Want to know how to hack a website and fix vulnerabilities in computer systems and networks? Are you a web administrator or developer who wants to secure your website? This Learn Website Hacking From Scratch is ideal for those who have little or no knowledge of website hacking, and want an introductory guide to this topic. In this website hacking and penetration testing course for beginners, you'll start with learning the basics of how to exploit and mitigate websites and web applications, moving on to more advanced techniques, where topics covered include bypassing security, accessing databases, SQL injection and cross-site scripting (XSS). You'll also familiarise with the Linux operating system and BeEf web browser attacking framework. On course completion, you'll have the practical skills and knowledge to exploit networks like an attacker. Enrol in this Learn Website Hacking From Scratch today and start hacking systems like the experts! What you'll learn Install hacking lab & needed software (works on Windows, OS X and Linux). Discover, exploit and mitigate a number of dangerous vulnerabilities. Use advanced techniques to discover and exploit these vulnerabilities. Bypass security measurements and escalate privileges. Intercept requests using a proxy. Hack all websites on same server. Bypass filters and client-side security Adopt SQL queries to discover and exploit SQL injections in secure pages Gain full control over target server using SQL injections Discover & exploit blind SQL injections Install Kali Linux - a penetration testing operating system Install windows & vulnerable operating systems as virtual machines for testing Learn linux commands and how to interact with the terminal Learn linux basics Understand how websites & web applications work Understand how browsers communicate with websites Gather sensitive information about websites Discover servers, technologies and services used on target website Discover emails and sensitive data associated with a specific website Find all subdomains associated with a website Discover unpublished directories and files associated with a target website Find all websites hosted on the same server as the target website Discover, exploit and fix file upload vulnerabilities Exploit advanced file upload vulnerabilities & gain full control over the target website Discover, exploit and fix code execution vulnerabilities Exploit advanced code execution vulnerabilities & gain full control over the target website Discover, exploit & fix local file inclusion vulnerabilities Exploit advanced local file inclusion vulnerabilities & gain full control over the target website Exploit advanced remote file inclusion vulnerabilities & gain full control over the target website Discover, fix, and exploit SQL injection vulnerabilities Bypass login forms and login as admin using SQL injections Writing SQL queries to find databases, tables and sensitive data such as usernames ad passwords using SQL injections Bypass filtering, and login as admin without password using SQL injections Bypass filtering and security measurements Read / Write files to the server using SQL injections Patch SQL injections quickly Learn the right way to write SQL queries to prevent SQL injections Discover basic & advanced reflected XSS vulnerabilities Discover basic & advanced stored XSS vulnerabilities Discover DOM-based XSS vulnerabilities How to use BeEF framwork Hook victims to BeEF using reflected, stored and DOM based XSS vulnerabilities Steal credentials from hooked victims Run javascript code on hooked victims Create an undetectable backdoor Hack into hooked computers and gain full control over them Fix XSS vulnerabilities & protect yourself from them as a user What do we mean by brute force & wordlist attacks Create a wordlist or a dictionary Launch a wordlist attack and guess admin's password Discover all of the above vulnerabilities automatically using a web proxy Run system commands on the target webserver Access the file system (navigate between directories, read/write files) Download, upload files Bypass security measurements Access all websites on the same webserver Connect to the