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Overview Are you ready to dive into data analysis and unlock valuable insights that can drive business growth? Introduction to Data Analysis is a comprehensive course designed to provide learners with a solid foundation in the principles and techniques of data analysis. This course will equip you with the essential skills and knowledge to thrive in data analysis. With a comprehensive curriculum spanning 22 modules, you will delve deep into the world of data, from understanding its fundamentals to harnessing it for meaningful insights. Our expertly crafted curriculum covers data collection, process management, statistical tools, control charts, and strategies to deal with variation.Enrol today in this Introduction to Data Analysis course to succeed in all areas of your life. Let your skill become your greatest asset! Key Features of the Course This course equips learners with the essential tools and knowledge to analyse and interpret data accurately. The course is accredited, ensuring its recognition and credibility within the professional community. Learners will have access to 24/7 learning assistance, allowing them to seek guidance and support whenever needed. Who is This course for? This Introduction to Data Analysis course is suitable for students & professionals from various fields, including business, finance, marketing, healthcare, and more. It is also beneficial for individuals looking to enhance their data analysis skills for personal or professional development. What You Will Learn Throughout the course, you will delve into various modules that cover essential concepts and tools for data analysis. Starting with an introduction to process management principles, you will progress through topics such as the voice of the process, customer feedback analysis, and data visualisation using tools like Pareto charts, histograms, and run charts. You will also gain a deep understanding of variation and control charts and learn how to interpret and use them effectively for process improvement. By the end of the course, learners will have a solid understanding of these topics and be able to apply their knowledge to real-world data analysis scenarios. Why Enrol in This Course Data analysis is one of the most sought-after skills in today's job market. According to LinkedIn, data analysis is among the top 10 most in-demand skills for 2023. Data analysis can help you: Improve your decision-making skills and confidence Enhance your problem-solving and critical-thinking abilities Boost your creativity and innovation potential Increase your productivity and efficiency Advance your career and create earning potential Requirements There are no specific prerequisites for this course. However, a basic understanding of mathematics and statistics will be beneficial. Access to a computer with an internet connection is also required to complete the course. Career Path Completing this Introduction to Data Analysis course can lead to various career opportunities in data analysis. Some of the course-related professions in the UK, along with their average salaries, include: Data Analyst (£35,000 - £45,000 per year) Business Analyst (£40,000 - £55,000 per year) Financial Analyst (£40,000 - £60,000 per year) Market Research Analyst (£25,000 - £40,000 per year) Operations Analyst (£35,000 - £50,000 per year) Healthcare Data Analyst (£35,000 - £50,000 per year) Quality Control Analyst (£25,000 - £35,000 per year) Certification Upon successful completion of the course, learners will receive a CPD certificate, validating their achievement and demonstrating their commitment to professional development in the field of data analysis. Course Curriculum 3 sections • 24 lectures • 02:13:00 total length •Module 01: Introduction: 00:02:00 •Module 02: Agenda and Principles of Process Management: 00:06:00 •Module 03: The Voice of the Process: 00:05:00 •Module 04: Working as One Team for Improvement: 00:04:00 •Module 05: Exercise: The Voice of the Customer: 00:03:00 •Module 06: Tools for Data Analysis: 00:07:00 •Module 07: The Pareto Chart: 00:03:00 •Module 08: The Histogram: 00:03:00 •Module 09: The Run Chart: 00:04:00 •Module 10: Exercise: Presenting Performance Data: 00:05:00 •Module 11: Understanding