3038 Software Development courses in Whetstone delivered Online

Elevate your web development skills with our Python Django Training. Master the Django framework and unleash the power of Python for building robust, scalable, and feature-rich web applications. Join our comprehensive training program to gain hands-on experience, expert guidance, and propel your career in the world of web development. Start your journey today!

Learn the fundamentals of Blender software, explore techniques for creating detailed 3D models, and master the process of rendering your creations. Whether you're a beginner or an experienced designer, this course will equip you with the skills needed to bring your characters to life in the digital world.

Welcome to the wonderfully witty world of ChatGPT, where your curiosity meets cutting-edge technology without needing a computer science degree or a coffee the size of your head. This crash course is your friendly, no-fluff guide to understanding what ChatGPT is, how it works, and most importantly—how you can use it without asking it “Are you conscious?” every five minutes. Whether you're a student, a professional, or someone who thinks AI only lives in sci-fi films, you'll walk away knowing how to get useful answers, craft better prompts, and avoid the common mistakes people make when chatting with this digital wordsmith. Think of this as the sat-nav for navigating the ChatGPT landscape—clear directions, a few warnings about the potholes, and no annoying robot voice. You’ll learn the what, why and how of AI-powered chat, from drafting content and brainstorming ideas to handling repetitive tasks like a pro. With jargon-free language and an engaging tone, this course is designed to bring you up to speed in less time than it takes to brew a proper cup of tea. So, pull up a chair and prepare to get acquainted with the future of communication—without the fuss. Learning Outcomes: Understand the capabilities of ChatGPT and its potential applications Learn how to sign up for an OpenAI account and set up ChatGPT Identify the benefits and limitations of using ChatGPT for business, teaching, and research Develop skills in using ChatGPT to improve customer engagement, personalised learning, and information retrieval Explore additional resources and videos to enhance your ChatGPT experience The Beginner Crash Course on ChatGPT is designed to provide learners with a comprehensive understanding of this cutting-edge technology and its potential applications. Through six modules, learners will gain an understanding of the capabilities of ChatGPT, how to sign up for an OpenAI account, and how to set up ChatGPT for business, teaching, and research purposes. Upon completing this course, learners will have the knowledge and skills to use ChatGPT to improve customer engagement, personalised learning, and information retrieval. With expert guidance and a comprehensive curriculum, this course is the key to unlocking the potential of ChatGPT and taking your interactions with technology to the next level. A Beginner Crash Course on ChatGPT Course Curriculum Sign up for an OpenAI Account What can ChatGPT do for you? ChatGPT for Business ChatGPT for Teaching ChatGPT for Research Limitations of ChatGPT How is the course assessed? Upon completing an online module, you will immediately be given access to a specifically crafted MCQ test. For each test, the pass mark will be set to 60%. Exam & Retakes: It is to inform our learners that the initial exam for this online course is provided at no additional cost. In the event of needing a retake, a nominal fee of £9.99 will be applicable. Certification Upon successful completion of the assessment procedure, learners can obtain their certification by placing an order and remitting a fee of __ GBP. £9 for PDF Certificate and £15 for the Hardcopy Certificate within the UK ( An additional £10 postal charge will be applicable for international delivery). CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Business owners seeking to improve customer engagement Teachers looking to provide personalised support to their students Researchers seeking answers to complex questions Anyone interested in learning about AI-powered chatbots Individuals seeking to enhance their technology skills Career path Customer service representative Online tutor or trainer Research analyst Content writer Data analyst £20,000 - £60,000+ (depending on career path and experience) Certificates Certificate of completion Digital certificate - £9 You can apply for a CPD Accredited PDF Certificate at the cost of £9. Certificate of completion Hard copy certificate - £15 Hard copy can be sent to you via post at the expense of £15.

