:08:00 Classification Trees with Minitab. Example. Maintenance of Machines: Part 1 00:17:00 Classification Trees with Miitab. Example. Maintenance of Machines: Part 2 00:10:00 Section 08: Data Cleaning Data Cleaning: Part 1 00:16:00 Data Cleaning: Part 2 00:17:00 Creating New Features 00:12:00 Section 09: Data Models Polynomial Regression Models for Quantitative Predictor Variables 00:20:00 Interactions Regression Models for Quantitative Predictor Variables 00:15:00 Qualitative and Quantitative Predictors: Interaction Models 00:28:00 Final Models for Duration and Total Charge: Without Validation 00:18:00 Underfitting or Overfitting: The 'Just Right Model' 00:18:00 The 'Just Right' Model for Duration 00:16:00 The 'Just Right' Model for Duration: A More Detailed Error Analysis 00:12:00 The 'Just Right' Model for Total Charge 00:14:00 The 'Just Right' Model for Toral Charge: A More Detailed Error Analysis@@ 00:06:00 Section 10: Learning Success Regression Trees for Duration and TotalCharge 00:18:00 Predicting Learning Success: The Problem Statement 00:07:00 Predicting Learning Success: Binary Logistic Regression Models 00:17:00 Predicting Learning Success: Classification Tree Models 00:09:00 Order your Certificates & Transcripts Order your Certificates & Transcripts 00:00:00 Frequently Asked Questions Are there any prerequisites for taking the course? There are no specific prerequisites for this course, nor are there any formal entry requirements. All you need is an internet connection, a good understanding of English and a passion for learning for this course. Can I access the course at any time, or is there a set schedule? You have the flexibility to access the course at any time that suits your schedule. Our courses are self-paced, allowing you to study at your own pace and convenience. How long will I have access to the course? For this course, you will have access to the course materials for 1 year only. This means you can review the content as often as you like within the year, even after you've completed the course. However, if you buy Lifetime Access for the course, you will be able to access the course for a lifetime. Is there a certificate of completion provided after completing the course? Yes, upon successfully completing the course, you will receive a certificate of completion. This certificate can be a valuable addition to your professional portfolio and can be shared on your various social networks. Can I switch courses or get a refund if I'm not satisfied with the course? We want you to have a positive learning experience. If you're not satisfied with the course, you can request a course transfer or refund within 14 days of the initial purchase. How do I track my progress in the course? Our platform provides tracking tools and progress indicators for each course. You can monitor your progress, completed lessons, and assessments through your learner dashboard for the course. What if I have technical issues or difficulties with the course? If you encounter technical issues or content-related difficulties with the course, our support team is available to assist you. You can reach out to them for prompt resolution.
Register on the English Literature Diploma today and build the experience, skills and knowledge you need to enhance your professional development and work towards your dream job. Study this course through online learning and take the first steps towards a long-term career. The course consists of a number of easy to digest, in-depth modules, designed to provide you with a detailed, expert level of knowledge. Learn through a mixture of instructional video lessons and online study materials. Receive online tutor support as you study the course, to ensure you are supported every step of the way. Get a digital certificate as a proof of your course completion. The English Literature Diploma is incredibly great value and allows you to study at your own pace. Access the course modules from any internet-enabled device, including computers, tablet, and smartphones. The course is designed to increase your employability and equip you with everything you need to be a success. Enrol on the now and start learning instantly! What You Get With The English Literature Diploma Receive a e-certificate upon successful completion of the course Get taught by experienced, professional instructors Study at a time and pace that suits your learning style Get instant feedback on assessments 24/7 help and advice via email or live chat Get full tutor support on weekdays (Monday to Friday) Course Design The course is delivered through our online learning platform, accessible through any internet-connected device. There are no formal deadlines or teaching schedules, meaning you are free to study the course at your own pace. You are taught through a combination of Video lessons Online study materials Certification After the successful completion of the final assessment, you will receive a CPD-accredited certificate of achievement. The PDF certificate is for £9.99, and it will be sent to you immediately after through e-mail. You can get the hard copy for £15.99, which will reach your doorsteps by post. Who Is This Course For: The course is ideal for those who already work in this sector or are an aspiring professional. This course is designed to enhance your expertise and boost your CV. Learn key skills and gain a professional qualification