Minute taking is a vital administrative skill needed in many offices and organisations today. With increasing demands on time, having accurate records of meetings, discussions and action items is more important than ever. This comprehensive course provides foundation knowledge and practical techniques to write effective minutes quickly. Learn to listen actively, identify key points and structure professional minutes that drive action. Whether you're new to minute taking or want to improve existing skills, this course will build absolute confidence and abilities. With over 200,000 administrative roles in the UK today, employers highly value minute taking skills. Unleash the power of your pen. Master the art of 'Minute Taking' and transform meetings into springboards for success. Enrol today! You will Learn The Following Things: Craft concise and accurate minutes reflecting key decisions and action points. Master pre-meeting preparation, ensuring you're ready to capture every nuance. Dissect the anatomy of a meeting, identifying crucial turning points and pivotal discussions. Document clear, concise, and easily digestible minutes for all attendees. Employ effective note-taking techniques to keep pace with rapid exchanges. Bolster your confidence, transforming from a passive observer to a meticulous chronicler. This course covers the topic you must know to stand against the tough competition. The future is truly yours to seize with this Minute Taking. Enrol today and complete the course to achieve a certificate that can change your career forever. Details Perks of Learning with IOMH One-to-one support from a dedicated tutor throughout your course. Study online - whenever and wherever you want. Instant Digital/ PDF certificate 100% money back guarantee 12 months access Process of Evaluation After studying the course, an MCQ exam or assignment will test your skills and knowledge. You have to get a score of 60% to pass the test and get your certificate. Certificate of Achievement After completing the Minute Taking course, you will receive your CPD-accredited Digital/PDF Certificate for £5.99. To get the hardcopy certificate for £12.99, you must also pay the shipping charge of just £3.99 (UK) and £10.99 (International). Who Is This Course for? Aspiring administrators and executive assistants seeking to elevate their skills. Project managers and team leaders aim to streamline communication and accountability. Anyone who attends or facilitates regular meetings and desires to optimise their effectiveness. Students prepare for careers in fields like law, business, or government, where meticulous record-keeping is essential. Individuals who recognise the value of clear and concise communication in any professional setting. Requirements There is no prerequisite to enrol in this course. You don't need any educational qualification or experience to enrol in the Minute Taking 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 course. Career Path Executive Assistant - £25K to 35K/year. Project Coordinator - £28K to 40K/year. Meeting Facilitator - £30K to 45K/year. Company Secretary - £35K to 50K/year Legal Minute Taker - £40K to 60K/year. Course Curriculum Minute Taking for PA and Admin Assistants Module 01: Introduction to Minute Writing 00:06:00 Module 02: Preparation for Minute Taking 00:05:00 Module 03: The Meeting Structure 00:04:00 Module 04: Minute Meetings, Decisions and Actions 00:03:00 Module 05: Minute Taking Techniques 00:04:00 Module 06: Building Confidence 00:05:00
Overview This Excel spreadsheet for Beginner course will unlock your full potential and will show you how to excel in a career in Excel spreadsheet for Beginner. So upskill now and reach your full potential. Everything you need to get started in Excel spreadsheet for Beginner is available in this course. Learning and progressing are the hallmarks of personal development. This Excel spreadsheet for Beginner will quickly teach you the must-have skills needed to start in the relevant industry. In This Mental Health Course, You Will: Learn strategies to boost your workplace efficiency. Hone your Mental Health skills to help you advance your career. Acquire a comprehensive understanding of various Mental Health topics and tips from industry experts. Learn in-demand Mental Health skills that are in high demand among UK employers, which will help you to kickstart your career. This Excel spreadsheet for Beginner course covers everything you must know to stand against the tough competition in the Excel spreadsheet for Beginner field. The future is truly yours to seize with this Excel spreadsheet for Beginner. Enrol today and complete the course to achieve a Excel spreadsheet for Beginner 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 Excel spreadsheet for Beginner 