209 Courses

Body Massage Online Learn everything you need to know about becoming a professional body massage therapist with our exclusive Body Massage Course. This course fully prepares you for any massage therapy job by providing step-by-step instructions on each and every sequence of full body massage. This Body Massage course will teach you how to recognize your clients' needs and treat them appropriately, as well as how to adapt multiple massage techniques. You'll learn about various massage strokes and how to perform therapeutic massage on various parts of the body, such as the face, neck, back, leg, and so on. Why Choose Body Massage Course from Us Self-paced course, access available from anywhere. Easy to understand, high-quality study materials. Course developed by industry experts. MCQ quiz after each module to assess your learning. Automated and instant assessment results. 24/7 support via live chat, phone call or email. Free PDF certificate as soon as completing the course. Benefits of Body Massage Course Main Course: Body Massage Gift Courses Course 01: Indian Head Massage Course 02: Massage Therapy Others Benefits of this Course Free 3 PDF Certificate Lifetime Access Unlimited Retake Exam Tutor Support [ Note: Free PDF certificate as soon as completing the Body Massage Course] Detailed Course Curriculum Body Massage Module 01: Health, safety and hygiene Module 02: Professional conduct, ethics and preparation Module 03: Classification of massage and the effleurage group Module 04: The petrissage group Module 05: The percussion and vibration groups Module 06: Massage routines Module 07: Adapting massage for specific conditions Module 08: Additional techniques Module 09: Mechanical massage Module 10: Introduction to sports massage Assessment Method of Body Massage After completing each module of the Body Massage Therapy 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. Certification of Body Massage After completing the MCQ/Assignment assessment for this Body Massage course, you will be entitled to a Certificate of Completion from Training Tale. 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 Body Massage Therapy course is ideal for anyone who wants to start a new career in Massage Therapy and gain relevant skills Requirements There are no specific requirements for Body Massage course because it does not require any advanced knowledge or skills. Career path The Knowledge and skills you will gain through Body Massage course may lead you to a variety of career opportunities. Certificates Certificate of completion Digital certificate - Included

Massage Therapy Learn everything you need to know about becoming a professional body massage therapist with our exclusive Body Massage Therapy Course. This course fully prepares you for any massage therapy job by providing step-by-step instructions on each and every sequence of full body massage. This Body Massage Therapy course will teach you how to recognize your clients' needs and treat them appropriately, as well as how to adapt multiple massage techniques. You'll learn about various massage strokes and how to perform therapeutic massage on various parts of the body, such as the face, neck, back, leg, and so on. Through this comprehensive Body Massage Therapy course, you will gain the required knowledge and skills to work as a freelance massage therapist, start a massage business, or work for a company that offers massage services to customers. Whatever path you take, it may lead to a financially rewarding career while also helping others in living stress-free and healthy lives. Benefits of Body Massage Therapy Course Main Course: Body Massage Therapy Gift Courses Course 01: Indian Head Massage Course 02: Massage Therapy [ Note: Free PDF certificate as soon as completing the Body Massage Therapy Course] Detailed Course Curriculum Body Massage Therapy Module 1: Health, safety and hygiene Module 2: Professional conduct, ethics and preparation Module 3: Classification of massage and the effleurage group Module 4: The petrissage group Module 5: The percussion and vibration groups Module 6: Massage routines Module 7: Adapting massage for specific conditions Module 8: Additional techniques Module 9: Mechanical massage Module 10: Introduction to sports massage Assessment Method After completing each module of the Body Massage Therapy 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. Certification After completing the MCQ/Assignment assessment for this course, you will be entitled to a Certificate of Completion from Training Tale. The certificate is in PDF format, which is completely free to download. Who is this course for? Massage: Massage Therapy This Body Massage Therapy course is ideal for anyone who wants to start a new career in Massage Therapy and gain relevant skills. This Body Massage Therapy course is also suitable for anyone interested in gaining in-demand massage therapy skills to help launch a career as a massage therapy personnel or improve their business aptitude. Requirements Massage: Massage Therapy There are no specific requirements for Body Massage Therapy course because it does not require any advanced knowledge or skills. Career path Massage: Massage Therapy The Knowledge and skills you will gain through Body Massage Therapy course may lead you to a variety of career opportunities, Such as: Sports Massage Therapist Professional Massage Therapist Spa Therapist Massage clinics Health and wellness centers Certificates Certificate of completion Digital certificate - Included