If you've ever wondered how websites come to life in your browser, this Front End Web Development Training is your ideal introduction. Whether you're new to coding or brushing up on your knowledge, this course walks you through the essential languages of the web—HTML, CSS, and JavaScript—with clarity, structure, and a touch of digital charm. You’ll gain insight into how websites are built, styled, and made interactive, all from the comfort of your own screen. Built with beginners in mind but welcoming to all curious minds, the course breaks down web development into manageable, engaging sections. It’s tailored to help you understand the building blocks of the internet without overwhelming jargon or confusing detours. From creating simple layouts to adding life with animations and scripts, each module nudges you further into the world of modern web design. If your goal is to confidently understand what goes into building a page, this training might just become your favourite browser tab. Learning Outcomes: Understanding of the complete front-end development process Knowledge of cascading style sheets and transitions Ability to work with advanced JavaScript features Familiarity with JQuery and selectors Understanding of Bootstrap and grid system for responsive design The Front End Web Development Training for Everyone is a comprehensive course designed to provide individuals with the skills and knowledge needed to develop professional front-end websites. This course covers a range of topics, including cascading style sheets, advanced JavaScript, JQuery, Bootstrap, and grid system. Participants will also learn how to create portfolio pages and other interactive designs. This course is suitable for anyone who wants to learn front-end web development, including beginners and professionals who want to expand their skills. With this course, participants will gain a solid foundation in front-end development and be able to build responsive websites that are accessible across various devices. Front End Web Development Training for Everyone Course Curriculum Section 01: Complete Front-End Development Journey Section 02: Cascading style sheets Section 03: Transitions and Data Types Section 04: Advanced JavaScript and Its Features Section 05: JQuery and Selectors Section 06: Bootstrap and Grid System Section 07: Creating Portfolio Page How is the course assessed? Upon completing an online module, you will immediately be given access to a specifically crafted MCQ test. For each test, the pass mark will be set to 60%. Exam & Retakes: It is to inform our learners that the initial exam for this online course is provided at no additional cost. In the event of needing a retake, a nominal fee of £9.99 will be applicable. Certification Upon successful completion of the assessment procedure, learners can obtain their certification by placing an order and remitting a fee of __ GBP. £9 for PDF Certificate and £15 for the Hardcopy Certificate within the UK ( An additional £10 postal charge will be applicable for international delivery). CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Individuals who want to learn the basics of front-end web development and enhance their knowledge and skills Professionals who are looking to switch their careers to front-end web development Business owners who want to develop their own website or manage their existing website Freelancers who want to offer front-end web development services to their clients Students who want to learn front-end web development as a part of their curriculum or as a hobby. Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Front-end Developer: £20,000 - £60,000 UI/UX Designer: £22,000 - £70,000 Web Designer: £18,000 - £50,000 Web Developer: £22,000 - £70,000 Full Stack Developer: £30,000 - £90,000 Certificates Certificate of completion Digital certificate - £9 You can apply for a CPD Accredited PDF Certificate at the cost of £9. Certificate of completion Hard copy certificate - £15 Hard copy can be sent to you via post at the expense of £15.