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 Excel spreadsheet for Beginner 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 Excel spreadsheet for Beginner 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 Excel spreadsheet for Beginner is suitable for anyone aspiring to start a career in Excel spreadsheet for Beginner; even if you are new to this and have no prior knowledge on Excel spreadsheet for Beginner, this course is going to be very easy for you to understand. And if you are already working in the Excel spreadsheet for Beginner 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 Excel spreadsheet for Beginner 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 Excel spreadsheet for Beginner course has no prerequisite. You don't need any educational qualification or experience to enrol in the Excel spreadsheet for Beginner 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 Excel spreadsheet for Beginner course. Moreover, this course allows you to learn at your own pace while developing transferable and marketable skills. Course Curriculum Excel spreadsheet for Beginner Tour of the Excel screen 00:10:00 Entering Data 00:13:00 Autofill Speedfill 00:09:00 Saving the file 00:02:00 Autosum 00:04:00 Formula Basics 00:11:00 Copying formulas - Relative Formulas 00:04:00 Totals and Averages 00:04:00 Formatting the Spreadsheet 00:07:00 Managing the Sheets 00:06:00 Copying formulas - absolute formulas 00:08:00 Linking the Sheets together 00:06:00 Introduction to Functions 00:05:00 Assignment Assignment - Excel spreadsheet for Beginner 00:00:00
Discover the power of data science and machine learning with Python! Learn essential techniques, algorithms, and tools to analyze data, build predictive models, and unlock insights. Dive into hands-on projects, from data manipulation to advanced machine learning applications. Elevate your skills and unleash the potential of Python for data-driven decision-making.
Overview This International Business Principles course will unlock your full potential and will show you how to excel in a career in International Business Principles. So upskill now and reach your full potential. Everything you need to get started in International Business Principles is available in this course. Learning and progressing are the hallmarks of personal development. This International Business Principles will quickly teach you the must-have skills needed to start in the relevant industry. In This International Business Principles Course, You Will: Learn strategies to boost your workplace efficiency. Hone your International Business Principles skills to help you advance your career. Acquire a comprehensive understanding of various International Business Principles topics and tips from industry experts. Learn in-demand International Business Principles skills that are in high demand among UK employers, which will help you to kickstart your career. This International Business Principles course covers everything you must know to stand against the tough competition in the International Business Principles field. The future is truly yours to seize with this International Business Principles. Enrol today and complete the course to achieve a International Business Principles 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 International Business Principles 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 International Business Principles 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 International Business Principles 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 International Business Principles is suitable for anyone aspiring to start a career in International Business Principles; even if you are new to this and have no prior knowledge on International Business Principles, this course is going to be very easy for you to understand. And if you are already working in the International Business Principles 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 International Business Principles 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 International Business Principles course has no prerequisite. You don't need any educational qualification or experience to enrol in the International Business Principles 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 International Business Principles course. Moreover, this course allows you to learn at your own pace while developing transferable and marketable skills. Course Curriculum Section 01: International Economics and Trade Theory 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 Section 02: Global Capital Markets and Regional Trade Zones 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 Section 03: International Business Strategies 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 Section 04: Demographic Factors / International Accounting / Cross Border HR MGMT 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 Section 05: International Business Instruments and Agreements International Business Instruments 00:02:00 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