database and execute SQL queries or download the whole database to the local machine Requirements Basic IT Skills No Linux, programming or hacking knowledge required. Computer with a minimum of 4GB ram/memory Operating System: Windows / OS X / Linux Who this course is for: Anybody who is interested in learning website & web application hacking / penetration testing Anybody who wants to learn how hackers hack websites Anybody who wants to learn how to secure websites & web applications from hacker Web developers so they can create secure web application & secure their existing ones Web admins so they can secure their websites Course Introduction Course Introduction FREE 00:02:00 Preparation - Creating a Penetration Testing Lab Lab Overview & Needed Software 00:08:00 Installing Kali 2019 As a Virtual Machine Using a Ready Image 00:10:00 Installing Kali 2019 As a Virtual Machine 00:10:00 Installing Metasploitable As a Virtual Machine 00:04:00 Preparation - Linux Basics Basic Overview of Kali Linux 00:05:00 The Linux Terminal & Basic Linux Commands 00:11:00 Configuring Metasploitable & Lab Network Settings 00:06:00 Website Basics What is a Website? 00:04:00 How To Hack a Website? 00:04:00 Information Gathering Gathering Information Using Whois Lookup 00:05:00 Discovering Technologies Used On The Website 00:06:00 Gathering Comprehensive DNS Information 00:10:00 Discovering Websites On The Same Server 00:04:00 Discovering Subdomains 00:05:00 Discovering Sensitive Files 00:07:00 Analysing Discovered Files 00:04:00 Maltego - Discovering Servers, Domains & Files 00:08:00 Maltego - Discovering Websites, Hosting Provider & Emails 00:05:00 File Upload Vulnerabilities What are they? And How To Discover & Exploit Basic File Upload Vulnerabilities 00:07:00 HTTP Requests - GET & POST 00:04:00 Intercepting HTTP Requests 00:07:00 Exploiting Advanced File Upload Vulnerabilities 00:05:00 Exploiting More Advanced File Upload Vulnerabilities 00:04:00 [Security] Fixing File Upload Vulnerabilities 00:06:00 Code Execution Vulnerabilities What are they? & How To Discover & Exploit Basic Code Execution Vulnerabilities 00:07:00 Exploiting Advanced Code Execution Vulnerabilities 00:06:00 [Security] - Fixing Code Execution Vulnerabilities 00:06:00 Local File Inclusion Vulnerabilities (LFI) What are they? And How To Discover & Exploit Them 00:06:00 Gaining Shell Access From LFI Vulnerabilities - Method 1 00:07:00 Gaining Shell Access From LFI Vulnerabilities - Method 2 00:11:00 Remote File Inclusion Vulnerabilities (RFI) Remote File Inclusion Vulnerabilities - Configuring PHP Settings 00:04:00 Remote File Inclusion Vulnerabilities - Discovery & Exploitation 00:06:00 Exploiting Advanced Remote File Inclusion Vulnerabilities 00:03:00 [Security] Fixing File Inclusion Vulnerabilities 00:06:00 SQL Injection Vulnerabilities What is SQL 00:06:00 Dangers of SQL Injections 00:03:00 SQL Injection Vulnerabilities - SQLi In Login Pages Discovering SQL Injections In POST 00:08:00 Bypassing Logins Using SQL Injection Vulnerability 00:05:00 Bypassing More Secure Logins Using SQL Injections 00:06:00 [Security] Preventing SQL Injections In Login Pages 00:08:00 SQL Injection Vulnerabilities - Extracting Data From The Database Discovering SQL Injections in GET 00:07:00 Reading Database Information 00:05:00 Finding Database Tables 00:04:00 Extracting Sensitive Data Such As Passwords 00:04:00 SQL Injection Vulnerabilities - Advanced Exploitation Discovering & Exploiting Blind SQL Injections 00:06:00 Discovering a More Complicated SQL Injection 00:07:00 Extracting Data (passwords) By Exploiting a More Difficult SQL Injection 00:05:00 Bypassing Filters 00:05:00 Bypassing Security & Accessing All Records 00:09:00 [Security] Quick Fix To Prevent SQL Injections 00:07:00 Reading & Writing Files On The Server Using SQL Injection Vulnerability 00:06:00 Getting A Reverse Shell Access & Gaining Full Control Over The Target Web Server 00:08:00 Discovering SQL Injections & Extracting Data Using SQLmap 00:07:00 [Security] - The Right Way To Prevent SQL Injection 00:05:00 XSS Vulnerabilities Introduction - What is XSS or Cross Site Scripting? 