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Becoming a dental hygienist is a rewarding career choice, offering both stability and variety in the healthcare field. As a key part of the dental team, dental hygienists play a crucial role in ensuring that patients maintain good oral health. Our Dental Hygienist Training Course is designed to give you the foundational knowledge needed to excel in this dynamic profession. Delivered entirely online, the course covers essential topics such as dental anatomy, hygiene practices, disease prevention, and patient care, giving you the confidence to succeed in a growing industry. As demand for dental care professionals continues to rise, there’s never been a better time to explore opportunities in this field. Whether you're aiming for a career in private practice or a public health setting, the skills you’ll develop throughout this course will open doors to a variety of roles. With the convenience of remote learning, you can study at your own pace while still gaining a thorough understanding of the responsibilities of a dental hygienist. This course provides everything you need to prepare for the next step in your career, all from the comfort of your home. Learning Outcomes This Dental Hygienist course will guide the learners about Fundamental requirements for good dental hygiene Dental anatomy and its importance to overall health Methods for tackling oral and dental diseases The biological life cycle of teeth in the young and old Key Features of this Dental Hygienist Course CPD Certified Dental Hygienist Course Instant e-certificate Fully online, interactive Dental Hygienist course with audio voiceover Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Free Gifts Life Coaching Course Enrol now in this Dental Hygienist course to excel! Course Curriculum: Dental Hygienist Module 01: Introduction to Dental Hygiene Module 02: Benefits of Personal Dental Care Module 03: Dental Anatomy Module 04: Methods of Oral Care Module 05: Dental and Oral Diseases Module 06: Diet and Dental Health Module 07: Paediatric Dental Care Module 08: Herbal Oral Care Module 09: Dental Check-Up Module 10: Dentures Life Coaching Module 01: Life Coaching: The Purpose and Fundamentals Module 02: Develop Your Self-Awareness Module 03: The Development of Core Beliefs and Managing Fears Module 04: Life Coaching Types and Key Attributes of a Life Coach Module 05: Understanding Emotional Intelligence Module 06: Body Language and Communication Techniques Module 07: A Structure for Client Work and Goal Setting Module 08: Basic Principles for Business Development and Growth Module 09: The Ethical Coach: Protect Yourself and Your Clients Accreditation All of our courses are fully accredited, including this Dental Hygienist Training Course, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in Dental Hygienist . Certification Once you've successfully completed your Dental Hygienist Training Course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). Our Dental Hygienist Training Course certification has no expiry dates, although we do recommend that you renew them every 12 months. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Dental Hygienist Training Course can be taken by anyone who wants to understand more about the topic. With the aid of this Dental Hygienist Training course, you will be able to grasp the fundamental knowledge and ideas. Additionally, this Dental Hygienist Training Course is ideal for: Dental workers looking to improve their skills Students who want to pursue this profession People who want to ensure their own oral health Other professionals looking to make a career change People who sincerely want to learn more about the fundamentals of dental hygiene. Requirements Learners do not require any prior qualifications to enrol on this Dental Hygienist Training Course. You just need to have an interest in Dental Hygienist Training Course. Career path After completing this Dental Hygienist Training Course you will have a variety of careers to choose from. The following job sectors of Dental Hygienist Training Course are: Dental Hygienist - £25K to 40K/year. Dental Assistant - £18K to 30K/year. Dental Nurse - £20K to 30K/year. Dental Technician - £20K to 35K/year. Oral Health Educator - £22K to 35K/year. Certificates Digital certificate Digital certificate - Included Once you've successfully completed your course, you will immediately be sent a FREE digital certificate. Hard copy certificate Hard copy certificate - Included Also, you can have your FREE printed certificate delivered by post (shipping cost £3.99 in the UK). For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10. Our certifications have no expiry dates, although we do recommend that you renew them every 12 months.