Overview This Upgrade Your Excel Skills course will unlock your full potential and will show you how to excel in a career in Upgrade Your Excel Skills. So upskill now and reach your full potential. Everything you need to get started in Upgrade Your Excel Skills is available in this course. Learning and progressing are the hallmarks of personal development. This Upgrade Your Excel Skills will quickly teach you the must-have skills needed to start in the relevant industry. In This Upgrade Your Excel Skills Course, You Will: Learn strategies to boost your workplace efficiency. Hone your Upgrade Your Excel Skills to help you advance your career. Acquire a comprehensive understanding of various Upgrade Your Excel Skills topics and tips from industry experts. Learn in-demand Upgrade Your Excel Skills that are in high demand among UK employers, which will help you to kickstart your career. This Upgrade Your Excel Skills course covers everything you must know to stand against the tough competition in the Upgrade Your Excel Skills field. The future is truly yours to seize with this Upgrade Your Excel Skills. Enrol today and complete the course to achieve a Upgrade Your Excel Skills 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 Upgrade Your Excel Skills 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 Upgrade Your Excel Skills 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 Upgrade Your Excel Skills 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 Upgrade Your Excel Skills is suitable for anyone aspiring to start a career in Upgrade Your Excel Skills; even if you are new to this and have no prior knowledge on Upgrade Your Excel Skills, this course is going to be very easy for you to understand. And if you are already working in the Upgrade Your Excel Skills 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 Upgrade Your Excel Skills 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 Upgrade Your Excel Skills course has no prerequisite. You don't need any educational qualification or experience to enrol in the Upgrade Your Excel Skills 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 Upgrade Your Excel Skills course. Moreover, this course allows you to learn at your own pace while developing transferable and marketable skills. Course Curriculum Unit 01: Introduction Welcome 00:02:00 Unit 02: Excel Productivity Tips -Part 1 Camera Tool 00:05:00 Add Line Break in Formula Bar 00:03:00 Advanced Copy-Paste using Office Clipboard 00:03:00 Navigation between Worksheets using Shortcut Keys 00:01:00 Flash Fill 00:02:00 Add Multiple Rows and Columns Quickly 00:02:00 Delete Blank Rows 00:03:00 Multi Level Row and Column Sorting 00:04:00 Add Sparklines 00:03:00 Paste Special - Transpose 00:03:00 Unit 03: Excel Productivity Tips - Part 2 Snap to Grid 00:03:00 Create Custom Auto fill List 00:06:00 Absolute Cell Reference 00:03:00 Import Data from Web page 00:04:00 Move Cell Direction 00:03:00 Delete Data using Mouse 00:02:00 Status Bar Quick Calculations 00:03:00 Link Text Boxes to Cell 00:04:00 Phone Number and ZIP Code Format 00:04:00 Speaking Cell 00:05:00 Unit 04: Excel Productivity Tips - Part 3 Invisible Text 00:03:00 Worksheet Grouping 00:04:00 Advanced Transpose 00:04:00 XLStart Folder 00:03:00 Use Slicers 00:05:00 Convert Text to Numbers 00:03:00 Hiding Workbook Elements 00:02:00 Useful Shortcut Keys 00:03:00 Sort data from Left to Right 00:03:00 Advanced Filter (Complex) 00:11:00 Unit 05: Excel Productivity Tips - Part 4 Email as PDF 00:02:00 Synchronous Scrolling 00:03:00 Quick Analysis of data within Excel 00:02:00 Fill blank cells with Value 00:03:00 Hidden Chart Source Data 00:03:00 Two more Shortcuts 00:03:00 Add Blank Rows 00:03:00 Custom views in Excel 00:06:00 EMBED Feature 00:04:00 Adding Country code in Mobile Numbers 00:04:00 Unit 05: Excel Productivity Tips - Part 5 Plot an Average Line to a Chart 00:04:00 3D Referencing 00:04:00 Extract Unique Values 00:03:00 Excel Array Formula 00:04:00 Forecast Sheet 00:04:00 Add Spin Controls in Excel 00:05:00 Move Data using Mouse 00:01:00 Add new entry in Auto Correct to use across Office Applications 00:05:00 Find Differences between Two Lists 00:02:00 Find formulas Quickly 00:02:00 Unit: 06 Wrap Up Thank You 00:01:00
Discover the art and science of aromatherapy with our Level 3 Diploma program. Gain comprehensive knowledge of essential oils, their therapeutic properties, and practical skills to promote holistic well-being. Enroll now to embark on a rewarding journey towards becoming a certified aromatherapist.