Variation: 00:06:00 •Module 12: The Control Chart: 00:06:00 •Module 13: Control Chart Example: 00:04:00 •Module 14: Control Chart Special Cases: 00:06:00 •Module 15: Interpreting the Control Chart: 00:10:00 •Module 16: Control Chart Exercise: 00:07:00 •Module 17: Strategies to Deal with Variation: 00:06:00 •Module 18: Using Data to Drive Improvement: 00:14:00 •Module 19: A Structure for Performance Measurement: 00:06:00 •Module 20: Data Analysis Exercise: 00:06:00 •Module 21: Course Project: 00:03:00 •Module 22: Test your Understanding: 00:17:00 •Resources - Introduction to Data Analysis: 00:00:00 •Assignment - Introduction to Data Analysis: 00:00:00
Learn how to think outside the box and do more than manage with the Strategy Manager Training course. This in-depth course is ideal for middle to senior managers and covers all aspects of strategic management, exploring the critical success factors for driving positive change. This course starts by outlining the fundamentals of project management and the concepts and theories of strategic management. You will learn how to identify your organisation's needs and assess its goals to be able to implement effective strategies for change. Throughout the course, you will develop your logical thinking and problem-solving skills to be able to overcome challenges and identify solutions. This instructor-led program is packed with helpful tips and advice to boost your professional development. Your Learning Goals : Get an in-depth introduction to project management fundamentals Explore the key concepts and theories of strategic management Familiarise with the role and responsibilities of a strategy manager Discover the key success factors in strategic management Learn how to assess organisational goals and determine areas for improvement Understand how to think and act strategically when implementing change Develop your logical thinking, planning and problem-solving skills Learn from the experts, including popular case studies and practical exercises Who is this Course for? This course is ideal for middle to senior managers who are looking for ways to integrate effective strategies for managing business operations. This course is also suitable for strategy managers who wish to brush up on their knowledge and skills. CPD Certificate from Course Gate At the successful completion of the course, you can obtain your CPD certificate from us. You can order the PDF certificate for £9 and the hard copy for £15. Also, you can order both PDF and hardcopy certificates for £22. Career path On successful completion of this course, learners will have a solid understanding of a wide range of operational models and methodologies for effective strategic management. Career opportunities in this field include: Strategy Manager Senior Strategy Consultant Strategy and Projects Lead Change Manager Course Curriculum The Basics of Project Management The Basics of Project Management FREE 00:16:00 Certification 00:16:00 Guide Knowledge Areas 00:14:00 The Keys to Success The Keys to Success 00:22:00 Strategy Basics Strategy Basics 00:17:00 Strategy Map 00:15:00 Mission, Values, Vision & Strategy 00:11:00 Certificate and Transcript Order Your Certificates or Transcripts 00:00:00
Overview This comprehensive course on Web Design in Affinity Designer will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Web Design in Affinity Designer 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? At the end of the course there will be an online written test, which you can take either during or after the course. After successfully completing the test you will be able to order your certificate, these are included in the price. Who is This course for? There is no experience or previous qualifications required for enrolment on this Web Design in Affinity Designer. It is available to all students, of all academic backgrounds. Requirements Our Web Design in Affinity Designer 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 26 sections • 87 lectures • 07:29:00 total length •Introduction to the course: 00:02:00 •What is Affinity Designer and how to set it up for web design?: 00:03:00 •Affinity Designer's web design abilities: 00:09:00 •First 5 principles of good web design: 00:04:00 •The remaining 5 principles of good web