667 ICDL (International Certification of Digital Literacy) courses

In a world where every click leaves a trace, digital forensic science has become the modern detective's magnifying glass. From deleted texts to encrypted drives, the truth rarely hides for long when science meets cyber investigation. This course takes you into the fascinating world of digital trails, revealing how data is tracked, analysed and used in investigations across law enforcement, business, and cybersecurity sectors. You'll explore how evidence is gathered from devices, how experts think like digital sleuths, and what methods are used to maintain integrity throughout. Whether you’re interested in solving cybercrimes, working with legal investigations, or simply curious about what really happens behind the scenes of a digital breach, this course gives you the core knowledge needed to understand how today’s digital world can be decoded. It’s sharp, informative, and doesn’t involve lab coats or spy gadgets—just pure digital know-how. The demand for digital forensic analysts has risen by over 21% in the last five years in the UK alone, and with cyber threats only growing, it’s not slowing down anytime soon. Key Features CPD Accredited FREE PDF + Hardcopy certificate Fully online, interactive course Self-paced learning and laptop, tablet and smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Course Curriculum Module 1: Introduction to Digital Forensics Module 2: Digital Forensic Investigation Module 3: Evidence Management Module 4: Apprehending Offenders Module 5: Maintain Evidence-Based Reporting Module 6: File System Analysis Part-1 Module 7: File System Analysis Part-2 Module 8: Network Forensics Module 9: Memory Forensics Module 10: Digital Evidence in the Courtroom Learning Outcomes: Conduct effective digital investigations using specialised techniques. Manage and preserve digital evidence with meticulous attention to detail. Apprehend offenders by applying advanced investigative strategies. Create evidence-based reports to support legal proceedings. Analyse file systems comprehensively, uncovering hidden information. Utilise network and memory forensics to extract valuable insights. Accreditation This course is CPD Quality Standards (CPD QS) accredited, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in your chosen field. Certificate After completing this course, you will get a FREE Digital Certificate from Training Express. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? IT professionals looking to specialise in digital forensics. Law enforcement personnel aiming to enhance their investigative skills. Cybersecurity enthusiasts interested in digital crime-solving. Legal professionals seeking expertise in digital evidence. Computer science graduates aspiring to work in forensics. Private investigators wanting to expand their skill set. Individuals with a passion for technology and investigation. Anyone intrigued by the intersection of cybercrime and forensic science. Career path Digital Forensic Analyst Cybersecurity Investigator Incident Responder Forensic IT Specialist Cybercrime Investigator Computer Forensic Examiner Certificates Digital certificate Digital certificate - Included Once you've successfully completed your course, you will immediately be sent a FREE digital certificate. Hard copy certificate Hard copy certificate - Included Also, you can have your FREE printed certificate delivered by post (shipping cost £3.99 in the UK). For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10. Our certifications have no expiry dates, although we do recommend that you renew them every 12 months.

Artificial Intelligence isn’t science fiction anymore — it’s shaping the way we search, shop, scroll, and sometimes even spill the tea. This course lays the groundwork for understanding how AI actually works — minus the jargon and dramatic movie scenes. You’ll explore essential concepts such as algorithms, data patterns, logic systems, and machine-based learning models, all presented in a format that makes sense even if your only prior experience with AI is arguing with your phone's voice assistant. Perfect for curious minds across industries, this foundational course covers the key principles that drive AI technologies, from basic neural networks to the role of big data in decision-making. Whether you're brushing up for academic reasons or looking to speak AI without sounding like a tech cliché, you’ll find this course insightful, neatly organised, and refreshingly down-to-earth. All content is delivered online, allowing you to study at your own pace — no awkward group projects or lab goggles required. Key Features CPD Accredited FREE PDF + Hardcopy certificate Fully online, interactive course Self-paced learning and laptop, tablet and smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Course Curriculum Module 01 : Introduction to Artificial Intelligence Module 02 : Mathematics for AI Module 03 : Knowledge Representation in AI - Part 1 Module 04 : Knowledge Representation in AI - Part 2 Module 05 : Machine Learning - Part 1 Module 06 : Machine Learning - Part 2 Module 07 : Deep Learning Module 08 : Natural Language Processing Module 09 : Computer Vision Module 10 : Robotics Module 11 : Building AI Applications Learning Outcomes: Grasp the fundamentals of artificial intelligence and its applications. Develop a strong mathematical foundation for AI algorithms. Master knowledge representation techniques in AI. Explore the principles and applications of machine learning. Dive into the world of deep learning and its use in AI. Understand the core concepts of natural language processing and computer vision. Accreditation This course is CPD Quality Standards (CPD QS) accredited, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in your chosen field. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Technology enthusiasts eager to delve into AI. Students pursuing a career in AI and machine learning. Professionals seeking to upskill in the AI domain. Engineers and programmers interested in AI development. Entrepreneurs exploring AI for business solutions. Anyone with a curiosity about the future of artificial intelligence. Graduates looking to enhance their tech-related knowledge. Innovators with an interest in robotics and AI applications. Career path AI Research Scientist Machine Learning Engineer Data Scientist Natural Language Processing Engineer Computer Vision Specialist Robotics Software Engineer Certificates Digital certificate Digital certificate - Included Once you've successfully completed your course, you will immediately be sent a FREE digital certificate. Hard copy certificate Hard copy certificate - Included Also, you can have your FREE printed certificate delivered by post (shipping cost £3.99 in the UK). For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10. Our certifications have no expiry dates, although we do recommend that you renew them every 12 months.