The Purpose of this Nursing & Prescribing course is to provide students with a thorough understanding of nurse prescribing practices and procedures, physical and mental health disorders, and the legal responsibilities of the role. This Nursing & Prescribing course will develop the necessary skills and knowledge to advance your medical career while learning from an experienced professional. Through this exclusive Nursing & Prescribing course, you will learn about the duties of a prescriber, including step-by-step instructions on how to administer prescription-only medicines, read product labels, keep patient records, and much more. With this Nursing & Prescribing course, you will also learn about drug abuse in children under the age of 16, patient-centred care, and how to prescribe and manage medicines in various settings, including care homes. Learning Outcomes After completing this Nursing & Prescribing course, the learner will be able to: Gain a thorough understanding of nurse prescribing practices in the UK. Understand the responsibilities as a prescriber. Know the procedure for reporting adverse drug reactions. Know how to administer prescription-only medicines to patients. Understand product labels and what information is required on prescriptions. Understand the rules of record-keeping and professional duty of care. Gain basic knowledge of pharmacological management. Broaden their understanding of anxiety disorders in adults. Have an awareness of the challenges of the role and patient safety. Why Choose Nursing & Prescribing Course from Us Self-paced course, access available from anywhere. Easy to understand, high-quality study materials. Course developed by industry experts. Free PDF certificate as soon as completing the Nursing & Prescribing course. MCQ quiz after each module to assess your learning. Automated and instant assessment results. 24/7 support via live chat, phone call or email. Nursing & Prescribing Bundle Course Course 01: Adult Nursing Training Course 02: Diploma in Nurse Prescribing Main Course: Nursing & Prescribing Other Benefits Our Bundle Course Free 3 PDF Certificate Access to Content - Lifetime Exam Fee - Totally Free Free Retake Exam [ Note: Free PDF certificate as soon as completing the course] Main Course Curriculum Module 1: An Overview of Nurse Prescribing Principles of Good Prescribing Nurse Prescribing Across Various UK Regions British National Formula (BNF) Nurse Prescribing Across the World Module 2: Understanding the Legal and Ethical Aspects of Prescribing Categories of Non-Medical Prescribing Understanding the Legal Issues with Non-Medical Prescribing Supply of Medicines: Relevant Legislation Understanding Controlled Drugs (CDs) Understanding the Prescription Writing Rules Understanding Clinical Negligence Module 3: Understanding Medicine Management Understanding Medicines Nomenclature Understanding Numeracy and Medicine Management Understanding Clinical Pharmacokinetics Understanding Adverse Drug Reactions Understanding Hypersensitivity Reactions Understanding Drug Interactions Module 4: Understanding Anxiety Disorders in Adults What is Pathophysiology? Characteristic Symptoms Pathological Anxiety Anxiety Disorders Psychotherapy Module 5: Liver Diseases: Diagnosis & Prescribing What is Acute Liver Disease? What is Chronic Liver Disease? Understanding Viral Infection Immune System Disorders What is Jaundice? What is Portal Hypertension? Module 6: Pharmacological Management for Common Problems What is Dyspepsia? Understanding Acute Diarrhea and Constipation Inflammatory Bowel Disease What are Nausea and Vomiting? What is Hypertension? What is Diuretics? Respiratory Conditions Understanding Diabetes What is Smoking Cessation? Module 7: Anti-Microbial Prescribing Understanding Hospital-Acquired Pneumonia Choice of Antibiotic What is Antibiotic Resistance? Taking Antibiotic What is Acute Sinusitis? Module 8: Cardiac Problems and Prescribing What is Angina? What is Arrhythmia? The Cardiac Output What is Heart Failure? Angiotensin