20117 Materials courses delivered Online

Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social CareCourse Modern medicines are powerful substances that benefit millions of people across the world. Inappropriate use or handling of these drugs, on the other hand, can have serious, even fatal, consequences. Anyone who works with medications must have up-to-date knowledge of the safe handling of medicines. This Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social Care course is an excellent introduction to the various types of medicines and how to properly record, store, and handle them. Learning Objectives After completing this Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social Care course, the learner will be able to: Gain a general understanding of different types of medication and their use. Gain in-depth knowledge of the procedures for obtaining, storing, administering and disposing of medication. Understand the legislation and the audit process related to medication and issues of responsibility and accountability. Understand the record-keeping process for medication. Why choose this Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social Care 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. Safe Handling of Medication in Health & Social Care 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 Safe Handling of Medication in Health & Social Care Course. Main Course: Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social Care Gift Courses Included with Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social Care Course 01: Healthcare Management Training Course 02: Level 2 Certificate in Preparing to Work in Adult Social Care Course 03: Diploma in Mastering Psychology [ Note: Free PDF certificate as soon as completing the Safe Handling of Medication in Health & Social Care Course] Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social Care Course Course Curriculum of Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social Care Course Module 01: Understand Medication and Prescriptions Module 02: Supply, Storage and Disposal of Medication Module 03: Understand the Requirements for the Safe Administration of Medication Module 04: Record Keeping and Audit Processes for Medication Certification of Safe Handling of Medication in Health & Social Care Course After completing the Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social Care 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. Assessment Method of Safe Handling of Medication in Health & Social Care Course After completing Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social Care 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. Who is this course for? Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social Care Course This Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social Care qualification is ideal for students who want to improve their knowledge of the safe handling of medicines. They might be learners who want to access this training in order to advance to higher-level qualifications or learners who want to study this programme to complement other studies. Requirements Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social Care Course To enrol in this Safe Handling of Medication in Health & Social Care Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Course. Be energetic and self-motivated to complete our Safe Handling of Medication in Health Social Care Course. Basic computer Skill is required to complete our Safe Handling of Medication in Health & Social Care Course. If you want to enrol in our Safe Handling of Medication in Health & Social Care Course you must be at least 15 years old. Career path Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social Care Course This Level 2 Certificate in Understanding the Safe Handling of Medication in Health & Social Care course can lead to roles such as Care Worker or Pharmacy Assistant.