The Interactive Media Design Essentials Course offers an exciting opportunity to delve into the fundamentals of design for digital media. Whether you're a beginner or looking to refine your skills, this course provides a thorough grounding in the techniques and concepts that drive dynamic media projects. It covers the essential principles of design, usability, and interactivity, ensuring that you gain a solid foundation in crafting engaging digital experiences. As the demand for interactive media continues to rise, this course positions you to understand the core elements that shape modern media design. Through this course, you'll explore key areas such as user-centred design, wireframing, and designing for various digital platforms. It’s aimed at individuals who want to understand the building blocks of digital media projects without getting bogged down by unnecessary jargon. Designed to help you grasp the essentials quickly, this programme will guide you through the process of developing designs that are visually appealing and highly functional. By the end, you'll be well-equipped with the knowledge to approach interactive media design with confidence and creativity, ready to tackle your next digital design project. Key Features CPD Accredited FREE PDF + Hardcopy certificate Fully online, interactive course Self-paced learning and laptop, tablet and smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Course Curriculum Module 01: Introduction to Interactive Media Design Module 02: Principles of Design Module 03: User Experience (UX) and User Interface (UI) Design Module 04: Interactive Media Tools and Technologies Module 05: Multimedia Integration Module 06: Interactive Storytelling Module 07: Designing for Multiple Platforms Learning Outcomes: Apply design principles to create visually stunning digital experiences. Craft seamless User Experience (UX) and User Interface (UI) designs. Utilise diverse multimedia elements for interactive storytelling. Master the use of cutting-edge tools and technologies in design. Develop the ability to create designs for multiple digital platforms. Integrate multimedia elements harmoniously to enhance digital narratives. Accreditation This course is CPD Quality Standards (CPD QS) accredited, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in your chosen field. Certificate After completing this course, you will get a FREE Digital Certificate from Training Express. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Creative minds seeking to excel in digital design. Aspiring UX/UI designers keen on honing their skills. Multimedia enthusiasts eager to explore interactive storytelling. Tech-savvy individuals passionate about design principles. Students aiming for a career in diverse digital platforms. Professionals seeking to upgrade their interactive media skills. Individuals with a flair for graphic and multimedia arts. Those desiring expertise in designing for various digital interfaces. Career path Digital Graphic Designer Multimedia Artist UX/UI Designer Interactive Media Developer Digital Content Creator Web and App Designer Certificates Digital certificate Digital certificate - Included Once you've successfully completed your course, you will immediately be sent a FREE digital certificate. Hard copy certificate Hard copy certificate - Included Also, you can have your FREE printed certificate delivered by post (shipping cost £3.99 in the UK). For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10. Our certifications have no expiry dates, although we do recommend that you renew them every 12 months.