Understanding domestic violence and abuse goes far beyond statistics—it calls for clear insight, critical reflection, and meaningful awareness. This course offers a structured approach to exploring the many forms abuse can take, from physical and emotional harm to coercive control and economic manipulation. Designed for learners seeking a deeper understanding of this sensitive subject, the content is thorough yet accessible, making it suitable for both personal interest and professional development. We take a careful, respectful tone throughout, placing emphasis on the realities victims face and how different support systems operate. Whether you're involved in support services, working in education, or simply seeking to learn, this course provides the knowledge needed to recognise warning signs, respond appropriately, and gain confidence in your understanding. With expert-written materials, case reflections, and research-backed insights, this online learning experience addresses the heart of the issue—helping you gain clarity without the clichés. Still not convinced? Take a glimpse of the key benefits you'll get with - Lessons prepared in collaboration with Professionals User-friendly Learner Management System (LMS) Syllabus designed in line with the standards of the UK Education System Updated Study Materials focusing both on Knowledge and Skill based training Guidance to expand in 'a' territory and move forward with Domestic Violence Officer profession Free Assessment to test learners' knowledge and skills Accredited learning and widely recognised certificate from reputed CPD Accreditation Bodies Course Curriculum: Module 01: Introduction to Domestic Violence & Abuse Module 02: The Components of Domestic Violence Module 03: The Impact of Domestic Violence on Victims Module 04: The Impact of Domestic Violence and Abuse on Children Module 05: Assessing the Risks of Domestic Violence and Abuses on Children Module 06: Supporting the Victim and Reporting Incidents Module 07: Record Keeping Course Assessment You will immediately be given access to a specifically crafted MCQ test upon completing the Domestic Violence and Abuse Awareness Diploma - CPD Accredited course. For each test, the pass mark will be set to 60%. Accredited Certificate After successfully completing this Domestic Violence and Abuse Awareness Diploma - CPD Accredited course, you will qualify for the CPD Quality Standards (CPD QS) certified certificate from Training Express. CPD 10 CPD hours / points Accredited by The CPD Quality Standards Who is this course for? The Domestic Violence and Abuse Awareness Diploma - CPD Accredited training is ideal for highly motivated individuals or teams who want to enhance their skills and efficiently skilled employees. Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Learn the essential skills and knowledge you need to excel in your professional life with the help & guidance from our Domestic Violence and Abuse Awareness Diploma - CPD Accredited training.

Drug and Alcohol: Drug and Alcohol Awareness Course Online Unlock the Power of Drug and Alcohol: Drug and Alcohol Awareness Course: Enrol Now! In recent years, there has been an increase in drug, alcohol, and substance misuse in the United Kingdom. Drugs may destroy people's lives, and some of the most commonly used drugs, such as cocaine, cannabis, LSD, and heroin, lead to addiction that users cannot overcome. Managers in any workplace are uniquely placed to detect early signs of drug or alcohol abuse and put structures in place to minimize the damaging health, social, and economic effects of substance misuse in the UK. Learning Objectives After completing this Drug and Alcohol: Drug and Alcohol Awareness Course, the learner will be able to: Understand the fundamentals of substance misuse. Demonstrate a thorough understanding of the different types of illegal drugs. Understand the legal, health, and social implications of drug and alcohol abuse. Understand how organizations and individuals are expected to handle substance misuse issues. Demonstrate an understanding of the statistics on drug and alcohol abuse in the UK. Describe the various types of drug treatment services available in the UK. Plan a drug intervention and understand when someone requires assistance. Main Course: Drug and Alcohol Awareness Training Free Courses included with Drug and Alcohol: Drug and Alcohol Awareness Course: Course 01: Level 2 Award in Suicide Awareness Course 02: Level 5 Mental Health Care - MCA and DOLS Course 03: Diploma in Counselling and Psychology [ Note: Free PDF certificate as soon as completing the Drug and Alcohol: Drug and Alcohol Awareness Course] Drug and Alcohol: Drug and Alcohol Awareness Course Online This Drug and Alcohol: Drug and Alcohol Awareness Course consists of 06 modules. Assessment Method of Drug and Alcohol: Drug and Alcohol Awareness Course After