This course is designed to transform your passion for makeup into a lucrative and rewarding career. You'll learn the art of creating stunning bridal looks, from natural elegance to glamorous transformations. With expert tutors, we'll cover everything from skin preparation and colour theory to contouring techniques and flawless application. This Course At A Glance Eligible to apply for the insurance Accredited by International Practitioners of Holistic Medicine (IPHM) Accredited by CPD UK Endorsed by Quality Licence Scheme Know how to perform bridal consultations Learn how to prepare and prime skin according to the skin types Know how to apply different eye shadows Master the art of curling lashes and applying false lashes Know how to apply foundation, highlighter and contour Know how to colour correct dark pigmentations Learn how to apply bronzer and cream blush correctly Know how to create the perfect 3D glow effect with a cream highlighter Know how to create the most flawless and natural-looking eyebrows Know how to apply the perfect juicy red, pink and purple ombre lips Master various eye-makeup techniques like smoky eyes and cut creases Learn face makeup application with different products Know how to apply various types of eyeliner Professional Bridal Makeup Training Course Overview This Bridal Makeup Course is ideal for aspiring bridal makeup artists or makeup artists looking to enhance their skills and knowledge about bridal makeup. This course covers the expert techniques and tools to create the most beautiful bridal look, as well as the process of skin prep before makeup. This course will provide you with extensive knowledge to do bridal consultations, prepare and prime the skin flawlessly, and colour-correct dark pigmentations. You learn how to apply foundation, highlight, contour, and apply bronzer correctly. Additionally, you'll learn how to apply cream blush flawlessly and do various eye makeup techniques like smoky eyes and cut creases. Finally, you will learn how to complete the face makeup application and master the art of ombre lips and eyeliner application. Upon successful completion of this Bridal Makeup Course, you will be able to prepare your skin, apply eye makeup techniques, and know how to achieve the ideal bridal look. Entry Requirements  There are no academic entry requirements for this Bridal Makeup Course, and it is open to students of all academic backgrounds. However, you are required to have a laptop/desktop/tablet or smartphone and a good internet connection. Assessment Method  This Bridal Makeup Course assesses learners through multiple-choice questions (MCQs). Upon successful completion of the modules, learners must answer MCQs to complete the assessment procedure. Through the MCQs, it is measured how much a learner could grasp from each section. In the assessment pass mark is 60%. Course Curriculum Bride Consultation Intro: Welcome to the Indian Bridal Makeup Masterclass. Bride Consultation: Trial Makeup Appointment & Other Preparations Classic Indian Bridal Look For Rec Saree/Lehenga: Golden Sunset Eyes Intro & Mixing Foundations Preparing & Priming a Combinational Skintype Applying Golden, Copper, Brown Eyeshadow Shades Applying Eyeliner On Eyes With Slightly Hoodedness How to Curl Flat Lashes and Apply False Lashes Applying a Smoked Out Look on the Lower Lashline & Completing the Eyemakeup Look Color Correcting Dark Pigmentations Applying Foundation, Highlight & Contour a Medium to Tan Complexions Apply Bronzer Correctly Applying Cream Blush for More Glow Creating the Perfect 3D Glow Effect with Cream Highlighter Creating Flawless Natural Looking Eyebrows Applying The Perfect Red Ombre Lips Fixing the Makeup + Results & Bridal Photos Black/Bordeaux Smokey Eyeliner & Half Cut-Crease Golden Eye Makeup Technique Skin: Prepare & Prime the Skin With Different Product Create a Black/Bordeaux Themed Eyeliner Master the Half Cut-Crease Technique Face Makeup Application with Different Products Create Juicy Cherry Red to Burgundy Ombre Lips Perfect Reception Glam: Pink & Bordeaux Themed Cut -Crease Priming the Skin with Different Products Master the Cut-Crease Application Apply Eyeliner & Complete Cut-Crease Look Complete the Face Makeup Application Pink to Purple Ombre Lips & Final