Receptor Blockers What is Ivabradine? What is Hydralazine? What is Digoxin? Module 9: Neurological Problems and Prescribing What is Epilepsy? What is Temporal Lobe Epilepsy? What is Parkinson's Disease? Clinical Pharmacokinetics What is Depression? Understanding SSRIs Tricyclic and Tetracyclic Antidepressants Module 10: Palliative Cares Introduction to Palliative Care Drug Interactions in Palliative Care When is Palliative Care Appropriate? Symptoms that Palliative Care Address Module 11: Prescribing in Pregnancy and Lactation Understanding Drugs as Teratogens Understanding the Critical Periods in Human Fetal Development Understanding Maternal Pharmacokinetic Changes Use of Drugs in Lactation Assessing the Risk to the Infant Module 12: Prescribing for Older People What is Absorption? What is Distribution? What is Metabolism? What is Excretion? What is Pharmacodynamics? Module 13: Prescribing Children What is Altered Pharmacokinetics? What is Absorption? What is Distribution? What is Metabolism? Understanding Dosage Understanding Dose calculation Licensing Module 14: Common Medicines in Use What is Antibiotics? What are Contraceptives? What are Anticoagulants? What are Antiplatelet Drugs? Topical Agents and Emollients What are Topical Steroids? Module 15: Challenges and Future of Nurse Prescribing Training Competence Voluntary Access to Education Patient Care Needs Formularies Assessment Method After completing each module of the Nursing & Prescribing course, you will find automated MCQ quizzes. To unlock the next module, you need to complete the quiz task and get at least 60% marks. Once you complete all the modules in this manner, you will be qualified to request your certification. Certification After completing the MCQ/Assignment assessment for this Nursing & Prescribing course, you will be entitled to a Certificate of Completion from Training Tale. It will act as proof of your extensive professional development. The certificate is in PDF format, which is completely free to download. A printed version is also available upon request. It will also be sent to you through a courier for £13.99. Who is this course for? This Nursing & Prescribing course is ideal for aspiring Nurse Prescribers and Prescribing Pharmacists. It is an introductory training course designed to gain industry knowledge, skills, and certification to advance their career. Requirements There are no specific requirements for this Nursing and Prescribing course because it does not require any advanced knowledge or skills. Students who intend to enrol in this Nursing and Prescribing course must meet the following requirements: Good command of the English language Must be vivacious and self-driven Basic computer knowledge A minimum of 16 years of age is required Career path This Nursing & Prescribing qualification will provide you with all of the fundamental skills needed to prescribe, as well as the opportunity to work in a variety of professions, including: Nurses Healthcare professionals Pharmacists Certificates Certificate of completion Digital certificate - Included
Overview of Data Science & Machine Learning with Python Join our Data Science & Machine Learning with Python course and discover your hidden skills, setting you on a path to success in this area. Get ready to improve your skills and achieve your biggest goals. The Data Science & Machine Learning with Python course has everything you need to get a great start in this sector. Improving and moving forward is key to getting ahead personally. The Data Science & Machine Learning with Python course is designed to teach you the important stuff quickly and well, helping you to get off to a great start in the field. So, what are you looking for? Enrol now! This Data Science & Machine Learning with Python Course will help you to learn: Learn strategies to boost your workplace efficiency. Hone your skills to help you advance your career. Acquire a comprehensive understanding of various topics and tips. Learn in-demand skills that are in high demand among UK employers This course covers the topic you must know to stand against the tough competition. The future is truly yours to seize with this Data Science & Machine Learning with Python. Enrol today and complete the course to achieve a certificate that can change your career forever. Details Perks of Learning with IOMH One-To-One Support from a Dedicated Tutor Throughout Your Course. Study Online - Whenever and Wherever You Want. Instant Digital/ PDF Certificate. 