The Care Certificate (Standards 1 to 15) is a set of standards designed to support the induction and development of the health and care support workforce. The Care Certificate provides a framework to make sure that all support staff members must have the skills, expertise, and behaviours required to provide compassion, safe, and high-quality care in the workplace. It is important to understand your role in any job. The health and social care industry is no exception. This Care Certificate (Standards 1 to 15) course is designed to ensure that you are fully aware of your responsibilities and tasks at work. This course will teach you the importance of ongoing personal development and create a personal development plan. You will also learn about the importance of equality and diversity, how to operate inclusively, and other related topics, including ethical duty of care. Through this Care Certificate course, you will learn how difficult situations and potential problems can arise. Furthermore, this Care Certificate (Standards 1 to 15) course will teach you how to identify a person's language and communication needs and preferences, as well as proper verbal and nonverbal communication techniques. You will also learn how difficult situations and potential problems can arise. Our easy-to-understand curriculum developed by industry experts will assist you in gaining competitive skills so that you can succeed in your caregiving duties, whether at home or in a clinical setting. Why choose this Care Certificate (Standards 1 to 15) 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. >> Main Course: Care Certificate (Standards 1 to 15) >> Free Courses*** Course 01: Social Worker Course 02: Level 6 Diploma in Health and Social Care Management Course 03: Level 2 Certificate in Preparing to Work in Adult Social Care >> Others benefit Included with This course Free 4 PDF Certificate Access to Content - Lifetime Exam Fee - Totally Free Free Retake Exam [ Note: Free PDF certificate as soon as completing the Care Certificate (Standards 1 to 15) course] Learning Outcomes After completing this course, you will be able to: Understand your role. Know how to develop a personal development plan. Gain a solid understanding of duty of care. Gain in-depth knowledge about equality and diversity. Know how to work in a person centred way. Understand communication techniques. Understand privacy and dignity. Gain a thorough understanding of fluids and nutrition. Understand mental health, dementia and learning disability. Understand safeguarding adults. Understand safeguarding children. Understand basic life support. Understand health and safety. Understand handling information. Understand infection prevention and control. Course Curriculum >> Care Certificate (Standards 1 to 15) Module 01: Understand Your Role Module 02: Developing A Personal Development Plan Module 03: Duty of care Module 04: Equality and diversity Module 05: Work in a person-centred way Module 06: Communication Module 07: Privacy and dignity Module 08: Fluids and nutrition Module 09: Awareness of mental health, dementia and learning disability Module 10: Safeguarding adults Module 11: Safeguarding children Module 12: Basic life support Module 13: Health and safety Module 14: Handling information Module 15: Infection prevention and control Assessment Method After completing Care Certificate (Standards 1 to 15) 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 After completing the Care Certificate (Standards 1 to 15) 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 £15. Who is this course for? This Care Certificate (Standards 1 to 15) course is ideal for anyone looking to secure a role in the social care sector, such as: Social Worker Healthcare Assistants Adult Support Worker Mental Health Care Assistant Social Care Assessor Carer Requirements There are no particular requirements for this Care Certificate (Standards 1 to 15) course because it doesn't call for any specialized training. Career path In the UK, holders of a Care Certificate (Standards 1 to 15) can earn between £20,000 and £35,000 per year. Some of the job roles you can pursue are as follows: Nursing Support Assistant Social Worker Healthcare Assistant Care Worker

Level 5 British Cleaning Certificate Course Online Unlock the Power of Level 5 British Cleaning Certificate Course: Enrol Now! Suppose you want to start a cleaning business. In that case, this Level 5 British Cleaning Certificate Course is full of tips and strategies for training employees, growing your client list, marketing your business online, and creating the perfect business plan. Learn the skills you need to advance your career and earn a Certificate of Achievement to impress clients and prospective employers. Learning Objectives After completing this Level 5 British Cleaning Certificate Course, the learner will be able to: Understand the fundamentals of the cleaning job. Set a business budget and create a solid cleaning service business plan. Use a variety of commercial cleaning products, personal protective equipment, and cleaning equipment. Clean offices, pubs, new-build homes, leisure premises and commercial premises. Clean windows, dust surfaces, maintain carpets and hardwood floors. Understand the cleaning standards and regulations for commercial kitchens. Unclog drains, repair showerheads, remove mould, and create a bathroom cleaning routine. Satisfy the customer in the cleaning industry. Run the business with quality service. This Level 5 British Cleaning Certificate Course will teach you how to use cleaning chemicals safely and correctly, as well as key procedures and guidelines for cleaning offices, new-build homes, pubs, leisure premises, hospitals, hotels, and commercial kitchens. You will also learn about cleaning contracts, job opportunities, and key topics such as working hours, business insurance, taxation, and service quality. Why choose this Level 5 British Cleaning Certificate 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. Level 5 British Cleaning Certificate 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 Level 5 British Cleaning Certificate Course. Main Course: Level 5 British Cleaning Certificate Course Free Courses Course 01: Working at Height Training Course Course 02: Manual Handling Course Course 03: Level 2 Health & Care [ Note: Free PDF certificate as soon as completing the Level 5 British Cleaning Certificate Course] Level 5 British Cleaning Certificate Course Online This Level 5 British Cleaning Certificate Course consists of 16 modules. Course Curriculum of Level 5 British Cleaning Certificate Course Module 01: An Overview of the Cleaning Job Module 02: Different Cleaning Jobs Module 03: Understanding the Cleaning Equipment, Products and Clothing Module 04: Understanding House Cleaning Module 05: Cleaning: Food Kitchen and Commercial Kitchen Module 06: Cleaning: Bathrooms and Toilets Module 07: Cleaning: Office Module 08: Cleaning: External Surfaces and Areas Module 09: Cleaning: Handling Non-Routine Waste Module 10: Cleaning: Chemical Safety, Keyholding and Alarm Codes for Cleaners Module 11: Planning for Starting a Cleaning Business Module 12: Ensuring Standard Service Module 13: Understanding Customer Satisfaction Module 14: Managing Staff Module 15: The Ways of Marketing, Advertising and Sales Module 16: Managing Growth Assessment Method of Level 5 British Cleaning Certificate Course After completing Level 5 British Cleaning Certificate 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 Level 5 British Cleaning Certificate Course After completing the Level 5 British Cleaning Certificate 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? Level 5 British Cleaning Certificate Course Online This Level 5 British Cleaning Certificate Course is ideal for anyone looking to start a career in the cleaning sector. This includes the following: Domestic Cleaner Cleaning Supervisor Hotel Cleaner Office Cleaner School Cleaner Hospital Cleaner Cleaning Business Owner Requirements Level 5 British Cleaning Certificate Course Online To enrol in this Level 5 British Cleaning Certificate Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Level 5 British Cleaning Certificate Course. Be energetic and self-motivated to complete our Level 5 British Cleaning Certificate Course. Basic computer Skill is required to complete our Level 5 British Cleaning Certificate Course. If you want to enrol in our Level 5 British Cleaning Certificate Course, you must be at least 15 years old. Career path Level 5 British Cleaning Certificate Course Online This Level 5 British Cleaning Certificate Course will lead to a variety of career opportunities, some of which are listed below: Cleaner: £9.00 per hour Custodian: £12.00 per hour Housekeeper: £12.00 per hour Janitor: £10.00 per hour

