2894 HR Management courses in Ince-in-Makerfield delivered On Demand

In the ever-evolving landscape of healthcare, there lies a niche yet crucial sector: Emergency Paediatric First Aid. With children's unique medical needs, the demand for specialised care is on the rise in the UK. Recent statistics show an increasing number of children-related accidents, highlighting the urgency for skilful individuals in paediatric first aid. Seize the opportunity to stand at the forefront of this indispensable discipline. Our course centred around Emergency Paediatric First Aid, is tailored to empower you with the knowledge and confidence to provide timely assistance. With each module, immerse yourself deeper into the world of paediatric care, ensuring that in times of emergencies, you are not a mere bystander but an active participant in safeguarding a child's health. Embrace the change, and be the difference the industry needs. This Level 3 Emergency Paediatric First Aid course covers the following topics: Understand core concepts of paediatric first aid. Evaluate and offer immediate assistance to children. Administer CPR and manage unresponsive children. Address common paediatric illnesses and injuries. Deliver first aid for severe medical conditions. Recognise when and how to call emergency services. 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 Emergency Paediatric First Aid 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. (Each) Shipping Charges: Inside the UK: £3.99 International: £10.99 Who Is This Course for? This Emergency Paediatric First Aid 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 There is no prerequisite to enrol in this course. You don't need any educational qualification or experience to enrol in the Emergency Paediatric First Aid 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 Emergency Paediatric First Aid 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 Module 01: Introduction to Paediatric First Aid Introduction to Paediatric First Aid 00:18:00 Module 02: Assessment and Assistance Assessment and Assistance 00:22:00 Module 03: Loss of Responsiveness and CPR Loss of Responsiveness and CPR 00:20:00 Module 04: Paediatric First Aid for Common Illnesses, Injuries and Incidents Paediatric First Aid for Common Illnesses, Injuries and Incidents 00:38:00 Module 05: First Aid for Acute Medical Conditions First Aid for Acute Medical Conditions 00:22:00 Module 06: Call for an Emergency Call for an Emergency 00:24:00 Assignment Assignment - Emergency Paediatric First Aid 00:00:00

Level 4 QLS Endorsed Course | CPD & CiQ Accredited | Audio Visual Training | Free PDF Certificate | Lifetime Access

Imagine a workplace where safety isn't just a set of rules, but a core value ingrained in every employee's daily routine. Welcome to our Behavioral Safety Training Course - where we go beyond the basics of compliance and cultivate a proactive safety culture that drives long-term success. According to Reed a Health and Safety Consultant can earn from £40,000 to £58,000 in a year depending on qualification, experience, location and other factors. Let us help you build a safer, more productive work environment. Enrol in our Behavioural Safety Management Training today and take the first step towards a safer tomorrow. Key Features This Behavioural Safety Management Training Course Comes with: CPD Certified Developed by Minute Taking Specialist Lifetime Access Behavioural Safety Management Training Course Curriculum Module 01: Exploring Behavioral Safety Concepts Module 02: Key Terminology and Corporate Advantages... Module 03: Understanding the Mechanisms of Behavioral Safety Module 04: Establishing a Program Module 05: Promoting Favorable Employee Mindsets Learning Outcomes: Understand the fundamentals of Behavioural Safety principles and terminology. Identify the business benefits associated with implementing Behavioural Safety programs. Grasp the working mechanisms of Behavioural Safety through practical examples. Demonstrate the ability to set up and initiate a Behavioural Safety programme. Foster positive attitudes within the workforce to enhance safety culture. Apply strategies to ensure sustained commitment to Behavioural Safety initiatives. . CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Behavioural Safety Management Training course is accessible to anyone eager to learn more about this topic. Through this course, you'll gain a solid understanding of Behavioural Safety Management Training. Moreover, this course is ideal for: Safety Managers and Supervisors Human Resources professionals Health and Safety Officers Operations Managers in various industries Requirements There are no requirements needed to enrol into this Behavioural Safety Management Trainingcourse. We welcome individuals from all backgrounds and levels of experience to enrol into this Behavioural Safety Management Training course. Career path After finishing this Behavioural Safety Management Training course you will have multiple job opportunities for you. Some of the Job sectors of Behavioural Safety Management are: Health and Safety Manager - £35K to 50K/year Safety Consultant - £30K to 45K/year Human Resources Specialist - £25K to 40K/year Operations Manager - £40K to 60K/year Occupational Health Advisor - £30K to 45K/year Certificates Digital certificate Digital certificate - Included Will be downloadable when all lectures have been completed.