Overview This comprehensive course on Internet of Things Hacking will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Internet of Things Hacking comes with accredited certification from CPD, which will enhance your CV and make you worthy in the job market. So enrol in this course today to fast track your career ladder. How will I get my certificate? You may have to take a quiz or a written test online during or after the course. After successfully completing the course, you will be eligible for the certificate. Who is This course for? There is no experience or previous qualifications required for enrolment on this Internet of Things Hacking. It is available to all students, of all academic backgrounds. Requirements Our Internet of Things Hacking is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible with tablets and smartphones so you can access your course on Wi-Fi, 3G or 4G. There is no time limit for completing this course, it can be studied in your own time at your own pace. Career Path Learning this new skill will help you to advance in your career. It will diversify your job options and help you develop new techniques to keep up with the fast-changing world. This skillset will help you to- Open doors of opportunities Increase your adaptability Keep you relevant Boost confidence And much more! Course Curriculum 2 sections • 9 lectures • 03:37:00 total length •Module 01: IoT Part 1: 00:15:00 •Module 02: IoT Part 2: 00:19:00 •Module 03: IoT Hacking Tools and Technique: 00:35:00 •Module 04: IoT Hacking Tools and Technique Part 2: 00:30:00 •Module 05: IoT Scenario Part 1: 00:23:00 •Module 06: IoT Scenario Part 2: 00:25:00 •Module 07: Smart Devices: 00:33:00 •Module 08: AWS Basics: 00:37:00 •Assignment -Internet of Things Hacking: 00:00:00

Overview This comprehensive course on Light Current Systems for Electrical Engineering will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Light Current Systems for Electrical Engineering comes with accredited certification from CPD, which will enhance your CV and make you worthy in the job market. So enrol in this course today to fast track your career ladder. How will I get my certificate? You may have to take a quiz or a written test online during or after the course. After successfully completing the course, you will be eligible for the certificate. Who is This course for? There is no experience or previous qualifications required for enrolment on this Light Current Systems for Electrical Engineering. It is available to all students, of all academic backgrounds. Requirements Our Light Current Systems for Electrical Engineering is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible with tablets and smartphones so you can access your course on Wi-Fi, 3G or 4G. There is no time limit for completing this course, it can be studied in your own time at your own pace. Career Path Learning this new skill will help you to advance in your career. It will diversify your job options and help you develop new techniques to keep up with the fast-changing world. This skillset will help you to- Open doors of opportunities Increase your adaptability Keep you relevant Boost confidence And much more!   Course Curriculum 6 sections • 16 lectures • 04:17:00 total length •Module 1- Light Current Fire Alarm System Part 1: 00:17:00 •Module 2- Light Current Fire Alarm System Part 2: 00:15:00 •Module 3- Light Current Fire Alarm System Part 3: 00:18:00 •Module 4- Light Current Fire Alarm System Part 4: 00:17:00 •Module 5- Light Current Fire Alarm System Part 5: 00:17:00 •Module 6- Light Current Fire Alarm System Part 6: 00:17:00 •Module 1- Light Current MATV System Part 1: 00:14:00 •Module 2- Light Current MATV System Part 2: 00:17:00 •Module 3- Light Current Telephone System: 00:19:00 •Module 1- Light Current Data System Part 1: 00:15:00 •Module 2- Light Current Data System Part 2: 00:20:00 •Module 1- Light Current CCTV System Part 1: 00:14:00 •Module 2- Light Current CCTV System Part 2: 00:23:00 •Module 1- Light Current Sound System Part 1: 00:18:00 •Module 2- Light Current Sound System Part 2: 00:16:00 •Assignment -Light Current Systems for Electrical Engineering: 00:00:00

The Dyslexia Level 3 course provides an introduction to dyslexia, its relation to learning difficulties, understanding dyslexia in the school setting, cognitive approaches to address dyslexia, and an overview of the legal rights and support available for dyslexic individuals. Learning Outcomes: Understand the nature and characteristics of dyslexia. Learn about the relationship between dyslexia and other learning difficulties. Gain insights into dyslexia in the school environment and how it affects students. Explore cognitive approaches and strategies to support dyslexic individuals in their learning journey. Acquire knowledge of the legal rights and provisions available for dyslexics to ensure equal opportunities and support. Why buy this Dyslexia Level 3? 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. Certification After studying the course materials of the Dyslexia Level 3 there will be a written assignment test which you can take either during or at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this course for? Educators seeking to understand and support students with dyslexia in classroom settings. Parents of dyslexic children aiming to navigate the educational landscape more effectively. Psychologists and counsellors looking to enhance their expertise in learning difficulties. Legal professionals interested in the rights and advocacy for individuals with dyslexia. Policy makers and educational consultants striving to develop inclusive educational practices. Prerequisites This Dyslexia Level 3 does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Dyslexia Level 3 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. Career path Special Educational Needs (SEN) Teacher: £25,000 - £40,000 Per Annum Educational Psychologist: £37,000 - £50,000 Per Annum Disability Support Coordinator in Universities: £30,000 - £45,000 Per Annum Speech and Language Therapist: £26,000 - £41,000 Per Annum Legal Advocate for Disability Rights: £35,000 - £55,000 Per Annum Policy Advisor for Educational Inclusion: £32,000 - £48,000 Per Annum Course Curriculum Module 01: Introduction to Dyslexia Introduction to Dyslexia 00:18:00 Module 02: Dyslexia and Learning Difficulties Dyslexia and Learning Difficulties 00:18:00 Module 03: Dyslexia in the School Dyslexia in the School 00:23:00 Module 04: Cognitive Approaches in Dyslexia Cognitive Approaches in Dyslexia 00:16:00 Module 05: The Legal Rights of Dyslexics The Legal Rights of Dyslexics 00:14:00 Assignment Assignment - Dyslexia Level 3 00:00:00