100% Money Back Guarantee. 12 Months Access. Process of Evaluation After studying the course, an MCQ exam or assignment will test your skills and knowledge. You have to get a score of 60% to pass the test and get your certificate. Certificate of Achievement Certificate of Completion - Digital / PDF Certificate After completing the Data Science & Machine Learning with Python course, you can order your CPD Accredited Digital / PDF Certificate for £5.99. Certificate of Completion - Hard copy Certificate You can get the CPD Accredited Hard Copy Certificate for £12.99. Shipping Charges: Inside the UK: £3.99 International: £10.99 Who Is This Course for? This Data Science & Machine Learning with Python is suitable for anyone aspiring to start a career in relevant field; even if you are new to this and have no prior knowledge, this course is going to be very easy for you to understand. On the other hand, if you are already working in this sector, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level. 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 You don't need any educational qualification or experience to enrol in the Data Science & Machine Learning with Python 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 course. Career Path The certification and skills you get from this Data Science & Machine Learning with Python Course can help you advance your career and gain expertise in several fields, allowing you to apply for high-paying jobs in related sectors. Course Curriculum Course Overview & Table of Contents Course Overview & Table of Contents 00:09:00 Introduction to Machine Learning - Part 1 - Concepts , Definitions and Types Introduction to Machine Learning - Part 1 - Concepts , Definitions and Types 00:05:00 Introduction to Machine Learning - Part 2 - Classifications and Applications Introduction to Machine Learning - Part 2 - Classifications and Applications 00:06:00 System and Environment preparation - Part 1 System and Environment preparation - Part 1 00:04:00 System and Environment preparation - Part 2 System and Environment preparation - Part 2 00:06:00 Learn Basics of python - Assignment Learn Basics of python - Assignment 1 00:10:00 Learn Basics of python - Assignment Learn Basics of python - Assignment 2 00:09:00 Learn Basics of python - Functions Learn Basics of python - Functions 00:04:00 Learn Basics of python - Data Structures Learn Basics of python - Data Structures 00:12:00 Learn Basics of NumPy - NumPy Array Learn Basics of NumPy - NumPy Array 00:06:00 Learn Basics of NumPy - NumPy Data Learn Basics of NumPy - NumPy Data 00:08:00 Learn Basics of NumPy - NumPy Arithmetic Learn Basics of NumPy - NumPy Arithmetic 00:04:00 Learn Basics of Matplotlib Learn Basics of Matplotlib 00:07:00 Learn Basics of Pandas - Part 1 Learn Basics of Pandas - Part 1 00:06:00 Learn Basics of Pandas - Part 2 Learn Basics of Pandas - Part 2 00:07:00 Understanding the CSV data file Understanding the CSV data file 00:09:00 Load and Read CSV data file using Python Standard Library Load and Read CSV data file using Python Standard Library 00:09:00 Load and Read CSV data file using NumPy Load and Read CSV data file using NumPy 00:04:00 Load and Read CSV data file using Pandas Load and Read CSV data file using Pandas 00:05:00 Dataset Summary - Peek, Dimensions and Data Types Dataset Summary - Peek, Dimensions and Data Types 00:09:00 Dataset Summary - Class Distribution and Data Summary Dataset Summary - Class Distribution and Data Summary 00:09:00 Dataset Summary - Explaining Correlation Dataset