Imagine a workplace where safety isn't just a set of rules, but a core value ingrained in every employee's daily routine. Welcome to our Behavioral Safety Training Course - where we go beyond the basics of compliance and cultivate a proactive safety culture that drives long-term success. According to Reed a Health and Safety Consultant can earn from £40,000 to £58,000 in a year depending on qualification, experience, location and other factors. Let us help you build a safer, more productive work environment. Enrol in our Behavioural Safety Management Training today and take the first step towards a safer tomorrow. Key Features This Behavioural Safety Management Training Course Comes with: CPD Certified Free Certificate Developed by Minute Taking Specialist Lifetime Access Behavioural Safety Management Training Course Curriculum Module 01: Exploring Behavioral Safety Concepts Module 02: Key Terminology and Corporate Advantages... Module 03: Understanding the Mechanisms of Behavioral Safety Module 04: Establishing a Program Module 05: Promoting Favorable Employee Mindsets Learning Outcomes: Understand the fundamentals of Behavioural Safety principles and terminology. Identify the business benefits associated with implementing Behavioural Safety programs. Grasp the working mechanisms of Behavioural Safety through practical examples. Demonstrate the ability to set up and initiate a Behavioural Safety programme. Foster positive attitudes within the workforce to enhance safety culture. Apply strategies to ensure sustained commitment to Behavioural Safety initiatives. . CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Behavioural Safety Management Training course is accessible to anyone eager to learn more about this topic. Through this course, you'll gain a solid understanding of Behavioural Safety Management Training. Moreover, this course is ideal for: Safety Managers and Supervisors Human Resources professionals Health and Safety Officers Operations Managers in various industries Requirements There are no requirements needed to enrol into this Behavioural Safety Management Trainingcourse. We welcome individuals from all backgrounds and levels of experience to enrol into this Behavioural Safety Management Training course. Career path After finishing this Behavioural Safety Management Training course you will have multiple job opportunities for you. Some of the Job sectors of Behavioural Safety Management are: Health and Safety Manager - £35K to 50K/year Safety Consultant - £30K to 45K/year Human Resources Specialist - £25K to 40K/year Operations Manager - £40K to 60K/year Occupational Health Advisor - £30K to 45K/year Certificates Digital certificate Digital certificate - Included Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