The Level 2 Intelligence Analyst Certification course provides a comprehensive understanding of intelligence analysis, covering the development of intelligence, the intelligence cycle, critical thinking, analysis process, best practices, legal issues, ethics, and the role and responsibilities of an intelligence analyst. Learning Outcomes: Define intelligence analysis and understand its significance in various contexts. Gain insights into the development of intelligence analysis over time and its evolution. Comprehend the intelligence cycle and its essential phases for effective analysis. Apply critical thinking skills to structure and analyze intelligence data efficiently. Learn about best practices in intelligence analysis to ensure accuracy and relevance. Understand legal and ethical considerations in intelligence work to maintain integrity. Identify the roles, responsibilities, and functions of an intelligence analyst within an organization or agency. Complete an assignment as an intelligence analyst to demonstrate practical skills and knowledge. Why buy this Level 2 Intelligence Analyst Certification? Unlimited access to the course for forever Digital Certificate, Transcript, student ID all included in the price Absolutely no hidden fees Directly receive CPD accredited qualifications after course completion Receive one to one assistance on every weekday from professionals Immediately receive the PDF certificate after passing Receive the original copies of your certificate and transcript on the next working day Easily learn the skills and knowledge from the comfort of your home Certification After studying the course materials of the Level 2 Intelligence Analyst Certification there will be a written assignment test which you can take either during or at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this course for? This Level 2 Intelligence Analyst Certification is ideal for Students Recent graduates Job Seekers Anyone interested in this topic People already working in the relevant fields and want to polish their knowledge and skill. Prerequisites This Level 2 Intelligence Analyst Certification does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Level 2 Intelligence Analyst Certification 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. Career path As this course comes with multiple courses included as bonus, you will be able to pursue multiple occupations. This Level 2 Intelligence Analyst Certification is a great way for you to gain multiple skills from the comfort of your home. Course Curriculum Module 01: Defining Intelligence Analysis Defining Intelligence Analysis 00:46:00 Module 02: Development of Intelligence Analysis Development of Intelligence Analysis 00:26:00 Module 03: The Intelligence Cycle The Intelligence Cycle 00:35:00 Module 04: Critical Thinking and Structuring Critical Thinking and Structuring 00:39:00 Module 05: Analysis Process and Best Practice Intelligence and National Security 00:42:00 Module 06: Intelligence and National Security Legal Issues and Ethics 00:45:00 Module 07: Legal Issues and Ethics Your Role, Responsibilities, and Functions as an Analyst 01:00:00 Module 08: Your Role, Responsibilities, and Functions as an Analyst Analysis Process and Best Practice 00:45:00 Assignment Assignment - Level 2 Intelligence Analyst Certification 00:00:00

