Do you want to master the essential mathematical skills for data science and machine learning? Do you want to learn how to apply statistics and probability to real-world problems and scenarios? If yes, then this course is for you! In this course, you will learn the advanced concepts and techniques of statistics and probability that are widely used in data science and machine learning. You will learn how to describe and analyse data using descriptive statistics, distributions, and probability theory. You will also learn how to perform hypothesis testing, regressions, ANOVA, and machine learning algorithms to make predictions and inferences from data. You will gain hands-on experience with practical exercises and projects using Python and R. Learning Outcomes By the end of this course, you will be able to: Apply descriptive statistics, distributions, and probability theory to summarise and visualise data Perform hypothesis testing, regressions, ANOVA, and machine learning algorithms to make predictions and inferences from data Use Python and R to implement statistical and machine learning methods Interpret and communicate the results of your analysis using appropriate metrics and visualisations Solve real-world problems and scenarios using statistics and probability Why choose this Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 course? Unlimited access to the course for a lifetime. Opportunity to earn a certificate accredited by the CPD Quality Standards and CIQ after completing this course. Structured lesson planning in line with industry standards. Immerse yourself in innovative and captivating course materials and activities. Assessments designed to evaluate advanced cognitive abilities and skill proficiency. Flexibility to complete the Course at your own pace, on your own schedule. Receive full tutor support throughout the week, from Monday to Friday, to enhance your learning experience. Unlock career resources for CV improvement, interview readiness, and job success. Who is this Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 course for? This course is for anyone who wants to learn the advanced concepts and techniques of statistics and probability for data science and machine learning. This course is suitable for: Data scientists, machine learning engineers, and analysts who want to enhance their skills and knowledge Students and researchers who want to learn the mathematical foundations of data science and machine learning Professionals and managers who want to understand and apply data-driven decision making Hobbyists and enthusiasts who want to explore and learn from data Anyone who loves statistics and probability and wants to challenge themselves Career path Data Scientist (£35,000 - £55,000) Machine Learning Engineer (£40,000 - £60,000) Statistician (£35,000 - £55,000) Data Analyst (£40,000 - £60,000) Business Intelligence Analyst (£45,000 - £65,000) Senior Data Analyst (£50,000 - £70,000) Prerequisites This Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Certification After studying the course materials, there will be a written assignment test which you can take at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £4.99 Original Hard Copy certificates need to be ordered at an additional cost of £8. Endorsed Certificate of Achievement from the Quality Licence Scheme Learners will be able to achieve an endorsed certificate after completing the course as proof of their achievement. You can order the endorsed certificate for only £135 to be delivered to your home by post. For international students, there is an additional postage charge of £10. Endorsement The Quality Licence Scheme (QLS) has endorsed this course for its high-quality, non-regulated provision and training programmes. The QLS is a UK-based organisation that sets standards for non-regulated training and learning. This endorsement means that the course has been reviewed and approved by the QLS and meets the highest quality standards. Please Note: Studyhub is a Compliance Central approved resale partner for Quality Licence Scheme Endorsed courses. Course Curriculum Section 01: Let's get started Welcome! 00:02:00 What will you learn in this course? 00:06:00 How can you get the most out of it? 00:06:00 Section 02: Descriptive statistics Intro 00:03:00 Mean 00:06:00 Median 00:05:00 Mode 00:04:00 Mean or Median? 00:08:00 Skewness 00:08:00 Practice: Skewness 00:01:00 Solution: Skewness 00:03:00 Range & IQR 00:10:00 Sample vs. Population 00:05:00 Variance & Standard deviation 00:11:00 Impact of Scaling & Shifting 00:19:00 Statistical moments 00:06:00 Section 03: Distributions What is a distribution? 