Step into the world of website creation with the Wix Training for Beginners Course, specially designed for those who want to build eye-catching and fully functional websites without any fuss. This course guides you through the essential features of the Wix platform, making website design approachable and enjoyable. Whether you want to launch a personal blog, a business site, or an online portfolio, you’ll gain a clear understanding of Wix’s tools and how to use them effectively. The course strikes the perfect balance between simplicity and depth, ensuring you’re confident at every stage, from choosing a template to customising layouts and adding interactive elements. What makes this course truly appealing is its focus on user-friendly techniques and smart design choices that bring your online presence to life. With easy-to-follow lessons and step-by-step instructions, even those with no previous experience can create impressive websites that reflect their style and goals. Plus, the course is entirely online, allowing you to learn at your own pace and revisit content whenever you like. By the end, you’ll have a polished website ready to share with the world — and perhaps even a few creative tricks up your sleeve. Learning Outcomes: Understand Wix Plans and Pricing Join Wix Partner and Affiliate Programs Create a Wix account and design a basic website Add new sections to the website Add new pages to the website Explore and modify general settings Collaborate with others by adding a contributor Master advanced settings for the store, videos, emails, and invoices Course Curriculum: Overview Plans and Pricing Wix Partner and Affiliate Programs Sign Up and Basic Design Adding a Section Adding a Page General Settings Adding a Contributor Advanced Settings - Part 1 Advanced Settings - Store Settings - Automated Order E-Mails Advanced Settings - Paid Videos Advanced Settings - Wix E-Mail Inbox Advanced Settings - Quotes and Invoices Video Settings Upload How is the course assessed? Upon completing an online module, you will immediately be given access to a specifically crafted MCQ test. For each test, the pass mark will be set to 60%. Exam & Retakes: It is to inform our learners that the initial exam for this online course is provided at no additional cost. In the event of needing a retake, a nominal fee of £9.99 will be applicable. Certification Upon successful completion of the assessment procedure, learners can obtain their certification by placing an order and remitting a fee of £9 for PDF Certificate and £15 for the Hardcopy Certificate within the UK ( An additional £10 postal charge will be applicable for international delivery). CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The course is ideal for highly motivated individuals or teams who want to enhance their professional skills and efficiently skilled employees. Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Completing Wix training can open up various career paths in the web development and design industry. Some potential career paths and their expected salaries are: Web Designer: £20,000 - £45,000 per annum Front-End Developer: £25,000 - £60,000 per annum UX Designer: £25,000 - £55,000 per annum E-commerce Manager: £30,000 - £60,000 per annum Digital Marketing Manager: £35,000 - £70,000 per annum Certificates Certificate of completion Digital certificate - £9 You can apply for a CPD Accredited PDF Certificate at the cost of £9. Certificate of completion Hard copy certificate - £15 Hard copy can be sent to you via post at the expense of £15.

Data speaks volumes—if you know how to listen. This course offers a clever route into the world of MySQL, showing you how structured data can turn into smart decisions. Whether you're sifting through figures, building dashboards, or deciphering patterns, understanding SQL isn’t just helpful—it’s essential. You’ll be guided through the foundations of MySQL with clarity and precision, making sense of tables, queries, joins, and more—all without the fluff or confusion. Designed with the analytical mind in focus, this course shines a light on how MySQL powers insights behind the scenes in data science and analytics. It's tailored for learners who prefer clarity over jargon and structure over noise. If you're curious about how databases work and how data fuels smart outcomes, this course is your ideal stepping stone—organised, engaging and purposefully built for those who appreciate logic and clean learning paths. Expert Support Dedicated tutor support and 24/7 customer support are available to all students with this premium quality course. Key Benefits Learning materials of the Design course contain engaging voiceover and visual elements for your comfort. Get 24/7 access to all content for a full year. Each of our students gets full tutor support on weekdays (Monday to Friday) Course Curriculum: Section 01: Getting Started Introduction How to get course requirements Getting started on Windows, Linux or Mac How to ask great questions FAQ's What is Source Code? Section 02: SQL Server setting up Section Introduction MySQL Server Installation Connect MySQL Server Instance MySQL Workbench overview Download and Restore Sample Database Section 03: SQL Database basics Section Introduction Overview of Databases Creating Database SQL Data Types Column Data Types on Workbench Creating Table Overview of Primary and Foreign Key Primary Key Foreign Key Creating Temporary tables EER - Enhanced Entity Relationship Diagrams Section 04: SQL DML (Data Manipulation Language) Section Introduction Insert statement Update statement Delete statement Section 05: SQL DDL (Data Definition Language) Section Introduction CREATE table statement DROP statement ALTER statement TRUNCATE statement COMMENT in query RENAME table Section 06: SQL DCL (Data Control Language) Create Database user GRANT permissions REVOKE permissions Section 07: SQL Statement Basic Section Introduction SQL Statement basic SELECT Statement SELECT DISTINCT SELECT with column headings Column AS statement DASHBOARD Analytics Section 08: Filtering Data rows SELECT WHERE Clause - theory SELECT WHERE Clause - practical Section 09: Aggregate functions for Data Analysis Sum() Min()-Max() Section 10: SQL Data Analyticstatements Order By statement SELECT TOP 3 records BETWEEN command IN operator Search Data usingLIKE cards Section 11: SQL Group by statement Section Introduction Group by - theory Data Analytics with Group By HAVING statement Section 12: JOINS Overview of Joins What are Joins Inner join Left outer join Right outer join Union CERTESIAN Product or Cross Join Query Exercise Solution for Query Exercise Section 13: SQL Constraints Section introduction Check constraint NOT NULL constraint UNIQUE constraint Section 14: Views Creating Views Data Analytic Viewsfrom multiple tables Section 15: Advanced SQL Functions Section Introduction Timestamp Extract from timestamp Mathematical scalar functions String functions Advanced functions Sub Queries SELECT with calculations Section 16: SQL Stored procedures Create stored procedure Stored procedure with parameter Drop Procedure Section 17: Import & Export data Section Introduction Import .csv file Export Data to .csv file Section 18: Backup and Restore Database Section Introduction Creating Database backup Restoring Database backup Exam & Retakes: It is to inform our learners that the initial exam for this online course is provided at no additional cost. In the event of needing a retake, a nominal fee of £9.99 will be applicable. Certification Upon successful completion of the assessment procedure, learners can obtain their certification by placing an order and remitting a fee of £9 for PDF Certificate and £15 for the Hardcopy Certificate within the UK ( An additional £10 postal charge will be applicable for international delivery). Who is this course for? This Learn MySQL from Scratch for Data Science and Analytics course is designed to enhance your expertise and boost your CV. Learn key skills and gain a certificate of achievement to prove your newly-acquired knowledge. Requirements This Learn MySQL from Scratch for Data Science and Analytics course is open to all, with no formal entry requirements. Career path Upon successful completion of The Learn MySQL from Scratch for Data Science and Analytics Course, learners will be equipped with many indispensable skills and have the opportunity to grab.