design: 00:05:00 •The most important factor to consider before choosing colours: 00:04:00 •Mix colours for the best possible User Experience: 00:05:00 •Choose the 'psychologically right' colours: 00:05:00 •Easy tools for choosing errorproof colour schemes: 00:07:00 •A super short history of web typography: 00:03:00 •Choose the right fonts for body text: 00:05:00 •Choose the right fonts for headings: 00:04:00 •Mix fonts for headings and body text: 00:04:00 •The perfect font for User Interface design: 00:03:00 •Header, branding, navigation and Hero sections.: 00:04:00 •The centre and bottom sections of your website design: 00:04:00 •What are grids and how to use them: 00:03:00 •Design your very own grid: 00:04:00 •1-7 web design trends that rule the web design world: 00:09:00 •Where to find the RIGHT inspiration for your next design: 00:02:00 •Every website design needs scaffolding: 00:03:00 •Building your wireframe in Designer: 00:05:00 •Continue building the library: 00:10:00 •Use the assets to create a wireframe: 00:11:00 •Wireframing online: 00:04:00 •Talk about images and icons: 00:06:00 •Create font styles in Affinity Designer: 00:04:00 •The Design Part Overview: 00:06:00 •Create the Colour Swatches: 00:04:00 •Create the Text Styles: 00:08:00 •Take a Look at the Icons and Images: 00:03:00 •Start with Creating the Logo: 00:03:00 •Build the Menu Links: 00:04:00 •Add the Social Media Icons: 00:07:00 •Start by Adding the Main Image: 00:07:00 •Quickly Resize the Image: 00:03:00 •Make the Image a Bit Darker: 00:03:00 •Add the Main Text: 00:05:00 •Add the Slider Navigation: 00:04:00 •Start Creating the First Featured Section: 00:04:00 •Add the Featured Items: 00:10:00 •Add the Second Featured Item Section: 00:06:00 •Start Creating the Blog Section: 00:08:00 •Replace the Images: 00:03:00 •Start Building the Image Gallery: 00:07:00 •Create the First Column of the Footer: 00:04:00 •Finish the Design and the Whole Footer: 00:04:00 •Discover the Wireframe for the Design: 00:06:00 •Discover the Blog Design: 00:06:00 •Take a Look at Our Assets: 00:06:00 •Create the Logo and Nav: 00:08:00 •Add the Social Media Icons: 00:07:00 •Add the First Images: 00:07:00 •Add the Shading to the Images: 00:08:00 •Add the Navigation Buttons: 00:05:00 •Create a Container the Blog Post: 00:05:00 •Add the First Pieces of Text: 00:04:00 •Add the Remaining Pieces of Text: 00:06:00 •Start Creating the Blog Post Grid: 00:06:00 •Create the First Blog Post Card: 00:05:00 •Add the Remaining Cards: 00:07:00 •Add the Older Post Link: 00:04:00 •Explore the Sidebar Project: 00:03:00 •Create the Search Box: 00:04:00 •Create the About Me Section: 00:07:00 •Create the Text Section of the Sidebar: 00:05:00 •Create the First Container for the Most Popular Posts: 00:04:00 •Create the List of the Most Popular Blog Posts: 00:07:00 •Create the Ads Section: 00:03:00 •Start Creating the Footer: 00:04:00 •Explore Different Footer Concepts: 00:03:00 •Finish Creating the Footer: 00:07:00 •Explore the Single Post Design: 00:03:00 •Create the Featured Image and the Post Container: 00:06:00 •Add the Blog Post Title: 00:06:00 •Add the Paragraphs and Images: 00:10:00 •Add the Social Media Icons: 00:07:00 •Add the pre-Next Post Navigation: 00:08:00 •Add the Related Posts Section: 00:07:00 •Start Creating the Comments Section: 00:05:00 •Create the Texts for the Comments: 00:06:00 •Create the Post Comment Form: 00:09:00 •Delivering the design to the client: 00:04:00 •Delivering the file to the developer: 00:03:00 •Use the Export Persona to Export the Assets in Bulk: 00:02:00 •Thanks for Watching the Course: 00:01:00 •Assignment - Web Design in Affinity Designer: 00:00:00