Summary - Explaining Correlation 00:11:00 Dataset Summary - Explaining Skewness - Gaussian and Normal Curve Dataset Summary - Explaining Skewness - Gaussian and Normal Curve 00:07:00 Dataset Visualization - Using Histograms Dataset Visualization - Using Histograms 00:07:00 Dataset Visualization - Using Density Plots Dataset Visualization - Using Density Plots 00:06:00 Dataset Visualization - Box and Whisker Plots Dataset Visualization - Box and Whisker Plots 00:05:00 Multivariate Dataset Visualization - Correlation Plots Multivariate Dataset Visualization - Correlation Plots 00:08:00 Multivariate Dataset Visualization - Scatter Plots Multivariate Dataset Visualization - Scatter Plots 00:05:00 Data Preparation (Pre-Processing) - Introduction Data Preparation (Pre-Processing) - Introduction 00:09:00 Data Preparation - Re-scaling Data - Part 1 Data Preparation - Re-scaling Data - Part 1 00:09:00 Data Preparation - Re-scaling Data - Part 2 Data Preparation - Re-scaling Data - Part 2 00:09:00 Data Preparation - Standardizing Data - Part 1 Data Preparation - Standardizing Data - Part 1 00:07:00 Data Preparation - Standardizing Data - Part 2 Data Preparation - Standardizing Data - Part 2 00:04:00 Data Preparation - Normalizing Data Data Preparation - Normalizing Data 00:08:00 Data Preparation - Binarizing Data Data Preparation - Binarizing Data 00:06:00 Feature Selection - Introduction Feature Selection - Introduction 00:07:00 Feature Selection - Uni-variate Part 1 - Chi-Squared Test Feature Selection - Uni-variate Part 1 - Chi-Squared Test 00:09:00 Feature Selection - Uni-variate Part 2 - Chi-Squared Test Feature Selection - Uni-variate Part 2 - Chi-Squared Test 00:10:00 Feature Selection - Recursive Feature Elimination Feature Selection - Recursive Feature Elimination 00:11:00 Feature Selection - Principal Component Analysis (PCA) Feature Selection - Principal Component Analysis (PCA) 00:09:00 Feature Selection - Feature Importance Feature Selection - Feature Importance 00:06:00 Refresher Session - The Mechanism of Re-sampling, Training and Testing Refresher Session - The Mechanism of Re-sampling, Training and Testing 00:12:00 Algorithm Evaluation Techniques - Introduction Algorithm Evaluation Techniques - Introduction 00:07:00 Algorithm Evaluation Techniques - Train and Test Set Algorithm Evaluation Techniques - Train and Test Set 00:11:00 Algorithm Evaluation Techniques - K-Fold Cross Validation Algorithm Evaluation Techniques - K-Fold Cross Validation 00:09:00 Algorithm Evaluation Techniques - Leave One Out Cross Validation Algorithm Evaluation Techniques - Leave One Out Cross Validation 00:05:00 Algorithm Evaluation Techniques - Repeated Random Test-Train Splits Algorithm Evaluation Techniques - Repeated Random Test-Train Splits 00:07:00 Algorithm Evaluation Metrics - Introduction Algorithm Evaluation Metrics - Introduction 00:09:00 Algorithm Evaluation Metrics - Classification Accuracy Algorithm Evaluation Metrics - Classification Accuracy 00:08:00 Algorithm Evaluation Metrics - Log Loss Algorithm Evaluation Metrics - Log Loss 00:03:00 Algorithm Evaluation Metrics - Area Under ROC Curve Algorithm Evaluation Metrics - Area Under ROC Curve 00:06:00 Algorithm Evaluation Metrics - Confusion Matrix Algorithm Evaluation Metrics - Confusion Matrix 00:10:00 Algorithm Evaluation Metrics - Classification Report Algorithm Evaluation Metrics - Classification Report 00:04:00 Algorithm Evaluation Metrics - Mean Absolute Error - Dataset Introduction Algorithm Evaluation Metrics - Mean Absolute Error - Dataset Introduction 00:06:00 Algorithm Evaluation Metrics - Mean Absolute Error Algorithm Evaluation Metrics - Mean Absolute Error 00:07:00 Algorithm Evaluation Metrics - Mean Square Error Algorithm Evaluation Metrics - Mean Square Error 00:03:00 Algorithm Evaluation Metrics - R Squared Algorithm Evaluation Metrics - R Squared 00:04:00 Classification Algorithm Spot Check - Logistic Regression Classification Algorithm Spot Check - Logistic Regression 00:12:00 Classification