00:03:00 Discovering Basic Reflected XSS 00:04:00 Discovering Advanced Reflected XSS 00:05:00 Discovering An Even More Advanced Reflected XSS 00:07:00 Discovering Stored XSS 00:03:00 Discovering Advanced Stored XSS 00:04:00 XSS Vulnerabilities - Exploitation Hooking Victims To BeEF Using Reflected XSS 00:06:00 Hooking Victims To BeEF Using Stored XSS 00:04:00 BeEF - Interacting With Hooked Victims 00:04:00 BeEF - Running Basic Commands On Victims 00:04:00 BeEF - Stealing Credentials/Passwords Using A Fake Login Prompt 00:02:00 Bonus - Installing Veil 3.1 00:06:00 Bonus - Veil Overview & Payloads Basics 00:07:00 Bonus - Generating An Undetectable Backdoor Using Veil 3 00:10:00 Bonus - Listening For Incoming Connections 00:07:00 Bonus - Using A Basic Delivery Method To Test The Backdoor & Hack Windows 10 00:07:00 BeEF - Gaining Full Control Over Windows Target 00:04:00 [Security] Fixing XSS Vulnerabilities 00:07:00 Insecure Session Management Logging In As Admin Without a Password By Manipulating Cookies 00:06:00 Discovering Cross Site Request Forgery Vulnerabilities (CSRF) 00:07:00 Exploiting CSRF Vulnerabilities To Change Admin Password Using a HTML File 00:07:00 Exploiting CSRF Vulnerabilities To Change Admin Password Using Link (Preview) 00:06:00 [Security] The Right Way To Prevent CSRF Vulnerabilities 00:09:00 Brute Force & Dictionary Attacks What Are Brute Force & Dictionary Attacks? 00:04:00 Creating a Wordlist 00:07:00 Launching a Wordlist Attack & Guessing Login Password Using Hydra 00:14:00 Discovering Vulnerabilities Automatically Using Owasp ZAP Scanning Target Website For Vulnerabilities 00:04:00 Analysing Scan Results 00:04:00 Post Exploitation Post Exploitation Introduction 00:04:00 Interacting With The Reverse Shell Access Obtained In Previous Lectures 00:07:00 Escalating Reverse Shell Access To Weevely Shell 00:08:00 Weevely Basics - Accessing Other Websites, Running Shell Commands ...etc 00:07:00 Bypassing Limited Privileges & Executing Shell Commands 00:05:00 Downloading Files From Target Webserver 00:05:00 Uploading Files To Target Webserver 00:08:00 Getting a Reverse Connection From Weevely 00:08:00 Accessing The Database 00:09:00 Resources Resources - Learn Website Hacking From Scratch 00:00:00
Project Team Collaboration with SharePoint Are you a project manager with a team scattered around the globe? Are you using SharePoint just as a document repository? We will show you how to easily collaborate with your team by easily setting up a SharePoint site. This and other IIL Learning in Minutes presentations qualify for PDUs. Some titles, such as Agile-related topics may qualify for other continuing education credits such as SEUs, or CEUs. Each professional development activity yields one PDU for one hour spent engaged in the activity. Some limitations apply and can be found in the Ways to Earn PDUs section that discusses PDU activities and associated policies. Fractions of PDUs may also be reported. The smallest increment of a PDU that can be reported is 0.25. This means that if you spent 15 minutes participating in a qualifying PDU activity, you may report 0.25 PDU. If you spend 30 minutes in a qualifying PDU activity, you may report 0.50 PDU.
Project Team Collaboration with SharePoint Are you a project manager with a team scattered around the globe? Are you using SharePoint just as a document repository? We will show you how to easily collaborate with your team by easily setting up a SharePoint site. This and other IIL Learning in Minutes presentations qualify for PDUs. Some titles, such as Agile-related topics may qualify for other continuing education credits such as SEUs, or CEUs. Each professional development activity yields one PDU for one hour spent engaged in the activity. Some limitations apply and can be found in the Ways to Earn PDUs section that discusses PDU activities and associated policies. Fractions of PDUs may also be reported. The smallest increment of a PDU that can be reported is 0.25. This means that if you spent 15 minutes participating in a qualifying PDU activity, you may report 0.25 PDU. If you spend 30 minutes in a qualifying PDU activity, you may report 0.50 PDU.