Overview Polish your knack for creative writing by enrolling in our Creative Writing Training Program for Writers course.This Creative Writing Training Program for Writers course will train you to develop your creative writing skills. It will teach you about various features of creative writing, exploring different genres. It will also introduce various techniques and sharpen your grammar and vocabulary. The completion of this innovative learning program will open a lot of pathways for you.Turn your passion for writing into a versatile career by enrolling today. 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 Creative Writing Training Program for Writers. It is available to all students, of all academic backgrounds. Requirements Our Creative Writing Training Program for Writers is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible on tablets and smartphones so you can access your course on wifi, 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 22 sections • 104 lectures • 13:32:00 total length •Introduction to Children's Writing: 00:02:00 •Crucial Information: 00:02:00 •Keys to Success: 00:02:00 •A.I.M: 00:04:00 •Getting Ideas: 00:02:00 •Character Creation: 00:02:00 •Characters and Plotting: 00:04:00 •Planning Your Story: 00:03:00 •Storytelling: 00:03:00 •Point of View: 00:04:00 •Technical Writing Issues: 00:04:00 •Story Structure: 00:02:00 •Picture Books 1: 00:03:00 •Picture Books 2: 00:03:00 •Picture Books 3: 00:02:00 •Easy Readers: 00:03:00 •Transition Books: 00:01:00 •Chapter Books: 00:02:00 •Junior Novels: 00:02:00 •Young Adult Fiction: 00:04:00 •Dialogue: 00:05:00 •Show don't Tell: 00:05:00 •Conclusion: 00:02:00 •Introduction to Short Story Writing: 00:06:00 •Who Am I to Run This Course?: 00:07:00 •It's All About Mindset: 00:07:00 •What Tools Do You Need To Succeed?: 00:06:00 •Mental Preparation: 00:06:00 •Time Management: 00:06:00 •Self Belief: 00:03:00 •Goal Setting: 00:02:00 •Subject Matter: 00:04:00 •Genre: 00:07:00 •Scope: 00:03:00 •Getting Ideas: 00:03:00 •The 7-Step Story Generator: 00:02:00 •Characters & Character Creation: 00:04:00 •Creating Protagonists: 00:07:00 •Character Motivation & Interactions: 00:03:00 •Story & Setting: 00:03:00 •The 5-Point Story Structure: 00:02:00 •Style & Tone: 00:02:00 •Point of View & Tense: 00:03:00 •Plotting & The Twist: 00:05:00 •Building a Short Story Template: 00:03:00 •All Hail Scrivener!: 00:05:00 •The Opening Paragraph: 00:03:00 •Fast Writing: 00:05:00 •The Second Draft: 00:04:00 •Polishing: 00:05:00 •It's All About Presentation: 00:04:00 •Dealing With Rejection: 00:03:00 •Rights and Payment: 00:02:00 •Kindle Publishing: 00:04:00 •Conclusion Short Stories: 00:02:00 •Module 1 Part 1 - Getting Ideas and How to Develop Them: 00:30:00 •Module 1 Part 2 - Inspiration and Finding The Time: 00:30:00 •Module 2 - What It Means To Be A Writer: 00:30:00 •Module 3 - Characters: 00:30:00 •Module 4 - Plotting and Story Construction: 00:30:00 •Module 5 - Theme, Templates & Outlining: 00:30:00 •Module 6 - Show Don't Tell: 00:30:00 •Module 7 - Punctuation, Grammar and some Basic Writing Rules: 00:30:00 •Module 8 - Scene Structure, Exposition and Story Rules: 00:30:00 •Module 9 - Chapter Structure, Vision and Focus: 00:30:00 •Module 10 - Fast Writing Without Fear or Censure: 00:30:00 •Module 11 - Editing, Re-writing & Polishing: 00:30:00 •Module 12 - Finishing, Submission & Publication: 00:30:00 •Lesson One: The History of Horror: 01:00:00 •Lesson Two: Characters and Concepts: 01:00:00 •Lesson Three: Location and Backdrop: 01:00:00 •Lesson Four: Story and Plotting: 01:00:00 •Lesson Five: Writing Issues: 01:00:00 •Lesson Six: Horror Markets: 01:00:00 •Introduction to Writing Fantasy: 01:00:00 •Writing Fantasy - Lesson One - Imagining Fantasy: 01:00:00 •Writing Fantasy - Lesson Two - World Building, Maps and Visualization: 01:00:00 •Writing Fantasy - Lesson Three - Characters, Races and Societies: 01:00:00 •Writing Fantasy - Lesson Four - Plotting, Questing and Traveling: 01:00:00 •Writing Fantasy - Lesson Five - Point of View, Artifacts and Magic: 01:00:00 •Writing Fantasy - Lesson Six - Resolutions and Sequels: 01:00:00 •Amusing Article About Fantasy Writing (because it's true!): 01:00:00 •Fantasy: Recommended Author & Book List: 01:00:00 •Fantasy Societies Listing: 01:00:00 •Mythological Creature Listing: 01:00:00 •Introduction to Writing the Thriller: 00:30:00 •The Thriller: Form and Function: 00:30:00 •Writing the Thriller: Lesson One: 00:30:00 •Writing the Thriller: Lesson Two: 00:30:00 •Exercise 1 - Building Your Thriller: 00:30:00 •Writing the Thriller: Lesson Three: 00:30:00 •Exercise 2 - Building Your Thriller: 00:30:00 •Writing the Thriller: Lesson Four: 00:30:00 •Exercise 3 - Building Your Thriller: 00:30:00 •Writing the Thriller: Lesson Five: 00:30:00 •Exercise 4 - Building Your Thriller: 00:30:00 •Writing the Thriller: Lesson Six: 00:30:00 •Welcome to the Writer's Greatest Untapped Income Source: 00:15:00 •Introduction to Writing for TV, Cable and Satellite Networks: 01:00:00 •Your Ideas and How to Present Them: 01:00:00 •What's Different About TV Writing?: 01:00:00 •Scripting, Editing and the Story Bible: 00:30:00 •A Special Masterclass On Comedy Writing: 00:30:00 •The Money and How You Get Paid: 00:30:00