Childcare: Childcare Training Course Childcare training means to take care of a child when their parents are working or the child needs special affections. The skills you need just to keep patient, communicate, and leadership and many others. A childcare: childcare worker must keep an eye on the kids and make sure they're safe. If you are passionate in raising children or get easily attached with children then our Level 5 Childcare Training course is for you. Our Level 5 Childcare Training course covers an overall idea of childcare: childcare training. The aspects that influence the development process, stages of language development, safeguarding children, common Stages of Social and Emotional Development and many more. The benefits you will get a solid foundation for becoming a self-assured Child Care specialist as well as more advanced skills to fill in the gaps for increased efficiency and productivity. If you believe you have the ability to join this career, we can help you with the beginning training and role preparation. Why choose this Level 5 Childcare Training 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.. >> Other Benefits of This Level 5 Childcare Training Course FREE PDF Certificates Lifetime Access Free Retake Exam Expert Tutor Support [ Note: Free PDF certificate will provide as soon as completing the Level 5 Childcare Training Course] Childcare: Childcare Training Course All of the topics are designed by our experts that help our learners understand each lesson quickly. Our professionals have designed this Level 5 Childcare Training course into twelve modules. You do not need any prior academic degree to start our course. Enrol now and learn with enjoyment. Learning Outcomes After completing the Level 5 Childcare Training course, the learner will be able to - Understand the fundamentals of early childhood development. Learn about attachment theory and its significance. Understand how to address a variety of common developmental problems. Know the process of moral development. Recognize the personality development of children. Gain a depth knowledge about the modern field of child psychology. Course Curriculum Module 1: An Overview of Early Childhood Education Module 2: Empowering Children to Learn in the Early Years Module 3: The Process of Caring for Child’s Development Module 4: Developing Socially and Emotionally Module 5: Aspects That Influence the Development Process Module 6: Other Factors Influencing the Child Development Process Module 7: Stages of Language Development Module 8: The Process of Moral Development Module 9: Personality Development of Children Module 10: Problems During Infancy and Childhood Period Module 11: Adolescence’s Problems Explained Module 12: Safeguarding Children >------------< Certification After completing the Level 5 Childcare Training 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. Assessment Method After completing Level 5 Childcare Training 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. Who is this course for? Childcare: Childcare Training Course This Level 5 Childcare Training course is appropriate for both beginners and those with previous experience working with children. If you are interested in serving children, then don’t waste your time. Enroll our course and enjoy learning. In the job sector you can stand out from the crowd once you are done with our prestigious course. Requirements Childcare: Childcare Training Course To enrol in this Childcare: Childcare Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Childcare: Childcare Course. Be energetic and self-motivated to complete our Childcare: Childcare Course. Basic computer Skill is required to complete our Childcare: Childcare Course. If you want to enrol in our Childcare: Childcare Course, you must be at least 15 years old. Career path Childcare: Childcare Training Course After completing this Level 5 Childcare Training course you may be able to pursue a career in: Daycare institute Babysitter Special children care consultant.

