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
Welcome to the Learn Ethical Hacking From A-Z: Beginner To Expert course! This practical course was designed for beginners or those with no prior experience or knowledge in hacking or cybersecurity. The goal of this course is to teach you not only what and how hackers do but also how to hack systems like a pro and win the cat-and-mouse game by securing systems like a professional security expert. We take you from the beginnings of ethical hacking to mastery by combining practical work with good theoretical training, providing you with the training you need to hack and secure against a hack. While theory is important, we recognise that it can sometimes be boring and uninspiring. As a result, this course is jam-packed with examples that you can use, making the lessons more fun and engaging. This practical approach begins with a lesson on Networking Basics and how to install the necessary software (Windows, Linux, and Mac OSX) before diving right into hacking. Throughout, you will examine and exploit many systems ranging from simple websites to large networks, as well as hacking servers and clients. In addition to hacking, you'll learn how to execute effective penetration testing procedures. This approach provides you with the fundamental knowledge required not only to hack any given system but also to secure it, with each lesson covering both sides of the coin. It's a complete course, so you won't have to look elsewhere to learn. Don't waste any more time. Enrol today and be on your way to becoming a hacking expert. Learning Outcomes: Upon completion of the Learn Ethical Hacking From A-Z course, you will be able to: Understand the fundamentals of ethical hacking and its applications. Build a secure hacking lab for practical experimentation and learning. Master essential networking concepts for effective penetration testing. Develop proficiency in Linux, Python, Bash, and PowerShell for hacking tasks. Learn techniques to remain anonymous and protect your online identity. Gain expertise in hacking into WIFI networks and securing them. Conduct passive and active reconnaissance for effective information gathering. Acquire skills in website and web application hacking for vulnerability assessment. Who is this course for: This Learn Ethical Hacking From A-Z course is perfect for: Tech enthusiasts eager to expand their knowledge in ethical hacking. Individuals aspiring to start a career in cybersecurity and ethical hacking. IT professionals seeking to enhance their skill set in cybersecurity. Students pursuing computer science or related fields interested in ethical hacking. Security professionals looking to broaden their expertise in penetration testing. Why buy this Learn Ethical Hacking From A-Z course? Unlimited access to the course forever Digital Certificate, Transcript, and student ID are all included in the price Absolutely no hidden fees Directly receive CPD accredited qualifications after course completion Receive one-to-one assistance when needed Immediately receive the PDF certificate after passing Receive the original copies of your certificate and transcript immediately Easily learn the skills and knowledge from the comfort of your home Career Path: Our Learn Ethical Hacking From A-Z course will prepare you for a range of careers, including: Junior Penetration Tester: £25,000 - £50,000 Annually Ethical Hacker: £40,000 - £100,000 Annually Security Consultant: £50,000 - £90,000 Annually Security Engineer: £60,000 - £110,000 Annually Senior Penetration Tester: £70,000 - £120,000 Annually Chief Information Security Officer (CISO): £100,000 - £180,000 Annually Certification After studying the course materials of the Learn Ethical Hacking From A-Z: Beginner To Expert course, there will be a written assignment test which you can take either during or at the end of the course. After passing the test, you will have a range of certification options. A CPD Accredited PDF Certificate costs £4.99, while a CPD Accredited Hardcopy Certificate is £8.00. We also offer transcript services. A PDF Transcript costs £4.99, and a Hardcopy Transcript is £9.99. Select according to your needs, and we assure timely delivery of your chosen certificate. Requirements This professionally designed Learn Ethical Hacking From A-Z: Beginner To Expert course does not require you to have any prior qualifications or experience. It is open to everyone, and you can access the course from anywhere at any time. Just enrol and start learning!
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Welcome to this project-based course where you will build and deploy a realtor clone application using the latest version of React, Firebase, and Tailwind CSS. Learn to create and deploy a website professionally for showcasing to friends and clients, or adding it to your portfolio. Basic knowledge of HTML, CSS, and JavaScript is expected.