completing Drug and Alcohol: Drug and Alcohol Awareness Course, you will get quizzes to assess your learning. You will do the later modules upon getting 60% marks on the quiz test. Apart from this, you do not need to sit for any other assessments. Certification of Drug and Alcohol: Drug and Alcohol Awareness Course After completing the Drug and Alcohol: Drug and Alcohol Awareness Course, you can instantly download your certificate for FREE. The hard copy of the certification will also be delivered to your doorstep via post, which will cost £13.99. Who is this course for? Drug and Alcohol: Drug and Alcohol Awareness Course Online This Drug and Alcohol: Drug and Alcohol Awareness Course is ideal for those working in high-risk industries like hospitality and construction and anyone who manages or works with vulnerable people like adolescents. Requirements Drug and Alcohol: Drug and Alcohol Awareness Course Online To enrol in this Drug and Alcohol: Drug and Alcohol Awareness Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Drug and Alcohol: Drug and Alcohol Awareness Course. Be energetic and self-motivated to complete our Drug and Alcohol: Drug and Alcohol Awareness Course. Basic computer Skill is required to complete our Drug and Alcohol: Drug and Alcohol Awareness Course. If you want to enrol in our Drug and Alcohol: Drug and Alcohol Awareness Course, you must be at least 15 years old. Career path Drug and Alcohol: Drug and Alcohol Awareness Course Online

Drug and Alcohol Awareness: Drug and Alcohol Awareness Online Introducing Drug and Alcohol Awareness: Drug and Alcohol Awareness Course "Empowering the Next Generation" Online course! In recent years, there has been an increase in drug, alcohol, and substance misuse in the United Kingdom. Drugs may destroy people's lives, and some of the most commonly used drugs, such as cocaine, cannabis, LSD, and heroin, lead to addiction that users cannot overcome. Managers in any workplace are uniquely placed to detect early signs of drug or alcohol abuse and put structures in place to minimise the damaging health, social, and economic effects of substance misuse in the UK. Learning Objectives After completing this Drug and Alcohol Awareness: Drug and Alcohol Awareness course, the learner will be able to: Understand the fundamentals of substance misuse. Demonstrate a thorough understanding of the different types of illegal drugs. Understand the legal, health, and social implications of drug and alcohol abuse. Understand how organisations and individuals are expected to handle substance misuse issues. Demonstrate an understanding of the statistics on drug and alcohol abuse in the UK. Describe the various types of drug treatment services available in the UK. Plan a drug intervention and understand when someone requires assistance. Main Course: Drug and Alcohol Awareness Training Free Courses included with Drug and Alcohol Awareness: Drug and Alcohol Awareness Course: Course 01: Domestic Violence and Abuse Awareness Diploma Course 02: Level 2 Award in Suicide Awareness Course 03: Level 5 Mental Health Care - MCA and DOLS [ Note: Free PDF certificate as soon as completing Drug and Alcohol Awareness: Drug and Alcohol Awareness Course] Drug and Alcohol Awareness: Drug and Alcohol Awareness Online This Alcohol Awareness: Alcohol Awareness Course consists of 06 modules. Course Curriculum of Drug and Alcohol Awareness: Drug and Alcohol Awareness Module 01: Introduction Module 02: Historical Overview Module 03: Nature of Addiction Module 04: Policy Initiatives and Strategy in Alcohol and Drug Use Module 05: Understanding Alcohol Abuse Module 06: Drug Addiction & Abuse Assessment Method of Drug and Alcohol Awareness: Drug and Alcohol Awareness After completing Drug and Alcohol Awareness: Drug and Alcohol Awareness Course, you will get quizzes to assess your learning. You will do the later modules upon getting 60% marks on the quiz test. Apart from this, you do not need to sit for any other assessments. Certification of Drug and Alcohol Awareness: Drug and Alcohol Awareness After completing the Drug and Alcohol Awareness: Drug and Alcohol Awareness course, you can instantly download your certificate for FREE. The hard copy of the certification will also be delivered to your doorstep via post, which will cost £13.99. Who is this course for? Drug and Alcohol Awareness: Drug and Alcohol Awareness Online This Drug and Alcohol Awareness: Drug and Alcohol Awareness course is ideal for those working in high-risk industries like hospitality and construction and anyone who manages or works with vulnerable people like adolescents. Requirements Drug and Alcohol Awareness: Drug and Alcohol Awareness Online To enrol in this Drug and Alcohol Awareness: Drug and Alcohol Awareness Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Drug and Alcohol Awareness Course. Be energetic and self-motivated to complete our Drug and Alcohol Awareness Course. Basic computer Skill is required to complete our Drug and Alcohol Awareness: Drug and Alcohol Awareness Course. If you want to enrol in our Drug and Alcohol Awareness: Drug and Alcohol Awareness Course, you must be at least 15 years old. Career path Drug and Alcohol Awareness: Drug and Alcohol Awareness Online