Unleash your potential in the realm of literacy and numeracy mastery. Discover the art and science behind adult learning, delve into the intricacies of teaching and learning literacy, and unlock the secrets of imparting numeracy with finesse. Our comprehensive programme takes you on a journey through the fascinating landscapes of adult education, blending theory with practical insights. Elevate your teaching prowess and redefine your impact on learners with modules that explore inclusive learning, technology integration, and the nuances of policy and practice. Key Features: CPD Certified Developed by Specialist Lifetime Access Immerse yourself in an engaging learning adventure that goes beyond conventional approaches, equipping you with the knowledge and skills to navigate the diverse challenges of adult education. Join us in reshaping the educational landscape, where your passion meets purpose, and your expertise becomes a beacon for adult learners seeking the keys to literacy and numeracy mastery. Course Curriculum Module 1: Overview of Adult Literacy and Numeracy Module 2: Understanding Adult Learning Theories Module 3: Teaching and Learning Literacy Module 4: Teaching and Learning Literacy Writing, Speaking and Listening Module 5: Planning and Assessment Literacy Module 6: Learning Numeracy Module 7: Learning Numeracy Percentage, Statistical Functions and Probabilities Module 8: Teaching Numeracy Module 9: Technology in Learning Module 10: Adult Learning Difficulties Module 11: Inclusive Learning Module 12: Policy and Practice Learning Outcomes: Grasp adult learning theories for effective teaching strategies. Hone literacy teaching skills in writing, speaking, and listening. Demonstrate proficiency in planning and assessing literacy education. Acquire a solid foundation in numeracy, including statistical functions. Develop advanced teaching techniques for imparting numeracy concepts. Cultivate inclusive practices and align teaching with educational policies. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Educators seeking advanced adult teaching expertise. Literacy and numeracy enthusiasts passionate about adult education. Professionals eager to enhance their teaching impact. Individuals committed to fostering inclusive learning environments. Aspiring educators ready to embrace the challenges of adult education. Career path Adult Education Coordinator Literacy Outreach Specialist Numeracy Instructor Inclusive Learning Advocate Educational Policy Analyst Technology Integration Facilitator Certificates Digital certificate Digital certificate - Included Will be downloadable when all lectures have been completed.

Imagine a workplace where safety isn't just a set of rules, but a core value ingrained in every employee's daily routine. Welcome to our Behavioral Safety Training Course - where we go beyond the basics of compliance and cultivate a proactive safety culture that drives long-term success. According to Reed a Health and Safety Consultant can earn from £40,000 to £58,000 in a year depending on qualification, experience, location and other factors. Let us help you build a safer, more productive work environment. Enrol in our Behavioural Safety Management Training today and take the first step towards a safer tomorrow. Key Features This Behavioural Safety Management Training Course Comes with: CPD Certified Developed by Minute Taking Specialist Lifetime Access Behavioural Safety Management Training Course Curriculum Module 01: Exploring Behavioral Safety Concepts Module 02: Key Terminology and Corporate Advantages... Module 03: Understanding the Mechanisms of Behavioral Safety Module 04: Establishing a Program Module 05: Promoting Favorable Employee Mindsets Learning Outcomes: Understand the fundamentals of Behavioural Safety principles and terminology. Identify the business benefits associated with implementing Behavioural Safety programs. Grasp the working mechanisms of Behavioural Safety through practical examples. Demonstrate the ability to set up and initiate a Behavioural Safety programme. Foster positive attitudes within the workforce to enhance safety culture. Apply strategies to ensure sustained commitment to Behavioural Safety initiatives. . CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Behavioural Safety Management Training course is accessible to anyone eager to learn more about this topic. Through this course, you'll gain a solid understanding of Behavioural Safety Management Training. Moreover, this course is ideal for: Safety Managers and Supervisors Human Resources professionals Health and Safety Officers Operations Managers in various industries Requirements There are no requirements needed to enrol into this Behavioural Safety Management Trainingcourse. We welcome individuals from all backgrounds and levels of experience to enrol into this Behavioural Safety Management Training course. Career path After finishing this Behavioural Safety Management Training course you will have multiple job opportunities for you. Some of the Job sectors of Behavioural Safety Management are: Health and Safety Manager - £35K to 50K/year Safety Consultant - £30K to 45K/year Human Resources Specialist - £25K to 40K/year Operations Manager - £40K to 60K/year Occupational Health Advisor - £30K to 45K/year Certificates Digital certificate Digital certificate - Included Will be downloadable when all lectures have been completed.