00:10:00 Normal distribution 00:09:00 Z-Scores 00:13:00 Practice: Normal distribution 00:04:00 Solution: Normal distribution 00:07:00 Section 04: Probability theory Intro 00:01:00 Probability Basics 00:10:00 Calculating simple Probabilities 00:05:00 Practice: Simple Probabilities 00:01:00 Quick solution: Simple Probabilities 00:01:00 Detailed solution: Simple Probabilities 00:06:00 Rule of addition 00:13:00 Practice: Rule of addition 00:02:00 Quick solution: Rule of addition 00:01:00 Detailed solution: Rule of addition 00:07:00 Rule of multiplication 00:11:00 Practice: Rule of multiplication 00:01:00 Solution: Rule of multiplication 00:03:00 Bayes Theorem 00:10:00 Bayes Theorem - Practical example 00:07:00 Expected value 00:11:00 Practice: Expected value 00:01:00 Solution: Expected value 00:03:00 Law of Large Numbers 00:08:00 Central Limit Theorem - Theory 00:10:00 Central Limit Theorem - Intuition 00:08:00 Central Limit Theorem - Challenge 00:11:00 Central Limit Theorem - Exercise 00:02:00 Central Limit Theorem - Solution 00:14:00 Binomial distribution 00:16:00 Poisson distribution 00:17:00 Real life problems 00:15:00 Section 05: Hypothesis testing Intro 00:01:00 What is a hypothesis? 00:19:00 Significance level and p-value 00:06:00 Type I and Type II errors 00:05:00 Confidence intervals and margin of error 00:15:00 Excursion: Calculating sample size & power 00:11:00 Performing the hypothesis test 00:20:00 Practice: Hypothesis test 00:01:00 Solution: Hypothesis test 00:06:00 T-test and t-distribution 00:13:00 Proportion testing 00:10:00 Important p-z pairs 00:08:00 Section 06: Regressions Intro 00:02:00 Linear Regression 00:11:00 Correlation coefficient 00:10:00 Practice: Correlation 00:02:00 Solution: Correlation 00:08:00 Practice: Linear Regression 00:01:00 Solution: Linear Regression 00:07:00 Residual, MSE & MAE 00:08:00 Practice: MSE & MAE 00:01:00 Solution: MSE & MAE 00:03:00 Coefficient of determination 00:12:00 Root Mean Square Error 00:06:00 Practice: RMSE 00:01:00 Solution: RMSE 00:02:00 Section 07: Advanced regression & machine learning algorithms Multiple Linear Regression 00:16:00 Overfitting 00:05:00 Polynomial Regression 00:13:00 Logistic Regression 00:09:00 Decision Trees 00:21:00 Regression Trees 00:14:00 Random Forests 00:13:00 Dealing with missing data 00:10:00 Section 08: ANOVA (Analysis of Variance) ANOVA - Basics & Assumptions 00:06:00 One-way ANOVA 00:12:00 F-Distribution 00:10:00 Two-way ANOVA - Sum of Squares 00:16:00 Two-way ANOVA - F-ratio & conclusions 00:11:00 Section 09: Wrap up Wrap up 00:01:00 Assignment Assignment - Statistics & Probability for Data Science & Machine Learning 00:00:00 Order your QLS Endorsed Certificate Order your QLS Endorsed Certificate 00:00:00
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Dyslexia Online This Dyslexia course was designed with meticulous care and research. This course will take you to step by step through the entire learning process, making it easy and enjoyable for you. The Dyslexia course will teach you about the various types of dyslexia and learning disabilities and how to identify them. It will teach you about the most common dyslexic behaviours among school children. You can learn how to deal with and cope with dyslexia by using cognitive strategies. This Dyslexia course is broken down into ten modules, each of which teaches you everything you need to know about dyslexia. With the knowledge you will gain from each module, you will be able to identify when an adult has dyslexia and assist them in receiving the assistance they require. Experts craft this Dyslexia course to enable you to learn quickly and efficiently and at your own pace and convenience. This comprehensive Dyslexia course is the perfect way to kickstart your career. This course will give you a competitive advantage in your career, making you stand out from all other applicants and employees. Learning Outcomes After completing the Dyslexia course, you will be able to: Describe dyslexia and other common learning disabilities. Demonstrate a comprehensive understanding of dyslexia in school-aged children, including forms, signs, and treatment processes. Recognize the different forms of dyslexia in children of school age. Describe expert-developed cognitive approaches to coping with dyslexia. Help dyslexic children succeed in school. Examine the dyslexia laws and rules, as well as how they are applied in the classroom. Dyslexia Course Curriculum of Dyslexia Module 01: An Overview of Dyslexia Module 02: Learning Difficulties Due to Dyslexia Module 03: Impact of Dyslexia in the Educational Setting Module 04: Helping Adults with Dyslexia Module 05: Dyslexia in the Workplace Module 06: Approaches in Dyslexia Module 07: Dyslexia Strengths and Rewards Module 08: Assessment and Evaluation of Dyslexia Module 09: Dyslexia Friendly Learning Environment Module 10: Relevant Laws for Dyslexia Certificate of Completion You will receive a course completion certificate for free as soon as you complete the Dyslexia course. Dyslexia 1:20:00 1: Dyslexia 1:20:00 PDF Who is this course for? Dyslexia This Dyslexia course is ideal for - Job Seekers Teachers Fresh Graduates Teaching Assistants Child Minders Psychologists Parents Requirements Dyslexia There are no specific requirements for this Dyslexia course because it does not require any advanced knowledge or skills. Students who intend to enrol in this Training course must meet the following requirements: Good command of the English language Must be vivacious and self-driven Basic computer knowledge A minimum of 16 years of age is required Career path Dyslexia Certificates Reed Courses Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.