Mastering Psychology Diploma Course Online Psychology is an extremely versatile discipline because it attempts to understand, explain, and predict many aspects of human behaviour, making it applicable to a wide range of sectors, which includes business and social work, as well as traditional roles within psychology. This Mastering Psychology - Diploma course is designed for those interested in a specialist area of psychology or who prefer to take a more general path. Why choose this Mastering Psychology - Diploma course from the School of Health Care? Self-paced course, access available from anywhere in the world. High-quality study materials that are easy to understand. Course developed by industry experts. After each module, there will be an MCQ quiz to assess your learning. Assessment results are generated automatically and instantly. 24/7 support is available via live chat, phone call, or email. Free PDF certificate after completing the course. This Mastering Psychology course aims to help you understand and evaluate classic and contemporary psychology. The Mastering Psychology - Diplomacourse provides in-depth knowledge and understanding of consciousness, developmental psychology, social psychology, perception, and behaviour. Main Course: Mastering Psychology - Diploma Free Courses included with Mastering Psychology Diploma Course Course 01: Psychological Wellbeing Practitioner Course 02: Diploma in Counselling and Psychology Course 03: Clinical Psychology Diploma [ Note: Free PDF certificate as soon as completing the Mastering Psychology Diploma course] Mastering Psychology - Diploma Online Course Curriculum of Mastering Psychology - Diploma Course Module 01: Concepts of Psychology Module 02: Biological Behaviour of Psychology Module 03: Sensation and Perception Module 04: Consciousness Module 05: Learning Module 06: Introduction to Intelligence Module 07: Memory Module 08: Emotions Module 09: Motivation Module 10: Developmental Psychology Module 11: Behaviours (Personality) Module 12: Social Psychology Module 13: Persuasion Module 14: Psychological Disorders Module 15: Psychological Therapy Module 16: Intro to Statistics, Tests and Measmenture Assessment Method of Mastering Psychology - Diploma Course After completing Mastering Psychology Course, you will get quizzes to assess your learning. You will do the later modules upon getting 60% marks on the quiz test. Apart from this, you do not need to sit for any other assessments. Certification of Mastering Psychology - Diploma Course After completing the Mastering Psychology course, you can instantly download your certificate for FREE. The hard copy of the certification will also be delivered to your doorstep via post, which will cost £13.99. Who is this course for? Mastering Psychology Diploma Course Online This Mastering Psychology - Diploma course is ideal for those interested in studying people and their behaviour and who want to learn more about how the human mind works. It is also suitable for those who want to learn the main elements of psychology. Requirements Mastering Psychology Diploma Course Online To enrol in this Mastering Psychology - Diploma Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Mastering Psychology - Diploma Course. Be energetic and self-motivated to complete our Mastering Psychology - Diploma Course. Basic computer Skill is required to complete our Mastering Psychology - Diploma Course. If you want to enrol in our Mastering Psychology - Diploma Course, you must be at least 15 years old. Career path Mastering Psychology Diploma Course Online There are several roles in Mastering Psychology - Diploma Course and many different ways to climb the ladder to the top, and a few of these career opportunities are listed below: Psychologist Clinical Psychologist Counsellor Child Psychologist Health Psychologist Occupational Psychologist