Results Recognised Accreditation CPD Certification Service This course is accredited by continuing professional development (CPD). CPD UK is globally recognised by employers, professional organisations, and academic institutions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. CPD certificates are accepted by thousands of professional bodies and government regulators here in the UK and around the world. Many organisations look for employees with CPD requirements, which means, that by doing this course, you would be a potential candidate in your respective field. Quality Licence Scheme Endorsed The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. It will give you a competitive advantage in your career, making you stand out from all other applicants and employees.     Certificate of Achievement Endorsed Certificate from Quality Licence Scheme After successfully passing the MCQ exam you will be eligible to order the Endorsed Certificate by Quality Licence Scheme. The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. It will give you a competitive advantage in your career, making you stand out from all other applicants and employees. There is a Quality Licence Scheme endorsement fee to obtain an endorsed certificate which is £65. Certificate of Achievement from Lead Academy After successfully passing the MCQ exam you will be eligible to order your certificate of achievement as proof of your new skill. The certificate of achievement is an official credential that confirms that you successfully finished a course with Lead Academy. Certificate can be obtained in PDF version at a cost of £12, and there is an additional fee to obtain a printed copy certificate which is £35. FAQs Is CPD a recognised qualification in the UK? CPD is globally recognised by employers, professional organisations and academic intuitions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. CPD-certified certificates are accepted by thousands of professional bodies and government regulators here in the UK and around the world. Are QLS courses recognised? Although QLS courses are not subject to Ofqual regulation, they must adhere to an extremely high level that is set and regulated independently across the globe. A course that has been approved by the Quality Licence Scheme simply indicates that it has been examined and evaluated in terms of quality and fulfils the predetermined quality standards. When will I receive my certificate? For CPD accredited PDF certificate it will take 24 hours, however for the hardcopy CPD certificate takes 5-7 business days and for the Quality License Scheme certificate it will take 7-9 business days. Can I pay by invoice? Yes, you can pay via Invoice or Purchase Order, please contact us at info@lead-academy.org for invoice payment. Can I pay via instalment? Yes, you can pay via instalments at checkout. How to take online classes from home? Our platform provides easy and comfortable access for all learners; all you need is a stable internet connection and a device such as a laptop, desktop PC, tablet, or mobile phone. The learning site is accessible 24/7, allowing you to take the course at your own pace while relaxing in the privacy of your home or workplace. Does age matter in online learning? No, there is no age limit for online learning. Online learning is accessible to people of all ages and requires no age-specific criteria to pursue a course of interest. As opposed to degrees pursued at university, online courses are designed to break the barriers of age limitation that aim to limit the learner's ability to learn new things, diversify their skills, and expand their horizons. When I will get the login details for my course? After successfully purchasing the course, you will receive an email within 24 hours with the login details of your course. Kindly check your inbox, junk or spam folder, or you can contact our client success team via info@lead-academy.org

Health & Social Care Special Bundle Online Training Package Details: Number of Courses: 40 PDF: 40 Introducing the Health & Social Care : Health & Social Care Special Bundle Course: Unlock Your Full Potential! Are you ready to take your skills to the next level and unleash your true potential? Look no further! We are thrilled to present the Health & Social Care : Health & Social Care Special Bundle Course, a comprehensive program designed to equip you with the knowledge and expertise needed to excel in today's competitive landscape. What makes the Health & Social Care : Health & Social Care Special Bundle Course truly exceptional is its unique combination of engaging storytelling and practical training modules. We understand that traditional learning methods can be tedious and uninspiring, which is why we've crafted a captivating narrative-driven approach that will keep you hooked from start to finish. Don't miss this incredible opportunity to transform your