How to Analyse & Maximize Restaurant Profits Course Overview This course on "How to Analyse & Maximize Restaurant Profits" offers comprehensive insights into understanding the financial dynamics of a restaurant business. It covers key concepts such as revenue analysis, menu optimisation, and cost control strategies to help learners identify areas of improvement for enhanced profitability. By the end of the course, learners will have a thorough understanding of the various factors influencing restaurant performance, from pricing strategies to inventory management. This course provides valuable skills that enable learners to make informed decisions that directly impact the bottom line of any restaurant business. Course Description In this course, learners will explore essential topics such as restaurant revenue analysis, menu engineering, and cost management. The course delves into the principles of profit maximisation, offering strategies to analyse sales data, optimise menu offerings, and manage food and labour costs efficiently. Learners will acquire skills in identifying profitable menu items, reducing waste, and increasing operational efficiency. This in-depth course is designed to equip participants with the knowledge and strategies needed to improve the profitability of a restaurant, ensuring they can make data-driven decisions to drive growth and sustainability. How to Analyse & Maximize Restaurant Profits Curriculum Module 01: Introduction Module 02: Restaurant Revenue Analysis Module 03: Menu Engineering Report Module 04: Cost Analysis & Management (See full curriculum) Who is this course for? Individuals seeking to understand restaurant profitability. Professionals aiming to enhance their skills in restaurant management. Beginners with an interest in the food and hospitality industry. Entrepreneurs looking to improve restaurant financial performance. Career Path Restaurant Manager F&B (Food and Beverage) Operations Manager Menu Analyst Financial Analyst in the hospitality industry Restaurant Owner/Entrepreneur
Vocal Disorders Course Overview This course provides a comprehensive exploration of vocal disorders, examining the physiological processes of voice production, the causes of voice disorders, and therapeutic interventions. Learners will gain insights into functional voice disorders and the principles behind effective diagnosis and management. The course is designed to equip participants with a thorough understanding of vocal health, offering valuable knowledge for anyone interested in the study and treatment of voice disorders. Upon completion, learners will be able to identify the underlying causes of voice issues and understand the therapeutic approaches to managing them. Course Description The "Vocal Disorders" course delves deeply into the mechanics of voice production, helping learners understand how the human voice functions and the factors that lead to voice disorders. Topics include the identification of causes, such as physical or psychological factors, and the exploration of functional disorders, such as hoarseness and vocal fatigue. Learners will examine various treatment options, focusing on voice therapy techniques and diagnostic principles. This course also provides a thorough grounding in the clinical aspects of vocal health, preparing learners to address and manage voice-related issues effectively. By the end of the course, participants will have developed a nuanced understanding of vocal disorders, their treatment, and management. Vocal Disorders Curriculum Module 01: Physiology of Voice Production Module 02: Causes of Voice Disorder Module 03: Functional Voice Disorders Module 04: Voice Therapy Module 05: Principles of Diagnosis and Management (See full curriculum) Who is this course for? Individuals seeking to understand vocal health and disorders Professionals aiming to specialise in speech therapy or vocal care Beginners with an interest in the science of voice and vocal disorders Anyone looking to develop expertise in the diagnosis and management of voice disorders Career Path Speech and language therapist Voice coach Otolaryngologist Vocal health specialist Speech pathology consultant
Corporate Process & Maintenance Course Overview: The "Corporate Process & Maintenance" course provides a comprehensive understanding of core administrative and operational processes within a corporate environment. It covers essential tasks such as managing priorities, maintaining office resources, and effectively communicating expectations. Learners will develop the skills necessary to initiate and complete tasks efficiently while managing administrative responsibilities. The course is designed to enhance organisational abilities and foster professional growth, making it valuable for anyone aiming to streamline corporate operations and improve workplace productivity. By the end of the course, learners will be equipped with the skills to manage office processes with confidence and precision. Course Description: This course delves into key aspects of corporate maintenance and process management, focusing on improving office operations. Key topics include prioritising and completing tasks, mastering communication and expectation management, and leveraging email software for strategic purposes. Learners will explore how to maintain office resources, provide administrative services