to prove your newly-acquired knowledge. Requirements: The online training is open to all students and has no formal entry requirements. To study the English Literature Diploma, all your need is a passion for learning, a good understanding of English, numeracy, and IT skills. You must also be over the age of 16. Course Content Elizabethan Drama and Shakespeare's Hamlet The History of Drama 00:10:00 Elizabethan Drama 00:12:00 William Shakespeare 00:06:00 Hamlet: A Synopsis of the Play 00:04:00 Hamlet: An Anlaysis of the Play 00:19:00 Hamlet's Soliloquies 00:05:00 Jacobean Literature and the Metaphysical Poets Jacobean Literature Poetry and Prose 00:12:00 Puritanism & The English Civil War 00:11:00 Metaphysical Poetry 00:08:00 George Herbert 00:05:00 Andrew Marvell 00:07:00 John Milton 00:08:00 The Rise of the Novel and Satire The Restoration & Glorious Revolution 00:06:00 The Novel 00:08:00 Early Novelists: Defoe, Richardson, and Fielding 00:11:00 English Satire: John Dryden & Alexander Pope 00:06:00 Jonathan Swift & Gulliver's Travels 00:10:00 Swift's A Modest Proposal 00:08:00 The Emergence of American Literature Colonialism & John Smith 00:07:00 Pilgrim Writers 00:10:00 The Revolutionary Period Writers 00:07:00 The Knickerbocker Era: Washington Irving 00:14:00 Frontier Fiction: James Fenimore Cooper 00:10:00 The New England Renaissance The Westward Expansion 00:04:00 Transcendentalism: Ralph Waldo Emerson 00:10:00 Transcendentalism: Henry David Thoreau 00:08:00 Anti-Transcendentalism: Nathaniel Hawthorne 00:05:00 Nathaniel Hawthorne and The Scarlet Letter 00:08:00 Herman Melville 00:05:00 Edgar Allan Poe 00:06:00 Poe's 'The Cask of Amontillado' 00:05:00 Poe's 'The Raven' 00:07:00 The American Civil War Era and the Gilded Age The American Civil War Era & Harriet Beecher Stowe 00:07:00 Walt Whitman 00:09:00 Whitman's 'Drum Taps' 00:06:00 Emily Dickinson 00:09:00 The Gilded Age 00:07:00 Local Color Writing: Mark Twain 00:08:00 Tom Sawyer & Huck Finn 00:11:00 A Connecticut Yankee in King Arthur's Court 00:07:00 Women Writers of the 19th Century Female Writers & The French Revolution 00:12:00 Mary Wollstonecraft 00:09:00 Helen Maria Williams 00:08:00 Unitarianism 00:04:00 Harriet Martineau 00:12:00 Anna Laetitia Barbauld 00:06:00 Lucy Aikin 00:05:00 British Romantic Poets and the Poetic Imagination The Napoleonic Wars 00:08:00 The Romantic Period 00:05:00 William Blake 00:08:00 William Wordsworth 00:08:00 Samuel Taylor Coleridge 00:08:00 Percy Bysshe Shelley 00:08:00 John Keats 00:09:00 Lord George Gordon Byron 00:07:00 Victorian Novels Gothic Novels 00:10:00 Jane Austin's Pride and Prejudice 00:14:00 Victorian Novels 00:09:00 Emily Brontë and Wuthering Heights 00:11:00 Charles Dickens and Great Expectations 00:15:00 The Imagist Movements after World War I Anti-Victorianism & Edwardian England 00:05:00 Imagism & Gertruid Stein 00:05:00 Post War Literature & Ezra Pound 00:10:00 T.S. Eliot 00:13:00 William Carlos Williams 00:05:00 Archibald MacLeish 00:05:00 Modernist Fiction Modernist Fiction 00:07:00 Henry James 00:07:00 James Joyce 00:07:00 Joyce's 'Araby' 00:19:00 Joyce's Ulysses 00:07:00 Virginia Woolf 00:06:00 Virgina Woolf's To the Lighthouse 00:12:00 The Lost Generation Ernest Hemingway and the Lost Generation 00:05:00 Hemingway's The Sun Also Rises 00:10:00 F. Scott Fitzgerald 00:04:00 Fitzgerald's The Great Gatsby 00:08:00 ee cummings 00:06:00 Robert Lowell 00:05:00 The Beat Generation & Allen Ginsberg 00:11:00 Resources Resources - English Literature Diploma 00:00:00 Frequently Asked Questions Are there any prerequisites for taking the course? There are no specific prerequisites for this course, nor are there any formal entry requirements. All you need is an internet connection, a good understanding of English and a passion for learning for this course. Can I access the course at any time, or is there a set schedule? You have the flexibility to access the course at any time that suits your schedule. Our courses are self-paced, allowing you to study at your own pace and convenience. How long will I have access to the course? For this course, you will have access to the course materials for 1 year only. This means you can review the content as often as you like within the year, even after you've completed the course. However, if you buy Lifetime Access for the course, you will be able to access the course for a lifetime. Is there a certificate of completion provided after completing the course? Yes, upon successfully completing the course, you will receive a certificate of completion. This certificate can be a valuable addition to your professional portfolio and can be shared on your various social networks. Can I switch courses or get a refund if I'm not satisfied with the course? We want you to have a positive learning experience. If you're not satisfied with the course, you can request a course transfer or refund within 14 days of the initial purchase. How do I track my progress in the course? Our platform provides tracking tools and progress indicators for each course. You can monitor your progress, completed lessons, and assessments through your learner dashboard for the course. What if I have technical issues or difficulties with the course? If you encounter technical issues or content-related difficulties with the course, our support team is available to assist you. You can reach out to them for prompt resolution.