Algorithm Spot Check - Linear Discriminant Analysis Classification Algorithm Spot Check - Linear Discriminant Analysis 00:04:00 Classification Algorithm Spot Check - K-Nearest Neighbors Classification Algorithm Spot Check - K-Nearest Neighbors 00:05:00 Classification Algorithm Spot Check - Naive Bayes Classification Algorithm Spot Check - Naive Bayes 00:04:00 Classification Algorithm Spot Check - CART Classification Algorithm Spot Check - CART 00:04:00 Classification Algorithm Spot Check - Support Vector Machines Classification Algorithm Spot Check - Support Vector Machines 00:05:00 Regression Algorithm Spot Check - Linear Regression Regression Algorithm Spot Check - Linear Regression 00:08:00 Regression Algorithm Spot Check - Ridge Regression Regression Algorithm Spot Check - Ridge Regression 00:03:00 Regression Algorithm Spot Check - Lasso Linear Regression Regression Algorithm Spot Check - Lasso Linear Regression 00:03:00 Regression Algorithm Spot Check - Elastic Net Regression Regression Algorithm Spot Check - Elastic Net Regression 00:02:00 Regression Algorithm Spot Check - K-Nearest Neighbors Regression Algorithm Spot Check - K-Nearest Neighbors 00:06:00 Regression Algorithm Spot Check - CART Regression Algorithm Spot Check - CART 00:04:00 Regression Algorithm Spot Check - Support Vector Machines (SVM) Regression Algorithm Spot Check - Support Vector Machines (SVM) 00:04:00 Compare Algorithms - Part 1 : Choosing the best Machine Learning Model Compare Algorithms - Part 1 : Choosing the best Machine Learning Model 00:09:00 Compare Algorithms - Part 2 : Choosing the best Machine Learning Model Compare Algorithms - Part 2 : Choosing the best Machine Learning Model 00:05:00 Pipelines : Data Preparation and Data Modelling Pipelines : Data Preparation and Data Modelling 00:11:00 Pipelines : Feature Selection and Data Modelling Pipelines : Feature Selection and Data Modelling 00:10:00 Performance Improvement: Ensembles - Voting Performance Improvement: Ensembles - Voting 00:07:00 Performance Improvement: Ensembles - Bagging Performance Improvement: Ensembles - Bagging 00:08:00 Performance Improvement: Ensembles - Boosting Performance Improvement: Ensembles - Boosting 00:05:00 Performance Improvement: Parameter Tuning using Grid Search Performance Improvement: Parameter Tuning using Grid Search 00:08:00 Performance Improvement: Parameter Tuning using Random Search Performance Improvement: Parameter Tuning using Random Search 00:06:00 Export, Save and Load Machine Learning Models : Pickle Export, Save and Load Machine Learning Models : Pickle 00:10:00 Export, Save and Load Machine Learning Models : Joblib Export, Save and Load Machine Learning Models : Joblib 00:06:00 Finalizing a Model - Introduction and Steps Finalizing a Model - Introduction and Steps 00:07:00 Finalizing a Classification Model - The Pima Indian Diabetes Dataset Finalizing a Classification Model - The Pima Indian Diabetes Dataset 00:07:00 Quick Session: Imbalanced Data Set - Issue Overview and Steps Quick Session: Imbalanced Data Set - Issue Overview and Steps 00:09:00 Iris Dataset : Finalizing Multi-Class Dataset Iris Dataset : Finalizing Multi-Class Dataset 00:09:00 Finalizing a Regression Model - The Boston Housing Price Dataset Finalizing a Regression Model - The Boston Housing Price Dataset 00:08:00 Real-time Predictions: Using the Pima Indian Diabetes Classification Model Real-time Predictions: Using the Pima Indian Diabetes Classification Model 00:07:00 Real-time Predictions: Using Iris Flowers Multi-Class Classification Dataset Real-time Predictions: Using Iris Flowers Multi-Class Classification Dataset 00:03:00 Real-time Predictions: Using the Boston Housing Regression Model Real-time Predictions: Using the Boston Housing Regression Model 00:08:00 Resources Resources - Data Science & Machine Learning with Python 00:00:00
Level 3 AET (PTLLS) | Training qualification course for teaching in the UK | Awarded by Focus Awards | Ofqual Regulated
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