The comprehensive Complete U&P AI - Natural Language Processing (NLP) with Python has been designed by industry experts to provide learners with everything they need to enhance their skills and knowledge in their chosen area of study. Enrol on the Complete U&P AI - Natural Language Processing (NLP) with Python today, and learn from the very best the industry has to offer! This best selling Complete U&P AI - Natural Language Processing (NLP) with Python has been developed by industry professionals and has already been completed by hundreds of satisfied students. This in-depth Complete U&P AI - Natural Language Processing (NLP) with Python is suitable for anyone who wants to build their professional skill set and improve their expert knowledge. The Complete U&P AI - Natural Language Processing (NLP) with Python is CPD-accredited, so you can be confident you're completing a quality training course will boost your CV and enhance your career potential. The Complete U&P AI - Natural Language Processing (NLP) with Python is made up of several information-packed modules which break down each topic into bite-sized chunks to ensure you understand and retain everything you learn. After successfully completing the Complete U&P AI - Natural Language Processing (NLP) with Python, you will be awarded a certificate of completion as proof of your new skills. If you are looking to pursue a new career and want to build your professional skills to excel in your chosen field, the certificate of completion from the Complete U&P AI - Natural Language Processing (NLP) with Python will help you stand out from the crowd. You can also validate your certification on our website. We know that you are busy and that time is precious, so we have designed the Complete U&P AI - Natural Language Processing (NLP) with Python to be completed at your own pace, whether that's part-time or full-time. Get full course access upon registration and access the course materials from anywhere in the world, at any time, from any internet-enabled device.  Our experienced tutors are here to support you through the entire learning process and answer any queries you may have via email.