career and unleash your full potential. Enroll in the Health & Social Care : Health & Social Care Special Bundle Course today and embark on a journey that will empower you to achieve greatness. Sign up now and get ready to embark on the most exciting and transformative learning experience of your life! Unlock your true potential with the Health & Social Care : Health & Social Care Special Bundle Course. Why Choose this Health & Social Care Special Bundle Course from Us Self-paced course, access available from anywhere. Easy to understand, high-quality study materials of Speech Therapy. Health & Social Care Special Bundle Course developed by industry experts. MCQ quiz after each module to assess your learning. Automated and instant assessment results. 24/7 support via live chat, phone call or email. Free PDF certificate as soon as completing the Health & Social Care Special Bundle course. Others Included with this Health & Social Care Special Bundle course Free 40 PDF Certificate Access to Content - Lifetime Exam Fee - Totally Free Free Retake Exam [ Note: Free 40 PDF certificate as soon as completing the Health & Social Care : Health & Social Care Special Bundle course] Health & Social Care Special Bundle Online Training [Courses] > Health & Social Care Courses Course01: Level 6 Diploma in Health and Social Care Management Course02: Safeguarding Vulnerable Adults Training Course03: Level 2 Youth Work Certificate Course04: Level 3 Award in Health and Social Care Course05: Diploma in Health and Wellbeing Course06: Equality and Diversity Course07: Level 5 Mental Health First Aid Certification Course08: Level 3 Diploma in Healthcare Support Course09: Healthcare Management Training Course10: Care Certificate (Standard 1 to 15) > Child Care Courses Course01: Dyslexia Course02: ADHD Awareness Course Course03: Nursery Nurse Course04: Childcare and Nutrition Course05: Advanced Diploma in Child Care > Health & Fitness Course01: Sports Coaching Course02: Level 5 Diploma in Nutrition Course03: Sports First Aid Course04: Diploma in Sports Nutrition Course05: Level 1 Diet and Nutrition > Health & Safety Course01: Workplace First Aid Training Course02: Sports First Aid Course03: Paediatric First Aid Course04: Martial Art First Aid Course05: Fire Safety Level 2 > Beauty Course01: Indian Head Massage Training Course Course02: Beauty Skincare Course03: Brow Lamination Course04: Level 2 Award In Provide Threading (QCF) Course05: Nail Technician (Manicure, Pedicure, Nail Art) > Teachers' Training Course01: Diploma in Special Education Needs (SEN) Course02: EYFS Teaching Diploma Course03: Primary Teaching Diploma Course04: Teaching Assistant Course05: Early Years Level 4 > Personal Development Course01: Level 2 Certificate in Employability Skills Course02: Self Esteem & Assertiveness Skill Course Course03: Level 5 Personal Development Course04: Train the Trainer Course Course05: School Administrator Training Assessment Method of Health & Social Care Special Bundle After you have finished this Health & Social Care : Health & Social Care Special Bundle Courses, you will need to take an electronic multiple-choice exam or Assignment to see if you have grasped everything. To pass the exam and be eligible for the pending certificates, you must achieve at least 60%. As soon as you pass the examination, you will be qualified to request your certification. Certification of Health & Social Care Special Bundle After completing the MCQ/Assignment assessment for this Health & Social Care : Health & Social Care Special Bundle courses, 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? Health & Social Care Special Bundle Online Training This Health & Social Care : Health & Social Care Special Bundle courses is ideal for - Job Seekers Teachers Fresh Graduates Teaching Assistants Child Minders Psychologists Parents Requirements Health & Social Care Special Bundle Online Training Students who intend to enrol in this Health & Social Care : Health & Social Care Special Bundle courses 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 Health & Social Care Special Bundle

24 Hour Flash Deal **25-in-1 Beauty Therapy & Massage Mega Bundle** Beauty Therapy & Massage Enrolment Gifts **FREE PDF Certificate**FREE PDF Transcript ** FREE Exam** FREE Student ID ** Lifetime Access **FREE Enrolment Letter ** Take the initial steps toward a successful long-term career by studying the Beauty Therapy & Massage package online with Studyhub through our online learning platform. The Beauty Therapy & Massage bundle can help you improve your CV, wow potential employers, and differentiate yourself from the mass. This Beauty Therapy & Massage course provides complete 360-degree training on Beauty Therapy & Massage. You'll get not one, not two, not three, but twenty-five Beauty Therapy & Massage courses included in this course. Plus Studyhub's signature Forever Access is given as