Duration 45.625 Days 273.75 CPD hours Overview Live, instructor-led virtual classes: Benefit from an interactive classroom with added flexibility and convenience. Access to Red Hat certified instructors: Virtual classes are taught by the same experienced subject matter experts who lead classroom trainings. Flexible scheduling options: Various class topics and time options facilitate incorporating learning and preferences into busy schedules. Focused training sessions: Participants can narrow their learning to more specific topic areas. Choice of learning modality: A combination of self-paced materials and expert-taught classes maximizes learning. Train without traveling: Learn when, where, and how it is best for you Red Hat© Learning Subscription Premium provides a customizable learning experience with self-paced and live training options. Users can tailor their learning with recorded video classes, e-books, online content, and live virtual classes. A subscription provides access to content across the entire Red Hat product portfolio, content that is continuously updated by Red Hat experts. Live, instructor-led classes create an engaging, immersive learning experience. These interactive sessions compliment the on-demand, self-paced learning materials available with a Red Hat Learning Subscription for highly effective, flexible training for everyone from beginners to experienced professionals.This subscription provides an array of additional features to complement the learning experience. Cloud-based labs give the opportunity for hands-on practice in actual Red Hat environments. Expert extras are short, on-demand videos where Red Hat practitioners demonstrate innovative technologies in practical scenarios. Skills paths and pre-assessments are available for course selection guidance. Red Hat Learning Subscription Premium also includes certification exams. Red Hat?s exams are industry-recognized and performance-based. These exams validate that holders have the skills needed to undertake even the most ambitious technology projects. Reporting capabilities to track progress toward training and certification goals. 24x7 self-paced access to Red Hat online training and video classroom courses Content is created by Red Hat experts who build and use Red Hat technology and is directly related to Red Hat certification exams. Early access Be the first to explore in-development technology before it is officially released by accessing courses and labs in development. Cloud-based labs Get hands-on practice in authentic Red Hat environments, delivered 24x7 on six continents. Skills paths Map your learning and certification goals to one of the skills paths inside the platform to develop a strong foundation for a specific skill set. Certification exams and retakes Validate your skills through performance-based exams remotely or at a testing station. Exams can be taken when and where it's most convenient. Expert extras Red Hat field practitioners present short demo videos to supplement courses by showing innovative technologies and practices based on actual use cases. Expert chat Get direct answers and guidance from curriculum experts via a 30-minute chat session per day. Machine translations provide chat dialogue in local languages. E-book Downloads Download course e-books to continue learning offline. Reporting An individual?s dashboard provides a summary of training progress, courses and labs taken, and exam status. Management reports provide insights so a team?s engagement and progress can be measured. Globally available,translated content Access Red Hat?s most popular courses in as many as 11 languages: English, International Spanish, Brazilian Portuguese, French, Italian, German, Simplified Chinese, Korean, Japanese, Hindi, and Czech. Additional course details: Nexus Humans Red Hat Learning Subscription Premium training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the Red Hat Learning Subscription Premium course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

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Some fun with  mixed media, inks,  Used in a very unusual way.

Some fun with  mixed media, inks, watercolour ink. Used in a very unusual way.

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