like document production, and handle meeting necessities. Throughout the course, learners will gain valuable insights into effective office management, improving both individual and organisational performance. The course is structured to facilitate a deep understanding of corporate processes and ensure learners are prepared to handle various office-related responsibilities with efficiency and clarity. Corporate Process & Maintenance Curriculum: Module 01: Responsibility For Initiating And Completing Tasks Module 02: Managing Priorities And Time Module 03: Communicating And Managing The Expectations Module 04: Strategic Approach & Use Of Email Software Module 05: Maintenance Of Office Resources Module 06: Providing Administrative Services: Document Production Module 07: Meeting Necessaries & Documents (See full curriculum) Who is this course for? Individuals seeking to develop their office management skills Professionals aiming to enhance their organisational efficiency Beginners with an interest in corporate operations Those looking to improve administrative capabilities in the workplace Career Path Office Administrator Executive Assistant Administrative Coordinator Operations Manager Office Manager
Overview This comprehensive course on International Business will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This International Business 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 International Business. It is available to all students, of all academic backgrounds. Requirements Our International Business 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 5 sections • 40 lectures • 02:06:00 total length •International Business General Concepts: 00:03:00 •The Importance of International Business: 00:04:00 •Globalisation of Commerce: 00:03:00 •International Economics and Trade Theory: 00:07:00 •Comparative Advantage of Nations: 00:03:00 •Comparative Advantage versus Absolute Advantage: 00:04:00 •Strategies for Entering and Developing International Markets: 00:04:00 •Foreign Direct Investment (FDI): 00:07:00 •Foreign Exchange Markets and International Monetary System: 00:04:00 •Exchange Rate Policies: 00:04:00 •Purchasing Power Parity (PPP): 00:02:00 •Global Capital Markets and Regional Trade Zones: 00:04:00 •The World Bank: 00:01:00 •Adapting to the Times and the WTO: 00:03:00 •The Organisation for Economic Cooperation and Development (OECD): 00:01:00 •Emerging Markets and Regional Trade Zones: 00:02:00 •Asian-Pacific Economic Cooperation (APEC): 00:02:00 •International Business Strategies: 00:02:00 •Free Trade Zones: 00:02:00 •Multinational Enterprise Structures: 00:06:00 •The Organizational Structure of a Multinational Company: 00:03:00 •International Marketing: 00:02:00 •Phases of International Marketing Involvement: 00:02:00 •Global Marketing: 00:01:00 •Demographic Factors Affecting International Trade: 00:04:00 •Ageing and Comparative Advantage: 00:04:00 •Changes in Labour Force Composition: 00:01:00 •International Accounting and Transfer Pricing: 00:03:00 •Basic Issue Underlying Transfer Pricing: 00:04:00 •Global Transfer Pricing Regimes: 00:02:00 •How to Implement a Cross-Border Human Resources Policy: 00:08:00 •International Business Instruments: 00:01:00 •Trade Terms: 00:05:00 •International Shipping and Freight Forwarders: 00:01:00 •Freight Forwarder Fundamental Role: 00:02:00 •Cross Border Agreements: 00:02:00 •Taxable Presence: 00:04:00 •Accounting Issues: 00:04:00 •VAT/GST through Centralized Teams: 00:02:00 •Value for Customs: 00:03:00
Highlights of the Course Course Type: Self-paced online course Duration: 40 minutes Tutor Support: Tutor support is included Customer Support: 24/7 customer support is available Quality Training: The course is designed by an industry expert Recognised Credential: Recognised and Valuable Certification Completion Certificate: Free Course Completion Certificate Included Instalment: 3 Installment Plan on checkout What you will learn from this course? Understand the core concepts of the CDM regulations Demonstrate the legislations that promote safety on construction sites Recognise the application of CDM regulations Evaluate the revised regulations' criteria and the adjustments Identify the roles and legal responsibilities of duty holders Examine the factors that promote health and safety in construction sites Know what legal documents are required to be produced Discover the factors that must be taken into consideration while planning a project Demonstrate several case studies that illustrate how the regulations can be implemented Understand how to use the skills you gained in this course in a practical setting CDM Awareness Training This CDM Awareness Training Course will provide you with the knowledge and skills to maintain safety on construction sites, adhere to the legislation that promotes safety on construction sites and plan a project by identifying all the requirements that must be satisfied. You will learn from expert instructors with experience in the field who will impart the most relevant expertise and best practices. Comply with the legislation Legal duties of duty holders Ensure safety across construction sites Produce proper documents and plans Satisfy the guidelines of the regulations Case studies that show how regulations can be implemented Essential skills, confidence and competence to assist you in this industry Core