10570 Courses

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

Teaching Assistant Level 1 + Early Years, Teaching and Child Care & SEN Teaching Assistant Online Teaching and Child Care : Teaching and Child Care Online Develop the skills required for childcare and become a better teacher. Teaching and child care are rapidly evolving professions, with most schools now requiring mastery of both teaching and child care skills. Our Teaching and Child Care course is designed to improve teachers' understanding of child psychology and to help them develop higher-level teaching skills. This Teaching and Child Care: Teaching and Child Care course will provide a flexible path to a career in the teaching and child care setting. This Teaching and Child Care course is a bundle of 09 courses. We have sincerely combined these 09 courses with a comprehensive curriculum made by expert teachers to make this course highly valuable for you. Depending on your need, you will get dedicated tutor support throughout this Teaching and Child Care: Teaching and Child Care course. Our tutors are always happy to assist our learners. So, you need to ask for assistance only! With this: Teaching and Child Care course, you will increase your employability skills enormously and stand out from the crowd. So, why do you hesitate? Just enroll on this Teaching and Child Care: Teaching and Child Care course, and the rest is on us to make your learning journey a pleasant one. This Teaching and Child Care: Teaching and Child Care course is fully online and self-paced, so you don't need to worry about timing. You can set your own schedule to continue the courses. Special Offers of this Teaching and Child Care: Teaching and Child Care Course This Teaching and Child Care: Teaching and Child Care Course includes a FREE PDF Certificate. Lifetime access to this Teaching and Child Care: Teaching and Child Care Course Instant access to this Teaching and Child Care: Teaching and Child Care Course Get FREE Tutor Support from Monday to Friday in this Teaching and Child Care: Teaching and Child Care Course Main Course: Teaching Assistant Gift Courses Included with Teaching and Child Care: Teaching and Child Care Course: Early Years: Teaching and Child Care Course Offers free Teaching Assistant Course Early Years: Teaching and Child Care Course Offers free Child Counselling Course Early Years: Teaching and Child Care Course Offers free Teaching and Child Care Course Early Years: Teaching and Child Care Course Offers free SEN Teaching Assistant Course [ Note: Free PDF certificate as soon as completing the Teaching and Child Care: Teaching and Child Care course] Teaching Assistant Level 1 + Early Years, Teaching and Child Care & SEN Teaching Assistant Online Industry Experts Designed this Teaching Assistant: Teaching and Child Care Course into 16 detailed modules. Course Curriculum of Teaching Assistant Course Module 01: Roles and Responsibilities of the Higher-Level Teaching Assistant Module 02: Working in the School Module 03: Working in the Classroom Module 04: Promote Children and Young people's Positive Behaviour Module 05: Support Children and Young People's Health and Safety Module 06: Communication and Professional Relationships with Children, Young People and Adults Module 07: Develop Professional Relationships with Children, Young People and Adults Module 08: Promote Equality, Diversity and Inclusion in Work with Children and Young People Module 09: Understand How to Safeguard the Wellbeing of Children and Young People Module 10: Support Learning Activities Module 11: Schools as Organisations Module 12: Support Assessment for Learning Module 13: Engage in Personal Development in Children's and Young People's Settings Module 14: Understand Child and Young Person Development Module 15: Support Children and Young People to Achieve Their Education Potential Module 16: Support Children and Young People to Make Positive Changes in Their Lives Module 17: Facilitate the Learning and Development of Children and Young People through Mentoring Assessment Method of Teaching and Child Care After completing each module of the Teaching and Child Care: Teaching and Child Care 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 Teaching and Child Care After completing the MCQ/Assignment assessment for this Teaching and Child Care: Teaching and Child Care Course, you will be entitled to a Certificate of Completion from Training Tale. Who is this course for? Teaching Assistant Level 1 + Early Years: Early Years, Teaching and Child Care & SEN Teaching Assistant Online This Teaching and Child Care : Teaching and Child Care course is ideal for those who want to start a career in teaching and child care or are already working in the education and training sector and want to improve skills. Requirements Teaching Assistant Level 1 + Early Years: Early Years, Teaching and Child Care & SEN Teaching Assistant Online Students who intend to enroll in this Early Years: Early Years Course must meet the following requirements: Teaching and Child Care: Teaching and Child Care Good command of the English language Teaching and Child Care: Teaching and Child Care Must be vivacious and self-driven Teaching and Child Care: Teaching and Child Care Basic computer knowledge Teaching and Child Care: Teaching and Child Care A minimum of 16 years of age is required Career path Teaching Assistant Level 1 + Early Years, Teaching and Child Care & SEN Teaching Assistant Online After completing this Teaching and Child Care course, you may be able to pursue a variety of career opportunities. Such as - Primary teacher Nursery Teacher Assistant Teacher Child care assistant EYFS Teacher Nursery Nurse SEN Teacher Teaching and Child Care Certificates Certificate of completion Digital certificate - Included