Dive into the digital realm with our 'Basic HTML 5' course. Engage with an exciting curriculum crafted meticulously to guide learners through the foundational concepts, starting with the rudiments of HTML and culminating with intricate CSS implementations. Whether you aim to mould webpages or breathe life into them with stunning designs, our content-rich modules unravel the secrets of web development in a structured manner. Learning Outcomes Understand the foundational principles of HTML and its significance in web development. Identify and employ various layout and inline elements effectively. Differentiate and utilise specific elements tailored for specific tasks. Grasp the essentials of CSS, laying the groundwork for advanced styling techniques. Implement and customise navigation styles, mastering the art of web aesthetics. Why buy this Basic HTML 5 course? Unlimited access to the course for forever Digital Certificate, Transcript, student ID all included in the price Absolutely no hidden fees Directly receive CPD accredited qualifications after course completion Receive one to one assistance on every weekday from professionals Immediately receive the PDF certificate after passing Receive the original copies of your certificate and transcript on the next working day Easily learn the skills and knowledge from the comfort of your home Certification After studying the course materials of the Basic HTML 5 there will be a written assignment test which you can take either during or at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this Basic HTML 5 course for? Beginners eager to embark on their web development journey. Design enthusiasts keen to integrate HTML with aesthetics. Bloggers and content creators aiming for a personalised web presence. Tech aficionados looking to understand web design basics. Entrepreneurs wishing to gain insights into website structuring. Prerequisites This Basic HTML 5 does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Basic HTML 5 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. Career path Web Developer: £30,000 - £50,000 Front-end Developer: £28,000 - £48,000 UI Designer: £32,000 - £52,000 Content Strategist: £29,000 - £49,000 Website Tester: £27,000 - £47,000 Digital Marketer: £26,000 - £46,000 Course Curriculum Basic HTML 5 Section 01: HTML Introduction 00:04:00 Section 02: Layout and Elements 00:09:00 Section 03: Inline Elements 00:07:00 Section 04: Specific Elements 00:05:00 Section 05: CSS Introduction 00:02:00 Section 06: CSS Implementation 00:07:00 Section 07: CSS Elements 00:03:00 Section 08: Borders and Backgrounds 00:10:00 Section 09: Navigation Styling 00:07:00 Section 10: Tips and Tricks 00:06:00 Assignment Assignment - Basic HTML 5 00:00:00

Enter the world of cutting-edge energy technology with the Smart Meter Installer Diploma. In this comprehensive course, you'll delve into the intricacies of smart metering systems, from design to installation. Learn how to install and maintain smart meters while adhering to guidelines and regulations. Explore the cost-effectiveness and benefits of smart meters, and understand the policy landscape surrounding this technology, including the Smart Meters Act in the UK. Learning Outcomes: Grasp the fundamentals of smart meter technology and its significance. Design efficient and effective smart metering systems. Develop the skills to install and calibrate smart meters accurately. Understand the guidelines and regulations governing meter installation. Analyze the cost-benefit ratio of implementing smart meter solutions. Gain insight into policy guidelines shaping smart meter adoption. Comprehend the implications of the Smart Meters Act in the UK. Acquire expertise in troubleshooting and maintenance of smart meters. Why buy this Smart Meter Installer Diploma?  Unlimited access to the course for forever Digital Certificate, Transcript, student ID all included in the price Absolutely no hidden fees Directly receive CPD accredited qualifications after course completion Receive one to one assistance on every weekday from professionals Immediately receive the PDF certificate after passing Receive the original copies of your certificate and transcript on the next working day Easily learn the skills and knowledge from the comfort of your home Certification After studying the course materials of the Smart Meter Installer Diploma you will be able to take the MCQ test that will assess your knowledge. After successfully passing the test you will be able to claim the pdf certificate for £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this course for? This Smart Meter Installer Diploma course is ideal for Aspiring smart meter technicians seeking comprehensive training. Electricians or energy professionals interested in expanding their skill set. Individuals looking to enter the growing field of smart energy technology. Professionals in energy management and utility companies seeking specialized knowledge. Prerequisites This Smart Meter Installer Diploma 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. Career path Smart Meter Installer - Average Earnings: £25,000 - £30,000 per year. Smart Energy Technician - Average Earnings: £28,000 - £35,000 per year. Energy Efficiency Advisor - Average Earnings: £24,000 - £30,000 per year. Electrician (Specializing in Smart Meters) - Average Earnings: £28,000 - £35,000 per year. Smart Energy Consultant - Average Earnings: £30,000 - £40,000 per year. Course Curriculum Module 01: Introduction to Smart Meter Introduction to Smart Meter 00:36:00 Module 02: Designing of Smart Metering System Designing of Smart Metering System 00:36:00 Module 03: Install a Smart Meter Install a Smart Meter 01:15:00 Module 04: Meter Installation Guidelines Meter Installation Guidelines 00:34:00 Module 05: Smart Meter Cost and Benefit Analysis Smart Meter Cost and Benefit Analysis 00:48:00 Module 06: Smart Metering Policy Guidelines Smart Metering Policy Guidelines 00:40:00 Module 07: Smart Meters Act in the UK Smart Meters Act in the UK 00:27:00 Assignment Assignment - Smart Meter Installer Diploma 00:00:00

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