Overview This comprehensive course on CompTIA PenTest+ (Ethical Hacking) will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This CompTIA PenTest+ (Ethical 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 CompTIA PenTest+ (Ethical Hacking). It is available to all students, of all academic backgrounds. Requirements Our CompTIA PenTest+ (Ethical 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 6 sections • 67 lectures • 10:48:00 total length •Introduction: 00:09:00 •Planning a Pen Test: 00:09:00 •Rules of Engagement: 00:11:00 •Resources and Budget: 00:07:00 •Impact and Constraints: 00:05:00 •Support Resources: 00:13:00 •Legal Groundwork: 00:12:00 •Scope Considerations: 00:11:00 •Lab Environment Setup: 00:23:00 •Project Strategy and Risk: 00:09:00 •Scope Vulnerabilities: 00:14:00 •Compliance-Based Assessments: 00:05:00 •Scanning and Enumeration: 00:05:00 •Scanning Demo: 00:11:00 •Packet Investigation: 00:08:00 •Packet Inspection Demo: 00:06:00 •Application and Open-Source Resources: 00:12:00 •Vulnerability Scanning: 00:09:00 •Vulnerability Scanning Demo: 00:17:00 •Target Considerations: 00:16:00 •Nmap Timing and Performance Options: 00:07:00 •Prioritization of Vulnerabilities: 00:09:00 •Common Attack Techniques: 00:12:00 •Credential Attacks: 00:15:00 •Weaknesses in Specialized Systems: 00:18:00 •Remote Social Engineering: 00:07:00 •Spear Phishing Demo: 00:10:00 •In-Person Social Engineering: 00:12:00 •Network-Based Exploits: 00:07:00 •FTP Exploit Demo: 00:08:00 •Man-in-the-middle Exploits: 00:07:00 •Wireless Exploits: 00:14:00 •Application Exploits, Part 1: 00:06:00 •SQL Injection Demo: 00:09:00 •Application Exploits, Part 2: 00:08:00 •Application Exploits, Part 3: 00:09:00 •Cross-Site Scripting Demo: 00:07:00 •Code Vulnerabilities: 00:17:00 •Local Host Vulnerabilities: 00:05:00 •Privilege Escalation (Linux): 00:10:00 •Privilege Escalation (Windows): 00:06:00 •Misc. Privilege Escalation: 00:08:00 •Misc. Local Host Vulnerabilities: 00:08:00 •Physical Security: 00:11:00 •Post-Exploitation Techniques: 00:11:00 •Persistence and Stealth: 00:11:00 •Nmap Scoping & Output Options: 00:21:00 •Pen Testing Toolbox: 00:07:00 •Using Kali Linux: 00:06:00 •Scanners & Credential Tools: 00:10:00 •Code-Cracking Tools: 00:05:00 •Open-Source Research Tools: 00:07:00 •Wireless and Web Pen Testing Tools: 00:11:00 •Remote Access Tools: 00:06:00 •Analyzers and Mobile Pen Testing Tools: 00:03:00 •Other Pen Testing Tools: 00:05:00 •Using Scripting in Pen Testing: 00:13:00 •Bash Scripting Basics: 00:15:00 •Bash Scripting Techniques: 00:10:00 •PowerShell Scripts: 00:04:00 •Ruby Scripts: 00:07:00 •Python Scripts: 00:06:00 •Scripting Languages Comparison: 00:11:00 •Writing Reports: 00:16:00 •Post-Report Activities: 00:06:00 •Mitigation Strategies: 00:05:00 •Communication: 00:10:00
Increase your cybersecurity capability by learning to perform dynamic and static malware analysis!
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Learning Outcome Business Management with Sales and Marketing Bundle: Apply core business management principles in various organisational settings. Implement effective strategies for project management and operational efficiency. Utilise financial management techniques to ensure business profitability. Develop and implement persuasive sales strategies and negotiation tactics. Analyse consumer behaviour and market trends to inform marketing decisions. Design and execute comprehensive marketing plans for successful brand promotion. Why Choose Us? Get a Free CPD Accredited Certificate upon completion of this Bundle Get a free student ID card with this Bundle This Bundle is affordable and simple to understand This course is entirely online, interactive lesson with voiceover audio Lifetime access to this Bundle of course materials This Bundle comes with 24/7 tutor support Start your learning journey straightaway with Business Management with Sales and Marketing! *** Course Curriculum *** Course 01: Business Management at QLS Level 7 Introduction to Business Management Operations Management Introduction to Business Analysis Strategic Analysis and Product Scope Project Management Business Development and Succession Planning Business Process Management Planning & Forecasting Operations Performance Management Management of Cash and Credit Managing Risk and Recovery Quality Management Communication Skills Business Environment Organizational Skills Negotiation Techniques Human Resource Management Motivation and Counselling Customer Service Time Management Conflict Management Course 02: Sales and Marketing Co-ordinator at QLS Level 7 Introduction to Sales Sales Growth Sales Hypnosis Sales Presentation Basics of Marketing The Marketing Process Strategic Marketing Marketing Environment Market Segmentations Consumer Buying Behaviour Business Markets and Buying Behaviour Marketing Research Sales and Marketing Leverage and Limitations Sales Negotiations Dealing with Customers Communication Skills Course 03: Business Intelligence Analyst Module-1: An Introduction To Business Intelligence Module-2: Real-Time