Level 2 Award in Improving Personal Exercise, Health and Nutrition Course Online When you initially start your fitness journey, getting fit and healthy can be a daunting prospect, so it is crucial to be completely aware of how to best do this for you. This Level 2 Award in Improving Personal Exercise, Health and Nutrition Course will help you build the skills you need to achieve your health and fitness goals. You will learn how to assess your fitness levels, create a healthy, personalised diet and exercise plan, and expand your knowledge of anatomy and physiology. The Level 2 Award in Improving Personal Exercise, Health and Nutrition Course covers the basic concepts of health and well-being, the role of nutrition in exercise, the importance of exercising safely, personal programmes of exercise and nutrition and much more. So, if you want to make healthy changes, reduce stress, and improve your overall lifestyle, this Level 2 Award in Improving Personal Exercise, Health and Nutrition Course is perfect for you. Special Offers of this Level 2 Award in Improving Personal Exercise, Health and Nutrition Course This Level 2 Award in Improving Personal Exercise, Health and Nutrition Course includes a FREE PDF Certificate. Lifetime access to this Level 2 Award in Improving Personal Exercise, Health and Nutrition Course Instant access to this Level 2 Award in Improving Personal Exercise, Health and Nutrition Course Get FREE Tutor Support from Monday to Friday in this Level 2 Award in Improving Personal Exercise, Health and Nutrition Course Main Course: Level 2 Award in Improving Personal Exercise, Health and Nutrition Course Courses are included in this Level 2 Award in Improving Personal Exercise, Health and Nutrition Course: Course 01: Level 2: Award in Nutrition and Health Course 02: Level 5 Diploma in Nutrition Course Course 03: Diploma in Sports Nutrition Course 04: Level 2 Certificate in Understanding Nutrition and Health Others Benefits of Level 2 Award in Improving Personal Exercise, Health and Nutrition Course: Free 4 PDF Certificate Lifetime Access Free Retake Exam Tutor Support [ Note: Free PDF certificate as soon as completing the Level 2 Award in Improving Personal Exercise, Health and Nutrition Course] Level 2 Award in Improving Personal Exercise, Health and Nutrition Course Online Industry Experts Designed this Level 2 Award in Improving Personal Exercise, Health and Nutrition Course into 03 detailed modules. Course Curriculum of Level 2 Award in Improving Personal Exercise, Health and Nutrition Course Module 01: Understand Health, Well-being and Exercise Module 02: Understand the Role of Nutrition in Exercise Module 03: Plan and Prepare for Personal Exercise and Nutrition Assessment Method of Level 2 Award in Improving Personal Exercise, Health and Nutrition Course After completing each module of the Level 2 Award in Improving Personal Exercise, Health and Nutrition 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 Level 2 Award in Improving Personal Exercise, Health and Nutrition Course After completing the MCQ/Assignment assessment for this Level 2 Award in Improving Personal Exercise, Health and Nutrition Course, you will be entitled to a Certificate of Completion from Training Tale. 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? Level 2 Award in Improving Personal Exercise, Health and Nutrition Course Online Level 2 Award in Improving Personal Exercise, Health and Nutrition Course is ideal for those who wish to learn how to improve their health and well-being. The qualification enables learners to understand the positive effects of exercise on long-term health and well-being and implement an exercise plan with the appropriate nutritional requirements. Special Note: Our Level 2 Award in Improving Personal Exercise, Health and Nutrition Course is not a regulated course. If You want to get qualified, you can consider following options: Level 2 Certificate in the Improvement for Personal Exercise Health and Nutrition (RQF) Requirements Level 2 Award in Improving Personal Exercise, Health and Nutrition Course Online Students who intend to enrol in this Level 2 Award in Improving Personal Exercise, Health and Nutrition Course must meet the following requirements: Personal Exercise: Good command of the English language Personal Exercise: Must be vivacious and self-driven Personal Exercise: Basic computer knowledge Personal Exercise: A minimum of 16 years of age is required Career path Level 2 Award in Improving Personal Exercise, Health and Nutrition Course Online Certificates Certificate of completion Digital certificate - Included