competencies required to drive a successful career in this industry This CDM Awareness Training course is endorsed by the Quality Licence Scheme for its high-quality, non-regulated provision and training programmes. The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. This CDM Awareness Training course has been endorsed by the Quality Licence Scheme for its high-quality, non-regulated provision and training programmes. This course is not regulated by Ofqual and is not an accredited qualification. Who is this course for? This course is ideal for supervisors and managers who are in charge of organising, directing, or overseeing the health and safety procedures of construction sites Builders can also take this CDM Awareness Training Course to enhance their skills and knowledge for a rewarding career in this field Construction site workers can enrol in this course to gain a comprehensive awareness of the safety regulations that will safeguard their well-being at constriction sites Anyone who wants to gain comprehensive knowledge about CDM awareness regardless of their career can also take this CDM Awareness Training Course Entry Requirements This CDM Awareness Training Course has no academic prerequisites and is open to students from all academic disciplines. You will, however, need a laptop, desktop, tablet, or smartphone and a reliable internet connection. Assessment This CDM Awareness Training Course assesses learners through multiple-choice questions (MCQs). Upon successful completion of the modules, learners must answer MCQs to complete the assessment procedure. Through the MCQs, it is measured how much a learner can grasp from each section. In the assessment, the pass mark is 60%. Advance Your Career This CDM Awareness Training Course will provide you with significant opportunities to enter the relevant job market and select your desired career path. Additionally, by showcasing these skills on your resume, you will be able to develop your career, face more competitors in your chosen sector, and increase your level of competition. If you are looking for Working in Confined Spaces, enrol into our affordable and highly informative course, which will open your door towards a wide range of opportunities within your chosen sector. Recognised Accreditation This course is accredited by continuing professional development (CPD). CPD UK is globally recognised by employers, professional organisations, and academic institutions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. What is CPD? Employers, professional organisations, and academic institutions all recognise CPD, therefore a credential from CPD Certification Service adds value to your professional goals and achievements. Benefits of CPD Improve your employment prospects Boost your job satisfaction Promotes career advancement Enhances your CV Provides you with a competitive edge in the job market Demonstrate your dedication Showcases your professional capabilities What is IPHM? The IPHM is an Accreditation Board that provides Training Providers with international and global accreditation. The Practitioners of Holistic Medicine (IPHM) accreditation is a guarantee of quality and skill. Benefits of IPHM It will help you establish a positive reputation in your chosen field You can join a network and community of successful therapists that are dedicated to providing excellent care to their client You can flaunt this accreditation in your CV It is a worldwide recognised accreditation What is Quality Licence Scheme? This course is endorsed by the Quality Licence Scheme for its high-quality, non-regulated provision and training programmes. The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. Benefits of Quality License Scheme Certificate is valuable Provides a competitive edge in your career It will make your CV stand out Course Curriculum Module 1: Legislation Module 2: CDM Application and Notification Module 3: Duty Holders and Documents Module 4: Duties and Legal Documents Module 5: Example Projects and Summary Order Your Certificate of Achievement 00:00:00 Obtain Your Certificate of Achievement
The Power of Vision in the Digital Age What's the secret behind running a successful project? Everyone is looking for the magic bullet, the secret sauce, or the universal solution. It's not just a matter of having the right people on the project, it's also knowing what the vision is and what the purpose behind the vision is. But there is more to it. And what are the challenges and opportunities with running a successful project in the digital age? During this session, we elaborate on this and give you some tips to apply this to your project environment as well. This and other IIL Learning in Minutes presentations qualify for PDUs. Some titles, such as Agile-related topics may qualify for other continuing education credits such as SEUs, or CEUs. Each professional development activity yields one PDU for one hour spent engaged in the activity. Some limitations apply and can be found in the Ways to Earn PDUs section that discusses PDU activities and associated policies. Fractions of PDUs may also be reported. The smallest increment of a PDU that can be reported is 0.25. This means that if you spent 15 minutes participating in a qualifying PDU activity, you may report 0.25 PDU. If you spend 30 minutes in a qualifying PDU activity, you may report 0.50 PDU.