Business Intelligence Module-3: Fundamentals Of Statistics And Data Science Module-4: Fundamentals Of SQL Module-5: Database Management Essentials Module-6: Data Warehouse Concepts Module-7: Data Visualisation In Business Intelligence Module-8: Basics Of Python 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: £12.99 CPD Hard Copy Certificate: £29.99 QLS Endorsed Hard Copy Certificate: £139 CPD 210 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This bundle is suitable for everyone. Please Note: From this Business Management with Sales and Marketing course, you will get the theoretical knowledge that need to excel in this field. After completing our course, you can also enrol in the following courses: BA (Hons) Business and Management Level 3 Diploma in Business and Management Level 4 Diploma in Business and Management Level 5 Diploma in Business and Management Level 6 Diploma in Business Management Level 7 Diploma - Business Management Level 3 Diploma in Business and Management (RQF) Level 4 Diploma in Business and Management (RQF) Level 5 Diploma in Business and Management (RQF) Level 6 Diploma in Business Management (RQF) Level 7 Diploma in Business Management (RQF) Level 4 Diploma in Sales and Marketing Management (RQF) NCFE Level 3 Diploma in Skills for Business: Sales and Marketing Requirements You will not need any prior background or expertise to enrol in this Business Management with Sales and Marketing. Career path This Business Management with Sales and Marketing bundle will allow you to kickstart or take your career in the related sector to the next stage. Business Owner Sales Manager Marketing Manager Project Manager Consultant Certificates CPD Accredited Digital Certificate Digital certificate - £12.99 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. Advanced Diploma in Business Management at QLS Level 7 Hard copy certificate - £139 Please note that International students have to pay an additional £10 as a shipment fee.
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Duration 4 Days 24 CPD hours This course is intended for This course is designed primarily for network and software engineers who are interested in learning about automation and programmability and hold the following job roles: Network administrators Solutions designers System installers System integrators System administrators Overview After completing this course, you should be able to: Explain the transactional service activation and how it relates to business requirements Explain how Cisco NSO communicates with network devices Understand the NETCONF protocol and be able to read and write simple YANG models Understand the difference between devices that are fully NETCONF capable and those that are less or not NETCONF capable Understand the support for candidate configuration and confirmed commit support Use logs to troubleshoot the Cisco NSO deployment and check NSO communication with network devices Explain the YANG service model structure Design a real-world usable service Explain the mapping logic of service parameters to device models and consequently to device configurations Describe the use of different integration options and APIs Explain how to implement action with use of config-templates in NSO package Explain the use of Reactive FASTMAP in for manipulating and implementing advanced NFV components Describe the use of feature components and function packs Define and explain the ETSI MANO principles and solution Work with the alarm console, and understand the NSO alarm structure and how it conforms to modern network operations procedures Describe Cisco NSO 5.3 new features and changes in NSO The NSO Essentials for Programmers and Network Architects (NSO201) v4.1 course introduces you to Cisco Network Services Orchestrator (NSO). You will learn to install Cisco NSO and use it to manage devices and create services based on YANG templates with XPath. This course provides an overview of NSO as a network automation solution as well as introducing you to NETCONF, YANG, and XPath. You will learn about managing devices and creating device templates, service management and service package creation, network element drivers, interfacing with other systems using APIs, configuring and troubleshooting system settings, managing alarms and reporting, configuring NSO for scalability and performance, and capabilities that can be added to Cisco NSO. Course Outline Introducing Service Orchestration with Cisco NSO Exploring Cisco NSO Architecture Orchestrating Network Solutions Describing Cisco NSO Operation Installing Cisco NSO Exploring the Advantages of NETCONF Managing Devices Using the Device Manager Creating YANG Models Using Services Implementing Services with Model-to-Model Mapping Designing Services in Cisco NSO Managing the Service Lifecycle Programming with Python in Cisco NSO Configuring and Troubleshooting System Settings Discovering Cisco NSO Northbound APIs Managing Alarms and Reporting Configuring Cisco NSO for Scalability and Performance Describing Cisco NSO VNF Manager and Function Packs