Level 1 Award in Support Work in Families Learning Outcomes: Define Support Worker qualities. Explain crisis rules for Support Worker. Implement parental responsibility as Support Worker. Evaluate early help by Support Worker. Implement career choices in Support Worker. Explain Support Worker concerns. More Benefits: LIFETIME access Device Compatibility Free Workplace Management Toolkit Level 1 Award in Support Work in Families Course Syllabus Qualities of a Family Support Worker: Explore the essential qualities and attributes required to excel as a Family Support Worker. Support Worker Roles in Family Crisis: Gain an understanding of the critical roles and responsibilities of a Support Worker during family crises. Parental Responsibility 101: Learn about parental responsibilities and the role of a Support Worker in supporting parents and families. Early Help for Child and Family: Acquire knowledge about providing early assistance to children and families as a Support Worker. Choosing Family Support Worker as a Career: Discover the reasons and considerations for pursuing a career as a Family Support Worker. Concerns of a Family Support Worker: Understand the common concerns and challenges faced by Family Support Workers in their roles.

Level 1 Diploma in Tourism and Hospitality Management Master Hospitality Management fundamentals, dive into Hospitality Management recruitment strategies, and specialize in front office and housekeeping. Conquer engineering and food and beverage operations in Hospitality Management. Learning Outcomes: Define Hospitality Management's key sectors. Assess Recruitment in Hospitality Management. Operate Front Office in Hospitality Management. Manage Housekeeping and Engineering effectively. Oversee Food and Beverage in Hospitality Management. More Benefits: LIFETIME access Device Compatibility Free Workplace Management Toolkit Level 1 Diploma in Tourism and Hospitality Management Course Syllabus Hospitality Management Basics: Gain a foundational grasp of Hospitality Management. Understand the breadth and scope of the Hospitality Management industry, including trends and key sectors. Recruitment: Learn the nuances of recruitment within the Hospitality Management sphere. Gain skills in staff development and training specific to Hospitality Management. Front Office: Master front office operations framed by Hospitality Management. Understand guest services, reservations, and how Hospitality Management affects check-in and check-out procedures. Housekeeping, Engineering, and Security: Delve into housekeeping and engineering under the umbrella of Hospitality Management. Master cleanliness standards, maintenance protocols, and Hospitality Management best practices in security. Food and Beverage: Engage deeply with food and beverage operations within Hospitality Management. Learn the art of menu planning, customer service, and creating memorable dining experiences in line with Hospitality Management standards. Marketing and Sales in Hospitality: Explore Hospitality Management strategies for effective marketing and sales. Learn how to attract guests and promote services under the principles of Hospitality Management.