Fun fact about Actuarial Science: Actuaries are often referred to as "financial doctors" because they specialise in assessing and managing financial risks, much like medical doctors diagnose and treat health risks.Actuarial Science is where logic meets numbers with purpose. This course offers a solid grounding in the mathematical and statistical methods used to evaluate risk and uncertainty—essentials in industries like insurance, pensions, finance and beyond. It's designed for those who enjoy structured thinking, precision, and the challenge of making sense of the unknown using data. You’ll explore the principles that guide informed decision-making in uncertain environments, all through the lens of actuarial methods. Whether you're curious about future career directions or simply love the clarity of numbers, this course introduces you to the mindset and models behind the actuarial profession. With theory-led insight and a strong focus on probability, statistics, and financial mathematics, you'll discover how actuaries contribute to long-term planning and forecasting. It's smart, logical, and neatly structured—just like the subject itself. Key Features CPD Accredited FREE PDF + Hardcopy certificate Fully online, interactive course Self-paced learning and laptop, tablet and smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Course Curriculum Module 01 : Introduction to Actuary Module 02 : Actuaries and Their Environment Module 03 : The Valuation of Cash Flows Module 04 : The Basic Deterministic Model Module 05 : The Life Table Module 06 : Life Annuities Module 07 : Life Insurance Module 08 : The Stochastic Life Contingencies Model Module 09 : The Stochastic Approach to Insurance and Annuities Module 10 : Taxation and Inflation Module 11 : Probabilistic Models, Uncertain Payment and Profit Testing Module 12 : Individual Risk Models Module 13 : Principles of Premium Calculation Module 14 : Multiple Decrement Theory Learning Outcomes: Analyse and predict financial risks with confidence. Master the valuation of cash flows and basic deterministic models. Understand the intricate world of life tables and annuities. Explore the complexities of life insurance and stochastic life contingencies. Navigate tax and inflation issues in the financial realm. Gain proficiency in probabilistic models and principles of premium calculation. Accreditation This course is CPD Quality Standards (CPD QS) accredited, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in your chosen field. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Aspiring actuaries Financial analysts Risk management enthusiasts Insurance professionals Finance and economics students Anyone interested in mastering financial uncertainties Career path Actuary Financial Analyst Risk Manager Insurance Underwriter Pension Consultant Investment Analyst Certificates Digital certificate Digital certificate - Included Once you've successfully completed your course, you will immediately be sent a FREE digital certificate. Hard copy certificate Hard copy certificate - Included Also, you can have your FREE printed certificate delivered by post (shipping cost £3.99 in the UK). For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10. Our certifications have no expiry dates, although we do recommend that you renew them every 12 months.

Understanding and interpreting sign language is more than a skill — it’s a meaningful bridge to inclusive communication. This course offers a clear and engaging introduction to British Sign Language (BSL), exploring its structure, expressions, and core techniques for interpreting in various everyday contexts. Whether you're learning out of personal interest or looking to support others with improved communication, this course walks you through the essentials with a focus on clarity, confidence, and cultural respect. Delivered entirely online, the modules are designed with simplicity and pace in mind. No previous knowledge is required — just a keen eye, an open mind, and a willingness to learn something truly valuable. From fingerspelling to conversational flow, learners will gain insight into how sign language functions in modern settings. It's a great opportunity to connect, understand, and communicate beyond spoken words — all from the comfort of your own space. Enrol today and unleash your potential in a field brimming with meaning and impact. HGV Training, Interpreter, Language, BSL, ASL, French, Spanish, Communication, Interpreting, Linguistic, Sign Language, Non-Verbal, Diversity, Cultural Bridge. Key Features: CPD Certified Instant e-certificate and hard copy dispatch by next working day Fully online, interactive course with audio voiceover Developed by qualified professionals in the field Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Course Curriculum: Course 01: British Sign Language (BSL) for Beginner Course 02: American Sign Language Online Course Course 03: French Language Course Course 04: Spanish Language Masterclass Learning Outcomes: Master BLS for effective communication. Acquire proficiency in ASL through comprehensive online modules. Expand linguistic horizons with French language fluency. Excel in Spanish language mastery for diverse interaction. Develop interpretive skills to bridge language barriers seamlessly. Cultivate cultural sensitivity through language immersion experiences. Accreditation All of our courses, including this Course are fully accredited, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in your chosen field. Certification Once