The Project Manager's Value Add through Artificial Intelligence Do you know that Artificial Intelligence (AI) is all around you? Today, even small projects have more data than a project manager can effectively trend or digest. Artificial Intelligence can help you today. Implementing AI on a project and understanding how to use it effectively makes you a value add over those that do not use it. Project managers are leaders and leaders do what is best for the team. Artificial Intelligence will assist in demonstrating your value as a leader. The future of AI and projects is only bound by the imagination. What You Will Learn: How to use Artificial Intelligence on a project• It is not understanding 1s and 0s, it is understanding how to use AI How to get AI implemented on a project• AI and the future of project management

Overview This Design 2D Game Characters With Inkscape course will unlock your full potential and will show you how to excel in a career in Design 2D Game Characters With Inkscape. So upskill now and reach your full potential. Everything you need to get started in Design 2D Game Characters With Inkscape is available in this course. Learning and progressing are the hallmarks of personal development. This Design 2D Game Characters With Inkscape will quickly teach you the must-have skills needed to start in the relevant industry. In This Design 2D Game Characters With Inkscape Course, You Will: Learn strategies to boost your workplace efficiency. Hone your Design 2D Game Characters With Inkscape skills to help you advance your career. Acquire a comprehensive understanding of various Design 2D Game Characters With Inkscape topics and tips from industry experts. Learn in-demand Design 2D Game Characters With Inkscape skills that are in high demand among UK employers, which will help you to kickstart your career. This Design 2D Game Characters With Inkscape course covers everything you must know to stand against the tough competition in the Design 2D Game Characters With Inkscape field.  The future is truly yours to seize with this Design 2D Game Characters With Inkscape. Enrol today and complete the course to achieve a Design 2D Game Characters With Inkscape certificate that can change your professional career forever. Additional Perks of Buying a Course From Institute of Mental Health Study online - whenever and wherever you want. One-to-one support from a dedicated tutor throughout your course. Certificate immediately upon course completion 100% Money back guarantee Exclusive discounts on your next course purchase from Institute of Mental Health Enrolling in the Design 2D Game Characters With Inkscape course can assist you in getting into your desired career quicker than you ever imagined. So without further ado, start now. Process of Evaluation After studying the Design 2D Game Characters With Inkscape course, your skills and knowledge will be tested with a MCQ exam or assignment. You must get a score of 60% to pass the test and get your certificate.  Certificate of Achievement Upon successfully completing the Design 2D Game Characters With Inkscape course, you will get your CPD accredited digital certificate immediately. And you can also claim the hardcopy certificate completely free of charge. All you have to do is pay a shipping charge of just £3.99. Who Is This Course for? This Design 2D Game Characters With Inkscape is suitable for anyone aspiring to start a career in Design 2D Game Characters With Inkscape; even if you are new to this and have no prior knowledge on Design 2D Game Characters With Inkscape, this course is going to be very easy for you to understand.  And if you are already working in the Design 2D Game Characters With Inkscape field, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level.  Taking this Design 2D Game Characters With Inkscape course is a win-win for you in all aspects.  This course has been developed with maximum flexibility and accessibility, making it ideal for people who don't have the time to devote to traditional education. Requirements This Design 2D Game Characters With Inkscape course has no prerequisite.  You don't need any educational qualification or experience to enrol in the Design 2D Game Characters With Inkscape course. Do note: you must be at least 16 years old to enrol. Any internet-connected device, such as a computer, tablet, or smartphone, can access this online Design 2D Game Characters With Inkscape course. Moreover, this course allows you to learn at your own pace while developing transferable and marketable skills. Course Curriculum Introduction and warming up! Introduction 00:02:00 Warming up create a sword and a shield 00:07:00 The theory of character design What makes a good character 00:06:00 My proven character design process 00:05:00 Get inspired! 00:05:00 The importance of sketching 00:03:00 Color theory in character design 00:07:00 Character proportion basics 00:05:00 Game character animation in Inkscape Robot character blueprint 00:12:00 Animation in Inkscape - Part 1. 00:07:00 Animation in Inkscape - Part 2. 00:10:00 Design characters in Inscape Ninja character blueprint 00:16:00 Skeleton warrior character blueprint 00:12:00 RPG warrior character blueprint - Part 1. 00:13:00 RPG warrior character blueprint - Part 2. 00:13:00 RPG warrior character blueprint - Part 3. 00:17:00 Additional tips and tricks about character design Modular character 00:05:00

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