Access to Level 1 Diploma: Criminology & Psychology Enrol in Access to Level 1 Diploma: Criminology & Psychology. Master Criminology & Psychology fundamentals, understand Violent Crimes intricacies, and apply Crime Scene investigation methods. Grasp Criminal Psychology principles and explore Criminal Profiling techniques. Familiarize yourself with the Criminal Justice System in England and Wales. Learning Outcomes: Summarise Criminology & Psychology basics. Clarify Violent Crimes in Criminology & Psychology. Apply Criminology & Psychology in Crime Scene analysis. Assess Criminal Psychology principles. Navigate Criminal Profiling and Criminal Justice System. More Benefits: LIFETIME access Device Compatibility Free Workplace Management Toolkit Access to Level 1 Diploma: Criminology & Psychology Course Syllabus Criminology & Psychology Foundations: Acquire foundational knowledge in Criminology & Psychology, exploring its significance and historical development. Violent Crimes in Criminology &Psychology: Examine violent crimes and their impact, utilizing Criminology & Psychology frameworks for understanding and prevention. Crime Scene Analysis: Master Criminology & Psychology methods for effective crime scene investigation, including evidence collection and forensic applications. Understanding Criminal Psychology: Delve into Criminal Psychology, examining contributing factors and analytical methods through Criminology & Psychology lenses. Criminal Profiling Techniques: Explore Criminal Profiling, using Criminology & Psychology methodologies to reason logically and develop profiles. Criminal Justice System: Understand the structure and operation of the Criminal Justice System through Criminology & Psychology perspectives, including law enforcement roles and court procedures.

AML course will help you to learn how to handle regulatory expectations and protect your organisation, business, and profession from money laundering risks.

Workplace Conflict Management provides individuals with the skills and knowledge they need to resolve workplace conflicts effectively.

Level 1 Diploma in Sports Management and Leadership Learn the fundamentals in Sports Management 101 and explore Leadership and Team Management in Sports. Dive into the intricacies of Sports Facility Management, Financial Sports Management, Ethnography in Sports Management, and Strategic Sports Management. Learning Outcomes: Define Sports Management fundamentals. Explain leadership in sports management. Implement sports facility management strategies. Evaluate financial aspects of sports management. Implement ethnography in sports management. Develop strategic sports management plans. More Benefits: LIFETIME access Device Compatibility Free Workplace Management Toolkit Level 1 Diploma in Sports Management and Leadership Course Syllabus Sports Management 101: Gain a foundational understanding of sports management, covering key concepts, principles, and roles within the sports industry. Leadership and Team Management in Sports: Explore leadership strategies and techniques specific to sports management, including team dynamics, motivation, and effective coaching. Sports Facility Management: Learn how to efficiently manage sports facilities, covering topics such as scheduling, maintenance, safety, and optimizing facility usage. Financial Sports Management: Understand the financial aspects of sports management, including budgeting, revenue generation, sponsorship deals, and financial planning for sports organizations. Ethnography in Sports Management: Study the role of ethnography in sports management, focusing on understanding fan behavior, cultural influences, and audience engagement strategies. Strategic Sports Management: Develop strategic planning skills tailored to the sports industry, including marketing strategies, event planning, and long-term organizational growth.

Food Safety and Food Allergen Awareness Level 1 Dive into food safety fundamentals and understand the symptoms and diagnosis of food allergies. Discover how to navigate special diets, access allergen information for food safety, and gain insight into food allergen laws and labeling regulations. Ensure safety and compliance in the food industry with this comprehensive training. Learning Outcomes: Grasp Food Safety and food allergen basics. Identify Food Safety-linked allergy symptoms. Clarify diagnosis methods in Food Safety. Evaluate special diets under Food Safety. Apply allergen info for Food Safety. More Benefits: LIFETIME access Device Compatibility Free Workplace Management Toolkit Food Safety and Food Allergen Awareness Level 1 Course Syllabus Food Allergen Basics: Develop a strong foundation in "Food Safety" by understanding the basics of food allergens, including common allergenic ingredients and their potential risks. Symptoms of Food Allergies: Learn to recognize and differentiate the symptoms of food allergies, a critical skill in ensuring "Food Safety" for all individuals. Diagnosis of Food Allergies: Gain insights into the methods and processes involved in diagnosing food allergies, enabling you to contribute to effective "Food Safety" measures. Food Allergies and Special Diets: Explore how food allergies intersect with special dietary requirements, and how to accommodate these needs while maintaining "Food Safety" standards. Allergen Information for Food Safety: Acquire knowledge about providing allergen information and labels for food products, a crucial aspect of ensuring "Food Safety" for consumers with allergies. Food Allergen Law and the Food Labelling Regulations: Food Safety is paramount in the realm of Food Allergen Law and the Food Labelling Regulations. These regulations, established to protect consumers, mandate the clear labeling of potential allergens in food products.