you've successfully completed your Course, you will immediately be sent your digital certificates. Also, you can have your printed certificate delivered by post (shipping cost £3.99). Our certifications have no expiry dates, although we recommend renewing them every 12 months. Assessment At the end of the courses, there will be an online assessment, which you will need to pass to complete the course. Answers are marked instantly and automatically, allowing you to know straight away whether you have passed. If you haven't, there's no limit on the number of times you can take the final exam. All this is included in the one-time fee you paid for the course itself. CPD 50 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Individuals seeking to enhance communication skills. Enthusiasts eager to delve into sign language. Professionals aiming to broaden linguistic proficiency. Aspiring interpreters interested in diverse cultural exchanges. Requirements Learners do not require any prior knowledge or qualifications to enrol in this course. Career path Sign Language Interpreter - £20K to 40K/year. Language Teacher - £25K to 35K/year. Translator - £20K to 40K/year. Bilingual Customer Service Representative - £18K to 30K/year. Language Tutor - £15K to 30K/year. Certificates Digital certificate Digital certificate - Included Once you've successfully completed your course, you will immediately be sent a FREE digital certificate. Hard copy certificate Hard copy certificate - Included Also, you can have your FREE printed certificate delivered by post (shipping cost £3.99 in the UK). For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10. Our certifications have no expiry dates, although we do recommend that you renew them every 12 months.

The 'Complete Python Machine Learning & Data Science Fundamentals' course covers the foundational concepts of machine learning, data science, and Python programming. It includes hands-on exercises, data visualization, algorithm evaluation techniques, feature selection, and performance improvement using ensembles and parameter tuning. Learning Outcomes: Understand the fundamental concepts and types of machine learning, data science, and Python programming. Learn to prepare the system and environment for data analysis and machine learning tasks. Master the basics of Python, NumPy, Matplotlib, and Pandas for data manipulation and visualization. Gain insights into dataset summary statistics, data visualization techniques, and data preprocessing. Explore feature selection methods and evaluation metrics for classification and regression algorithms. Compare and select the best machine learning model using pipelines and ensembles. Learn to export, save, load machine learning models, and finalize the chosen models for real-time predictions. Why buy this Complete Python Machine Learning & Data Science Fundamentals? Unlimited access to the course for forever Digital Certificate, Transcript, student ID all included in the price Absolutely no hidden fees Directly receive CPD accredited qualifications after course completion Receive one to one assistance on every weekday from professionals Immediately receive the PDF certificate after passing Receive the original copies of your certificate and transcript on the next working day Easily learn the skills and knowledge from the comfort of your home Certification After studying the course materials of the Complete Python Machine Learning & Data Science Fundamentals there will be a written assignment test which you can take either during or at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this course for? This Complete Python Machine Learning & Data Science Fundamentals course is ideal for Students Recent graduates Job Seekers Anyone interested in this topic People already working in the relevant fields and want to polish their knowledge and skill. Prerequisites This Complete Python Machine Learning & Data Science Fundamentals does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Complete Python Machine Learning & Data Science Fundamentals was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Career path As this course comes with multiple courses included as bonus, you will be able to pursue multiple occupations. This Complete Python Machine Learning & Data Science Fundamentals is a great way for you to gain multiple skills from the comfort of your home. 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 00:08:00 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 Understanding the CSV data file 00:09:00 Load and Read CSV data file using NumPy Load and Read CSV data file using Python Standard Library 00:09:00 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 00:07:00 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 - Python Machine Learning & Data Science Fundamentals 00:00:00

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