Overview This comprehensive course on Creative Writing Complete Course will deepen your understanding on this topic.After successful completion of this course you can acquire the required skills in this sector. This Creative Writing Complete Course 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 Creative Writing Complete Course. It is available to all students, of all academic backgrounds. Requirements Our Creative Writing Complete Course is fully compatible with PC's, Mac's, Laptop,Tablet and Smartphone devices. This course has been designed to be fully compatible on tablets and smartphones so you can access your course on wifi, 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 22 sections • 105 lectures • 13:54:00 total length •Introduction to Children's Writing: 00:02:00 •Crucial Information: 00:02:00 •Keys to Success: 00:02:00 •A.I.M: 00:04:00 •Getting Ideas: 00:02:00 •Character Creation: 00:02:00 •Characters and Plotting: 00:04:00 •Planning Your Story: 00:03:00 •Storytelling: 00:03:00 •Point of View: 00:04:00 •Technical Writing Issues: 00:04:00 •Story Structure: 00:02:00 •Picture Books 1: 00:03:00 •Picture Books 2: 00:03:00 •Picture Books 3: 00:02:00 •Easy Readers: 00:03:00 •Transition Books: 00:01:00 •Chapter Books: 00:02:00 •Junior Novels: 00:02:00 •Young Adult Fiction: 00:04:00 •Dialogue: 00:05:00 •Show don't Tell: 00:05:00 •Conclusion: 00:02:00 •Introduction to Short Story Writing: 00:06:00 •Who Am I to Run This Course?: 00:06:00 •It's All About Mindset: 00:07:00 •What Tools Do You Need To Succeed?: 00:05:00 •Mental Preparation: 00:06:00 •Time Management: 00:06:00 •Self Belief: 00:02:00 •Goal Setting: 00:01:00 •Subject Matter: 00:04:00 •Genre: 00:07:00 •Scope: 00:02:00 •Getting Ideas: 00:02:00 •The 7-Step Story Generator: 00:02:00 •Characters & Character Creation: 00:03:00 •Creating Protagonists: 00:07:00 •Character Motivation & Interactions: 00:03:00 •Story & Setting: 00:03:00 •The 5-Point Story Structure: 00:02:00 •Style & Tone: 00:02:00 •Point of View & Tense: 00:03:00 •Plotting & The Twist: 00:05:00 •Building a Short Story Template: 00:03:00 •Building a Short Story Template: 00:03:00 •All Hail Scrivener!: 00:04:00 •The Opening Paragraph: 00:03:00 •Fast Writing: 00:05:00 •The Second Draft: 00:04:00 •Polishing: 00:04:00 •It's All About Presentation: 00:04:00 •Dealing With Rejection: 00:02:00 •Rights and Payment: 00:01:00 •Kindle Publishing: 00:04:00 •Conclusion Short Stories: 00:02:00 •Module 1 Part 1 - Getting Ideas and How to Develop Them: 00:30:00 •Module 1 Part 2 - Inspiration and Finding The Time: 00:30:00 •Module 2 - What It Means To Be A Writer: 00:30:00 •Module 3 - Characters: 00:30:00 •Module 4 - Plotting and Story Construction: 00:30:00 •Module 5 - Theme, Templates & Outlining: 00:30:00 •Module 6 - Show Don't Tell: 00:30:00 •Module 7 - Punctuation, Grammar and some Basic Writing Rules: 00:30:00 •Module 8 - Scene Structure, Exposition and Story Rules: 00:30:00 •Module 9 - Chapter Structure, Vision and Focus: 00:30:00 •Module 10 - Fast Writing Without Fear or Censure: 00:30:00 •Module 11 - Editing, Re-writing & Polishing: 00:30:00 •Module 12 - Finishing, Submission & Publication: 00:30:00 •Lesson One: The History of Horror: 01:00:00 •Lesson Two: Characters and Concepts: 01:00:00 •Lesson Three: Location and Backdrop: 01:00:00 •Lesson Four: Story and Plotting: 01:00:00 •Lesson Five: Writing Issues: 01:00:00 •Lesson Six: Horror Markets: 01:00:00 •Introduction to Writing Fantasy: 01:00:00 •Writing Fantasy - Lesson One - Imagining Fantasy: 01:00:00 •Writing Fantasy - Lesson Two - World Building, Maps and Visualization: 01:00:00 •Writing Fantasy - Lesson Three - Characters, Races and Societies: 01:00:00 •Writing Fantasy - Lesson Four - Plotting, Questing and Traveling: 01:00:00 •Writing Fantasy - Lesson Five - Point of View, Artifacts and Magic: 01:00:00 •Writing Fantasy - Lesson Six - Resolutions and Sequels: 01:00:00 •Amusing Article About Fantasy Writing (because it's true!): 01:00:00 •Fantasy: Recommended Author & Book List: 01:00:00 •Fantasy Societies Listing: 01:00:00 •Mythological Creature Listing: 02:00:00 •Introduction to Writing the Thriller: 00:30:00 •The Thriller: Form and Function: 00:30:00 •Writing the Thriller: Lesson Two: 00:30:00 •Exercise 1 - Building Your Thriller: 00:00:00 •Writing the Thriller: Lesson Three: 00:30:00 •Exercise 2 - Building Your Thriller: 00:30:00 •Writing the Thriller: Lesson Four: 00:30:00 •Exercise 3 - Building Your Thriller: 00:30:00 •Writing the Thriller: Lesson Five: 00:30:00 •Exercise 4 - Building Your Thriller: 00:30:00 •Writing the Thriller: Lesson Six: 00:30:00 •Welcome to the Writer's Greatest Untapped Income Source: 00:15:00 •Introduction to Writing for TV, Cable and Satellite Networks: 01:00:00 •Your Ideas and How to Present Them: 01:00:00 •What's Different About TV Writing?: 01:00:00 •Scripting, Editing and the Story Bible: 00:30:00 •A Special Masterclass On Comedy Writing: 00:30:00 •The Money and How You Get Paid: 00:30:00 •Writing the Thriller: Lesson One: 00:30:00
Overview This comprehensive course on Data Science & Machine Learning with Python will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Data Science & Machine Learning with Python 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 Data Science & Machine Learning with Python. It is available to all students, of all academic backgrounds. Requirements Our Data Science & Machine Learning with Python is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible with tablets and smartphones so you can access your course on Wi-Fi, 3G or 4G. There is no time limit for completing this course, it can be studied in your own time at your own pace. Career Path Learning this new skill will help you to advance in your career. It will diversify your job options and help you develop new techniques to keep up with the fast-changing world. This skillset will help you to- Open doors of opportunities Increase your adaptability Keep you relevant Boost confidence And much more! Course Curriculum 2 sections • 90 lectures • 10:24:00 total length •Course Overview & Table of Contents: 00:09:00 •Introduction to Machine Learning - Part 1 - Concepts , Definitions and Types: 00:05:00 •Introduction to Machine Learning - Part 2 - Classifications and Applications: 00:06:00 •System and Environment preparation - Part 1: 00:08:00 •System and Environment preparation - Part 2: 00:06:00 •Learn Basics of python - Assignment 1: 00:10:00 •Learn Basics of python - Assignment 2: 00:09:00 •Learn Basics of python - Functions: 00:04:00 •Learn Basics of python - Data Structures: 00:12:00 •Learn Basics of NumPy - NumPy Array: 00:06:00 •Learn Basics of NumPy - NumPy Data: 00:08:00 •Learn Basics of NumPy - NumPy Arithmetic: 00:04:00 •Learn Basics of Matplotlib: 00:07:00 •Learn Basics of Pandas - Part 1: 00:06:00 •Learn Basics of Pandas - Part 2: 00:07:00 •Understanding the CSV data file: 00:09:00 •Load and Read CSV data file using Python Standard Library: 00:09:00 •Load and Read CSV data file using NumPy: 00:04:00 •Load and Read CSV data file using Pandas: 00:05:00 •Dataset Summary - Peek, Dimensions and Data Types: 00:09:00 •Dataset Summary - Class Distribution and Data Summary: 00:09:00 •Dataset Summary - Explaining Correlation: 00:11:00 •Dataset Summary - Explaining Skewness - Gaussian and Normal Curve: 00:07:00 •Dataset Visualization - Using Histograms: 00:07:00 •Dataset Visualization - Using Density Plots: 00:06:00 •Dataset Visualization - Box and Whisker Plots: 00:05:00 •Multivariate Dataset Visualization - Correlation Plots: 00:08:00 •Multivariate Dataset Visualization - Scatter Plots: 00:05:00 •Data Preparation (Pre-Processing) - Introduction: 00:09:00 •Data Preparation - Re-scaling Data - Part 1: 00:09:00 •Data Preparation - Re-scaling Data - Part 2: 00:09:00 •Data Preparation - Standardizing Data - Part 1: 00:07:00 •Data Preparation - Standardizing Data - Part 2: 00:04:00 •Data Preparation - Normalizing Data: 00:08:00 •Data Preparation - Binarizing Data: 00:06:00 •Feature Selection - Introduction: 00:07:00 •Feature Selection - Uni-variate Part 1 - Chi-Squared Test: 00:09:00 •Feature Selection - Uni-variate Part 2 - Chi-Squared Test: 00:10:00 •Feature Selection - Recursive Feature Elimination: 00:11:00 •Feature Selection - Principal Component Analysis (PCA): 00:09:00 •Feature Selection - Feature Importance: 00:07:00 •Refresher Session - The Mechanism of Re-sampling, Training and Testing: 00:12:00 •Algorithm Evaluation Techniques - Introduction: 00:07:00 •Algorithm Evaluation Techniques - Train and Test Set: 00:11:00 •Algorithm Evaluation Techniques - K-Fold Cross Validation: 00:09:00 •Algorithm Evaluation Techniques - Leave One Out Cross Validation: 00:05:00 •Algorithm Evaluation Techniques - Repeated Random Test-Train Splits: 00:07:00 •Algorithm Evaluation Metrics - Introduction: 00:09:00 •Algorithm Evaluation Metrics - Classification Accuracy: 00:08:00 •Algorithm Evaluation Metrics - Log Loss: 00:03:00 •Algorithm Evaluation Metrics - Area Under ROC Curve: 00:06:00 •Algorithm Evaluation Metrics - Confusion Matrix: 00:10:00 •Algorithm Evaluation Metrics - Classification Report: 00:04:00 •Algorithm Evaluation Metrics - Mean Absolute Error - Dataset Introduction: 00:06:00 •Algorithm Evaluation Metrics - Mean Absolute Error: 00:07:00 •Algorithm Evaluation Metrics - Mean Square Error: 00:03:00 •Algorithm Evaluation Metrics - R Squared: 00:04:00 •Classification Algorithm Spot Check - Logistic Regression: 00:12:00 •Classification Algorithm Spot Check - Linear Discriminant Analysis: 00:04:00 •Classification Algorithm Spot Check - K-Nearest Neighbors: 00:05:00 •Classification Algorithm Spot Check - Naive Bayes: 00:04:00 •Classification Algorithm Spot Check - CART: 00:04:00 •Classification Algorithm Spot Check - Support Vector Machines: 00:05:00 •Regression Algorithm Spot Check - Linear Regression: 00:08:00 •Regression Algorithm Spot Check - Ridge Regression: 00:03:00 •Regression Algorithm Spot Check - Lasso Linear Regression: 00:03:00 •Regression Algorithm Spot Check - Elastic Net Regression: 00:02:00 •Regression Algorithm Spot Check - K-Nearest Neighbors: 00:06:00 •Regression Algorithm Spot Check - CART: 00:04:00 •Regression Algorithm Spot Check - Support Vector Machines (SVM): 00:04:00 •Compare Algorithms - Part 1 : Choosing the best Machine Learning Model: 00:09:00 •Compare Algorithms - Part 2 : Choosing the best Machine Learning Model: 00:05:00 •Pipelines : Data Preparation and Data Modelling: 00:11:00 •Pipelines : Feature Selection and Data Modelling: 00:10:00 •Performance Improvement: Ensembles - Voting: 00:07:00 •Performance Improvement: Ensembles - Bagging: 00:08:00 •Performance Improvement: Ensembles - Boosting: 00:05:00 •Performance Improvement: Parameter Tuning using Grid Search: 00:08:00 •Performance Improvement: Parameter Tuning using Random Search: 00:06:00 •Export, Save and Load Machine Learning Models : Pickle: 00:10:00 •Export, Save and Load Machine Learning Models : Joblib: 00:06:00 •Finalizing a Model - Introduction and Steps: 00:07:00 •Finalizing a Classification Model - The Pima Indian Diabetes Dataset: 00:07:00 •Quick Session: Imbalanced Data Set - Issue Overview and Steps: 00:09:00 •Iris Dataset : Finalizing Multi-Class Dataset: 00:09:00 •Finalizing a Regression Model - The Boston Housing Price Dataset: 00:08:00 •Real-time Predictions: Using the Pima Indian Diabetes Classification Model: 00:07:00 •Real-time Predictions: Using Iris Flowers Multi-Class Classification Dataset: 00:03:00 •Real-time Predictions: Using the Boston Housing Regression Model: 00:08:00 •Resources - Data Science & Machine Learning with Python: 00:00:00
Overview This comprehensive course on Math Tricks & Shortcuts will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Math Tricks & Shortcuts 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 Math Tricks & Shortcuts. It is available to all students, of all academic backgrounds. Requirements Our Math Tricks & Shortcuts 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 15 sections • 90 lectures • 14:24:00 total length •Lecture 1 Introduction: 00:02:00 •Lecture 2 Lines and Angles (Basics): 00:07:00 •Lecture 3 Parallel lines (Basics): 00:06:00 •Lecture 4 Practice Problems 1 (Lines and Angles): 00:06:00 •Lecture 5 Triangles (Basics): 00:11:00 •Lecture 6 Practice Problems 2 (angle sum and exterior angle Property): 00:10:00 •Lecture 7 Pythagoras Theorem: 00:13:00 •Lecture 8 Inequalities in Triangles: 00:06:00 •Lecture 9 Sine and Cosine Rule: 00:12:00 •Lecture 10 Median, Altitude, Angle