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This Dyslexia Awareness course was designed with meticulous care and research. This course will take you to step by step through the entire learning process, making it easy and enjoyable for you. The course will teach you about the various types of dyslexia and learning disabilities and how to identify them. It will teach you about the most common dyslexic behaviours among school children. You can learn how to deal with and cope with dyslexia by using cognitive strategies. This Dyslexia Awareness course is broken down into ten modules, each of which teaches you everything you need to know about dyslexia. With the knowledge you will gain from each module, you will be able to identify when an adult has dyslexia and assist them in receiving the assistance they require. Experts craft this course to enable you to learn quickly and efficiently and at your own pace and convenience. This comprehensive Dyslexia Awareness course is the perfect way to kickstart your career. This course will give you a competitive advantage in your career, making you stand out from all other applicants and employees. Learning Outcomes After completing the course, you will be able to: Describe dyslexia and other common learning disabilities. Demonstrate a comprehensive understanding of dyslexia in school-aged children, including forms, signs, and treatment processes. Recognize the different forms of dyslexia in children of school age. Describe expert-developed cognitive approaches to coping with dyslexia. Help dyslexic children succeed in school. Examine the dyslexia laws and rules, as well as how they are applied in the classroom. Why Choose this Course from Us Self-paced course, access available from anywhere. Easy to understand, high-quality study materials. This course was developed by industry experts. MCQ quiz after each module to assess your learning. Automated and instant assessment results. 24/7 support via live chat, phone call or email. Free PDF certificate as soon as completing the course. ***Courses are included in this Dyslexia Awareness Bundle Course Course 01: Dyslexia Awareness Course 02: Speech & Language Therapy Course 03: Level 2 Food Hygiene and Safety Course *** Other Benefits of this Bundle Course Free 3 PDF Certificate Access to Content - Lifetime Exam Fee - Totally Free Free Retake Exam [ Note: Free PDF certificate as soon as completing the course ] [Detailed course curriculum] *** Dyslexia Awareness *** Module 1: An Overview Module 2: Learning Difficulties Module 3: Impact of Dyslexia in the Educational Setting Module 4: Helping Adults with Dyslexia Module 5: Dyslexia in the Workplace Module 6: Approaches in Dyslexia Module 7: Strengths and Rewards Module 8: Assessment and Evaluation Module 9: Dyslexia-Friendly Learning Environment Module 10: Relevant Laws ---------------------------------- Assessment Method After completing each module, of the Dyslexia Awareness course, you will find automated MCQ quizzes. To unlock the next module, you need to complete the quiz task and get at least 60% marks. Once you complete all the modules in this manner, you will be qualified to request your certification. Certification After completing the MCQ/Assignment assessment for this Dyslexia Awareness course, you will be entitled to a Certificate of Completion from Training Tale. It will act as proof of your extensive professional development. The certificate is in PDF format, which is completely free to download. A printed version is also available upon request. It will also be sent to you through a courier for £13.99. Who is this course for? This Dyslexia Awareness course is ideal for - Job Seekers Teachers Fresh Graduates Teaching Assistants Child Minders Psychologists Parents Requirements Students who intend to enrol in this Dyslexia Awareness course must meet the following requirements: Good command of the English language Must be vivacious and self-driven Basic computer knowledge A minimum of 16 years of age is required Career path The Dyslexia Awareness course is not a requirement for any specific career. With this Dyslexia training, you may improve your resume and employability abilities to get relevant work. Additionally, if you already work in a position that requires you to interact with children, you must take this dyslexia course in order to do your duties effectively. Certificates Certificate of completion Digital certificate - Included
Dyslexia : Dyslexia Online This dyslexia training was thoughtfully and well planned. You will be guided step-by step through the entire learning process in this course, which will make it simple and pleasant for you. You will learn about the different types of dyslexia and learning difficulties in the course, as well as how to recognize them. You will learn about the behaviors that dyslexic students exhibit most frequently. Dyslexia can be managed and coped with by adopting cognitive methods. This course on dyslexia is divided into ten sections, each of which covers all the necessary information. With the information you will learn from each lesson, you will be able to recognize an adult who has dyslexia and help them get the help they need. Dyslexia Dyslexia Course Curriculum Module 1: An Overview Module 2: Learning Difficulties Module 3: Impact of Dyslexia in the Educational Setting Module 4: Helping Adults with Dyslexia Module 5: Dyslexia in the Workplace Module 6: Approaches in Dyslexia Module 7: Strengths and Rewards Module 8: Assessment and Evaluation Module 9: Dyslexia-Friendly Learning Environment Module 10: Relevant Law Assessment Method of Dyslexia After completing each module, of Dyslexia course, you will find automated MCQ quizzes. To unlock the next module, you need to complete the quiz task and get at least 60% marks. Certification of Dyslexia After completing the MCQ/Assignment assessment for this Dyslexia course, you will be entitled to a Certificate of Completion from Training Tale which is completely free to download. Who is this course for? Dyslexia This Dyslexia course is ideal for - Job Seekers Teachers Fresh Graduates Requirements Dyslexia There are no specific requirements for this Dyslexia course because it does not require any advanced knowledge or skills. Career path Dyslexia
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