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7941 Compliance courses
Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7
(3)By Studyhub UK
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
24-Hour Knowledge Knockdown! Prices Reduced Like Never Before Did you know that in the UK, an estimated 500,000 people fall ill each year from foodborne illness? Ensuring food safety is a critical responsibility in the catering and manufacturing industries. This Supervising Food Safety bundle equips you with the knowledge and skills to become a leader in food safety practices. Are you ready to safeguard public health and protect your business reputation? This Supervising Food Safety bundle offers a well-rounded education in all aspects of food safety supervision. Learn about the key principles of food safety and hygiene, including temperature control, preventing cross-contamination, and proper sanitation procedures. Develop your skills in implementing a Hazard Analysis and Critical Control Points (HACCP) system, a globally recognised approach to food safety management. This bundle also covers essential food industry regulations and how to achieve the highest possible hygiene rating for your establishment. This Diploma in Supervising Food Safety at QLS Level 3 course is endorsed by The Quality Licence Scheme and accredited by CPD QS (with 120 CPD points) to make your skill development & career progression more accessible than ever! Courses are Included in This Bundle: Course 01: Diploma in Supervising Food Safety at QLS Level 3 Course 02: Food Safety & Hygiene Management Training Course 03: Level 2 Food Hygiene and Safety for Catering Course 04: Hospitality & Restaurant Management Course 05: Catering Management Course 06: Diploma in HACCP Food Safety at QLS Level 5 Course 07: Diploma in Professional Chef Course 08: Higher Technician in Cooking and Gastronomy Course 09: Food Allergen Awareness Training Course 10: Food Labelling Course 11: How to Improve Your Food Hygiene Rating Take control of your food safety knowledge and elevate your career prospects. Enrol today and become a champion for food safety! Learning Outcomes of Supervising Food Safety Understand food safety regulations and their practical implementation. Master HACCP principles and risk assessment methodologies for food safety. Develop expertise in food handling, storage, preparation, and allergen awareness. Learn restaurant and catering management principles for efficient operations. Gain knowledge of professional cooking techniques and culinary trends. Understand food labeling requirements and improving hygiene ratings. Why Choose Us? Get a Free CPD Accredited Certificate upon completion of Supervising Food Safety Get a free student ID card with Supervising Food Safety Training program (£10 postal charge will be applicable for international delivery) The Supervising Food Safety is affordable and simple to understand This course is entirely online, interactive lesson with voiceover audio Get Lifetime access to the Supervising Food Safety course materials The Supervising Food Safety comes with 24/7 tutor support Start your learning journey straight away with this course and take a step toward a brighter future! ****Course Curriculum**** Course 01: Diploma in Supervising Food Safety at QLS Level 3 Module 01: Introduction to Supervising Food Safety Module 02: Food Safety Legislation Module 03: Food Contamination Module 04: Controlling Contamination Module 05: Microorganisms Module 06: Food Poisoning and Foodborne Diseases Module 07: Non-bacterial Food Poisoning Module 08: Temperature Control Module 09: Checking, Verifying, and Recording Temperatures Module 10: Food Preservation Module 11: Premises and Equipment Design Module 12: Waste, Cleaning, and Disinfection Module 13: Pest Control Module 14: Personal Hygiene Module 15: Training Staff Module 16: Implementing a Food Safety Management System Module 17: Food Safety Management Tools Course 02: Food Safety & Hygiene Management Training Module 01: Introduction to Food Safety Module 02: Roles and Responsibilities of a Food Supervisor and Policies Module 03: Laws and Legislation Module 04: Introduction to Food Safety Management Systems (FSMS) and HACCP Module 05: Implementation and Tools of FSMS Module 06: Food Poisoning Causes Module 07: Detecting and Preventing Contamination Module 08: Hazard Control Module 09: Food Poisoning in Detail and Illnesses Module 10: Food Toxins and their Prevention Module 11: Food Handling Risks and Practices Module 12: Temperature Control Module 13: Recording Temperatures Module 14:Spoilt Food and its Prevention Module 15: Design Aspects of Food Premises Module 16: Waste Disposal, Cleaning and Disinfection Module 17: Pest Management Module 18: Training and Supervising Staff Effectively Course 03: Level 2 Food Hygiene and Safety for Catering Food Safety Legislation Microbiological Hazards Physical, Chemical And Allergenic Hazards Food Storage Food Preparation Personal Hygiene Food Premises Design And Cleaning Schedules Further Information Reopening And Adapting Your Food Business During COVID-19 =========>>>>> And 9 More Courses <<<<<========= How will I get my Certificate? After successfully completing the course, you will be able to order your Certificates as proof of your achievement. PDF Certificate: Free (Previously it was £12.99*11 = £143) CPD Hard Copy Certificate: £29.99 CPD 110 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Anyone interested in learning more about the topic is advised to take this bundle. This bundle is ideal for: Senior food retailers Restaurant and Café owners Head Chefs & Kitchen Managers Supervisory food handlers Landlords and pub owners Supervisors or Managers of fast-food outlets and takeaways Requirements You will not need any prior background or expertise to enrol in this bundle. Career path After completing this bundle, you are to start your career or begin the next phase of your career. Food Retailer ( Salary: £18,000 to £50,000 ) Head Chef ( Salary: £23,000 to £50,000 ) Restaurant Owner ( variable ) Pub Owner ( Salary: £20,000 to £50,000 ) Certificates CPD Accredited Digital Certificate Digital certificate - Included Upon passing the Course, you need to order a Digital Certificate for each of the courses inside this bundle as proof of your new skills that are accredited by CPD QS for Free. CPD Accredited Hard Copy Certificate Hard copy certificate - £29.99 Please note that International students have to pay an additional £10 as a shipment fee.