bisector: 00:06:00 •Lecture 11 Practice Problems 3: 00:11:00 •Lecture 12 Properties of Medians: 00:09:00 •Lecture 13 Practice Problems 4: 00:07:00 •Lecture 14 Properties of Equilateral Triangles: 00:04:00 •Lecture 15 Some special Quadrilaterals: 00:08:00 •Lecture 16 Polygons-interior angles, diagonals etc.: 00:08:00 •Lecture 17 Angle Bisector Theorem: 00:07:00 •Lecture 18 Congruent Triangles: 00:06:00 •Lecture 19 Similar Triangles: 00:14:00 •Lecture 20 Practice Problems 5: 00:10:00 •Lecture 21 Circle: 00:10:00 •Lecture 22 Cyclic Quadrilateral _ Tangent to circle: 00:07:00 •Lecture 23 Areas of Parallelogram & Triangle 1: 00:10:00 •Lecture 24 Areas of Parallelogram _ Triangle 2: 00:10:00 •Lecture 25 Practice Problems based on Areas 1: 00:05:00 •Lecture 26 Practice Problems based on Areas 2: 00:12:00 •Lecture 27 Mensuration Formulae: 00:07:00 •Lecture 28 Practice problems on 2-d figures: 00:11:00 •Lecture 29 Assignment (Video) on 2 - d figure: 00:02:00 •Lecture 30 Areas related to the circle: 00:06:00 •Lecture 31 Practice questions on areas related to circle: 00:10:00 •Practice Test (Geometry): 00:02:00 •Lecture 32 What is Unit Digit: 00:04:00 •Lecture 33 How to find unit digit of numbers with exponents: 00:10:00 •Lecture 34 Practice Problems based on Unit Digit: 00:08:00 •Lecture 35 Simplifications based on Percentages: 00:11:00 •Lecture 36 Simplification based on Exponents: 00:12:00 •Lecture 37 Fastest method of finding square roots: 00:12:00 •Lecture 38 Fastest method of finding cube roots: 00:03:00 •Lecture 39 Simplification based on square and cube roots: 00:16:00 •Lecture 40 Simplification Problems: 00:26:00 •Lecture 41 Simplification problems Type 1: 00:08:00 •Lecture 42 Simplification problems Type 2: 00:08:00 •Lecture 43 Simplification problems Type 3: 00:08:00 •Lecture 44 Simplification problems Type 4: 00:07:00 •Lecture 45 Finding smallest and greatest from difficult exponents: 00:08:00 •Lecture 46 What is Digital sum: 00:05:00 •Lecture 47 How to apply Digital sum technique in different operations: 00:14:00 •Lecture 48 Simplification problems using Digital sum -1: 00:07:00 •Lecture 49 Simplification problems using Digital sum -2: 00:06:00 •Lecture 50 Resources download 1: 00:48:00 •Lecture 51 Problems based on persons, days, work and hours: 00:12:00 •Lecture 52 Short cut formulas for most common problems: 00:11:00 •Lecture 53 Problems based on Two Persons: 00:06:00 •Lecture 54 Problems based on three Persons: 00:10:00 •Lecture 55 Based on Efficiency: 00:13:00 •Lecture 56 Complex problems on Efficiency: 00:10:00 •Lecture 57 Fraction of work: 00:07:00 •Lecture 58 Leaving and Joining - 1: 00:06:00 •Lecture 59 Leaving and Joining - 2: 00:08:00 •Lecture 60 Men, women and boys: 00:05:00 •Lecture 61 Work and wages: 00:11:00 •Lecture 62 Resources download 1: 00:20:00 •Lecture 63 Basics of pipes and cisterns: 00:06:00 •Lecture 64 Pipes and cisterns - Type 1: 00:07:00 •Lecture 65 Pipes and cisterns - Type 2: 00:04:00 •Lecture 66 Pipes and cisterns - Type 3: 00:07:00 •Lecture 67 Pipes and cisterns - Type 4: 00:06:00 •Lecture 68 Pipes and cisterns - Type5: 00:05:00 •Lecture 69 Speed, Distance and Time Resources download: 00:32:00 •Lecture 70 Basic Concepts and simple problems: 00:10:00 •Lecture 71 Problems based on average speed: 00:07:00 •Lecture 72 Problems of finding Distance: 00:13:00 •Lecture 73 Practice Problems 1: 00:10:00 •Lecture 74 Practice Problems 2: 00:08:00 •Lecture 75 Practice Problems 3: 00:07:00 •Lecture 76 Boats and Streams: 00:18:00 •Lecture 77 Basics of Boats and streams: 00:10:00 •Lecture 78 Finding speed of boat or stream: 00:13:00 •Lecture 79 Problems based on finding Distance: 00:06:00 •Lecture 80 Latest Problems on Boat and cisterns: 00:11:00 •Lecture 81 Percentage Basics 1: 00:10:00 •Lecture 82 Percentage Basics 2: 00:04:00 •Lecture 83 Fractional Values of Percentages: 00:09:00 •Lecture 84 Simplification using fractional values of Percentages-1: 00:06:00 •Lecture 85 Simplification problems of Percentage 2: 00:05:00 •Lecture 86 Article for Resources: 00:24:00 •Lecture 87 Problems based on Marks in examination: 00:15:00 •Lecture 88 Problems based on Price and Quantity 1: 00:08:00 •Lecture 89 Problems based on Price and Quantity 2: 00:08:00
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