Overview This comprehensive course on Python for Data Analysis will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Python for Data Analysis comes with accredited certification, 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 Python for Data Analysis. It is available to all students, of all academic backgrounds. Requirements Our Python for Data Analysis 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 Having these various qualifications will increase the value in your CV and open you up to multiple sectors such as Business & Management, Admin, Accountancy & Finance, Secretarial & PA, Teaching & Mentoring etc. Course Curriculum 19 sections • 99 lectures • 00:08:00 total length •Welcome & Course Overview: 00:07:00 •Set-up the Environment for the Course (lecture 1): 00:09:00 •Set-up the Environment for the Course (lecture 2): 00:25:00 •Two other options to setup environment: 00:04:00 •Python data types Part 1: 00:21:00 •Python Data Types Part 2: 00:15:00 •Loops, List Comprehension, Functions, Lambda Expression, Map and Filter (Part 1): 00:16:00 •Loops, List Comprehension, Functions, Lambda Expression, Map and Filter (Part 2): 00:20:00 •Python Essentials Exercises Overview: 00:02:00 •Python Essentials Exercises Solutions: 00:22:00 •What is Numpy? A brief introduction and installation instructions.: 00:03:00 •NumPy Essentials - NumPy arrays, built-in methods, array methods and attributes.: 00:28:00 •NumPy Essentials - Indexing, slicing, broadcasting & boolean masking: 00:26:00 •NumPy Essentials - Arithmetic Operations & Universal Functions: 00:07:00 •NumPy Essentials Exercises Overview: 00:02:00 •NumPy Essentials Exercises Solutions: 00:25:00 •What is pandas? A brief introduction and installation instructions.: 00:02:00 •Pandas Introduction: 00:02:00 •Pandas Essentials - Pandas Data Structures - Series: 00:20:00 •Pandas Essentials - Pandas Data Structures - DataFrame: 00:30:00 •Pandas Essentials - Handling Missing Data: 00:12:00 •Pandas Essentials - Data Wrangling - Combining, merging, joining: 00:20:00 •Pandas Essentials - Groupby: 00:10:00 •Pandas Essentials - Useful Methods and Operations: 00:26:00 •Pandas Essentials - Project 1 (Overview) Customer Purchases Data: 00:08:00 •Pandas Essentials - Project 1 (Solutions) Customer Purchases Data: 00:31:00 •Pandas Essentials - Project 2 (Overview) Chicago Payroll Data: 00:04:00 •Pandas Essentials - Project 2 (Solutions Part 1) Chicago Payroll Data: 00:18:00 •Matplotlib Essentials (Part 1) - Basic Plotting & Object Oriented Approach: 00:13:00 •Matplotlib Essentials (Part 2) - Basic Plotting & Object Oriented Approach: 00:22:00 •Matplotlib Essentials (Part 3) - Basic Plotting & Object Oriented Approach: 00:22:00 •Matplotlib Essentials - Exercises Overview: 00:06:00 •Matplotlib Essentials - Exercises Solutions: 00:21:00 •Seaborn - Introduction & Installation: 00:04:00 •Seaborn - Distribution Plots: 00:25:00 •Seaborn - Categorical Plots (Part 1): 00:21:00 •Seaborn - Categorical Plots (Part 2): 00:16:00 •Seborn-Axis Grids: 00:25:00 •Seaborn - Matrix Plots: 00:13:00 •Seaborn - Regression Plots: 00:11:00 •Seaborn - Controlling Figure Aesthetics: 00:10:00 •Seaborn - Exercises Overview: 00:04:00 •Seaborn - Exercise Solutions: 00:19:00 •Pandas Built-in Data Visualization: 00:34:00 •Pandas Data Visualization Exercises Overview: 00:03:00 •Panda Data Visualization Exercises Solutions: 00:13:00 •Plotly & Cufflinks - Interactive & Geographical Plotting (Part 1): 00:19:00 •Plotly & Cufflinks - Interactive & Geographical Plotting (Part 2): 00:14:00 •Plotly & Cufflinks - Interactive & Geographical Plotting Exercises (Overview): 00:11:00 •Plotly & Cufflinks - Interactive & Geographical Plotting Exercises (Solutions): 00:37:00 •Project 1 - Oil vs Banks Stock Price during recession (Overview): 00:15:00 •Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 1): 00:18:00 •Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 2): 00:18:00 •Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 3): 00:17:00 •Project 2 (Optional) - Emergency Calls from Montgomery County, PA (Overview): 00:03:00 •Introduction to ML - What, Why and Types..: 00:15:00 •Theory Lecture on Linear Regression Model, No Free Lunch, Bias Variance Tradeoff: 00:15:00 •scikit-learn - Linear Regression Model - Hands-on (Part 1): 00:17:00 •scikit-learn - Linear Regression Model Hands-on (Part 2): 00:19:00 •Good to know! How to save and load your trained Machine Learning Model!: 00:01:00 •scikit-learn - Linear Regression Model (Insurance Data Project Overview): 00:08:00 •scikit-learn - Linear Regression Model (Insurance Data Project Solutions): 00:30:00 •Theory: Logistic Regression, conf. mat., TP, TN, Accuracy, Specificityetc.: 00:10:00 •scikit-learn - Logistic Regression Model - Hands-on (Part 1): 00:17:00 •scikit-learn - Logistic Regression Model - Hands-on (Part 2): 00:20:00 •scikit-learn - Logistic Regression Model - Hands-on (Part 3): 00:11:00 •scikit-learn - Logistic Regression Model - Hands-on (Project Overview): 00:05:00 •scikit-learn - Logistic Regression Model - Hands-on (Project Solutions): 00:15:00 •Theory: K Nearest Neighbors, Curse of dimensionality .: 00:08:00 •scikit-learn - K Nearest Neighbors - Hands-on: 00:25:00 •scikt-learn - K Nearest Neighbors (Project Overview): 00:04:00 •scikit-learn - K Nearest Neighbors (Project Solutions): 00:14:00 •Theory: D-Tree & Random Forests, splitting, Entropy, IG, Bootstrap, Bagging.: 00:18:00 •scikit-learn - Decision Tree and Random Forests - Hands-on (Part 1): 00:19:00 •scikit-learn - Decision Tree and Random Forests (Project Overview): 00:05:00 •scikit-learn - Decision Tree and Random Forests (Project Solutions): 00:15:00 •Support Vector Machines (SVMs) - (Theory Lecture): 00:07:00 •scikit-learn - Support Vector Machines - Hands-on (SVMs): 00:30:00 •scikit-learn - Support Vector Machines (Project 1 Overview): 00:07:00 •scikit-learn - Support Vector Machines (Project 1 Solutions): 00:20:00 •scikit-learn - Support Vector Machines (Optional Project 2 - Overview): 00:02:00 •Theory: K Means Clustering, Elbow method ..: 00:11:00 •scikit-learn - K Means Clustering - Hands-on: 00:23:00 •scikit-learn - K Means Clustering (Project Overview): 00:07:00 •scikit-learn - K Means Clustering (Project Solutions): 00:22:00 •Theory: Principal Component Analysis (PCA): 00:09:00 •scikit-learn - Principal Component Analysis (PCA) - Hands-on: 00:22:00 •scikit-learn - Principal Component Analysis (PCA) - (Project Overview): 00:02:00 •scikit-learn - Principal Component Analysis (PCA) - (Project Solutions): 00:17:00 •Theory: Recommender Systems their Types and Importance: 00:06:00 •Python for Recommender Systems - Hands-on (Part 1): 00:18:00 •Python for Recommender Systems - - Hands-on (Part 2): 00:19:00 •Natural Language Processing (NLP) - (Theory Lecture): 00:13:00 •NLTK - NLP-Challenges, Data Sources, Data Processing ..: 00:13:00 •NLTK - Feature Engineering and Text Preprocessing in Natural Language Processing: 00:19:00 •NLTK - NLP - Tokenization, Text Normalization, Vectorization, BoW.: 00:19:00 •NLTK - BoW, TF-IDF, Machine Learning, Training & Evaluation, Naive Bayes : 00:13:00 •NLTK - NLP - Pipeline feature to assemble several steps for cross-validation: 00:09:00 •Resources- Python for Data Analysis: 00:00:00