always, meaning these Beauty Therapy & Massage courses are yours for as long as you want them once you enrol in this course This Beauty Therapy & Massage Bundle consists the following career oriented courses: Course 01: Beauty Therapy Certification Course 02: Beauty Therapy and Professional Makeup Artist Training Course 03: Lomi Lomi Massage Online Training Course Course 04: Professional Lash Lifting, Lash Tinting and Safety Training Course 05: Beauty Salon Management Course 06: Cosmetology Course Course 07: Make-Up Artistry and Barbering Skill Development Course 08: Make-Up Artistry: Mastering the Art of Makeup Application Course 09: Makeup Artist and Artistry Skin Nutrition Training Course 10: Diploma in Skin Care and Treatment Course 11: ANTI-AGEING & BLEMISH Care Mastery Course 12: Skincare and Disease Awareness: Promoting Skin Health Course 13: Acne Treatments and Beauty Care Course 14: Creating Organic Cosmetics: Formulation and Production Course 15: Soap Making and Aromatherapy Course 16: Nail Technician Course 17: Gel Manicure and Nail Technician Diploma Course 18: Acrylic Nailing Course 19: Waxing and Hair Removal Course 20: Bridal Makeup Certification Online Course 21: Makeup Artistry Course 22: Indian Bridal Makeup Course 23: Bridal Hair Styling Course 24: Makeup Artist Course 25: Face Painting Artistry In this exclusive Beauty Therapy & Massage bundle, you really hit the jackpot. Here's what you get: Step by step Beauty Therapy & Massage lessons One to one assistance from Beauty Therapy & Massage professionals if you need it Innovative exams to test your knowledge after the Beauty Therapy & Massage course 24/7 customer support should you encounter any hiccups Top-class learning portal Unlimited lifetime access to all twenty-five Beauty Therapy & Massage courses Digital Certificate, Transcript and student ID are all included in the price PDF certificate immediately after passing Original copies of your Beauty Therapy & Massage certificate and transcript on the next working day Easily learn the Beauty Therapy & Massage skills and knowledge you want from the comfort of your home The Beauty Therapy & Massage course has been prepared by focusing largely on Beauty Therapy & Massage career readiness. It has been designed by our beauty therapy and massage specialists in a manner that you will be likely to find yourself head and shoulders above the others. For better learning, one to one assistance will also be provided if it's required by any learners. The Beauty Therapy & Massage Bundle is one of the most prestigious training offered at StudyHub and is highly valued by employers for good reason. This Beauty Therapy & Massage bundle course has been created with twenty-five premium courses to provide our learners with the best learning experience possible to increase their understanding of their chosen field. This Beauty Therapy & Massage Course, like every one of Study Hub's courses, is meticulously developed and well researched. Every one of the topics is divided into Beauty Therapy and Massage Elementary modules, allowing our students to grasp each lesson quickly. The Beauty Therapy & Massage course is self-paced and can be taken from the comfort of your home, office, or on the go! With our Student ID card you will get discounts on things like music, food, travel and clothes etc. CPD 250 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Beauty Therapy & Massage training is suitable for - Students Recent graduates Job Seekers Individuals who are already employed in the relevant sectors and wish to enhance their knowledge and expertise in Beauty Therapy & Massage This course is suitable for anyone interested to further progress there career in: Beauty Certificate Associated Beauty Therapists Habia hair and beauty industry authority Level 3 Diploma in Beauty Therapy Level 2 NVQ Diploma in Beauty Therapy General (RQF) Level 3 NVQ Diploma in Beauty Therapy General (RQF) Certificate in Tuina Massage Deep Scalp Massage G5 Massage Please Note: Studyhub is a Compliance Central approved resale partner for Quality Licence Scheme Endorsed courses. Requirements To participate in this Beauty Therapy & Massage course, all you need is - A smart device A secure internet connection And a keen interest in Beauty Therapy & Massage Career path You will be able to kickstart your Beauty Therapy & Massage career because this course includes various courses as a bonus. This Beauty Therapy & Massage is an excellent opportunity for you to learn multiple skills from the convenience of your own home and explore Beauty Therapy & Massage career opportunities. Certificates CPD Accredited Certificate Digital certificate - Included CPD Accredited e-Certificate - Free CPD Accredited Hardcopy Certificate - Free Enrolment Letter - Free Student ID Card - Free

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

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