Unleash your potential in the realm of literacy and numeracy mastery. Discover the art and science behind adult learning, delve into the intricacies of teaching and learning literacy, and unlock the secrets of imparting numeracy with finesse. Our comprehensive programme takes you on a journey through the fascinating landscapes of adult education, blending theory with practical insights. Elevate your teaching prowess and redefine your impact on learners with modules that explore inclusive learning, technology integration, and the nuances of policy and practice. Key Features: CPD Certified Free Certificate Developed by Specialist Lifetime Access Immerse yourself in an engaging learning adventure that goes beyond conventional approaches, equipping you with the knowledge and skills to navigate the diverse challenges of adult education. Join us in reshaping the educational landscape, where your passion meets purpose, and your expertise becomes a beacon for adult learners seeking the keys to literacy and numeracy mastery. Course Curriculum Module 1: Overview of Adult Literacy and Numeracy Module 2: Understanding Adult Learning Theories Module 3: Teaching and Learning Literacy Module 4: Teaching and Learning Literacy Writing, Speaking and Listening Module 5: Planning and Assessment Literacy Module 6: Learning Numeracy Module 7: Learning Numeracy Percentage, Statistical Functions and Probabilities Module 8: Teaching Numeracy Module 9: Technology in Learning Module 10: Adult Learning Difficulties Module 11: Inclusive Learning Module 12: Policy and Practice Learning Outcomes: Grasp adult learning theories for effective teaching strategies. Hone literacy teaching skills in writing, speaking, and listening. Demonstrate proficiency in planning and assessing literacy education. Acquire a solid foundation in numeracy, including statistical functions. Develop advanced teaching techniques for imparting numeracy concepts. Cultivate inclusive practices and align teaching with educational policies. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Educators seeking advanced adult teaching expertise. Literacy and numeracy enthusiasts passionate about adult education. Professionals eager to enhance their teaching impact. Individuals committed to fostering inclusive learning environments. Aspiring educators ready to embrace the challenges of adult education. Career path Adult Education Coordinator Literacy Outreach Specialist Numeracy Instructor Inclusive Learning Advocate Educational Policy Analyst Technology Integration Facilitator Certificates Digital certificate Digital certificate - Included Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

Leadership isn’t about loud voices in boardrooms. It’s about sharp minds making sharp decisions. The Modern Strategic Leadership Course is built for those who see the bigger picture, think ten moves ahead, and are ready to lead with clarity, not cliché. If you’re keen to learn what makes a strategy tick, how to steer a team through uncertainty, and how to influence decisions without turning into a walking slogan, this course fits the brief. No fluff, no drama — just solid, structured insight into modern leadership techniques. Across each module, you’ll explore how strategy is shaped in modern organisations, why leadership today demands more than titles, and how decisions at the top ripple through every level. This isn’t a course about following trends — it’s about understanding the patterns that shape outcomes. Whether you manage a team, run a department, or aim to do either one day, you’ll gain the tools to think with intent and lead with purpose. And no, we won’t ask you to shout “synergy” in a mirror." 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 Strategic Direction and Leadership Module 02: Different Leadership Theories and Styles Module 03: Leadership Skills and Competencies Module 04: Leadership and Emotional Intelligence Module 05: Collaborative Work A Leader's Role Module 06: Motivating Employees Module 07: Talent Management Module 08: Leadership and Succession Planning Module 09: Conflict Management Techniques Module 10: Fundamentals of Negotiation Process Module 11: Strategic Innovation and Entrepreneurship Learning Outcomes: Develop a profound understanding of leadership principles. Master various leadership styles and their applications. Enhance emotional intelligence for effective leadership. Facilitate collaboration and teamwork within your organization. Motivate and inspire your team to achieve their best. Gain expertise in strategic innovation and entrepreneurship. 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. Certificate After completing this course, you will get a FREE Digital Certificate from Training Express. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Managers aiming to advance their leadership skills. Aspiring leaders seeking to prepare for leadership roles. Professionals looking to boost their leadership competencies. Individuals interested in honing their conflict management and negotiation abilities. Entrepreneurs and innovators seeking strategic insights. Career path Team Leader Operations Manager HR Manager Project Manager Innovation Strategist Entrepreneur 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 Deputy Manager Training Course is designed to equip aspiring and current managers with the knowledge, strategies, and professional insight needed to lead teams effectively and maintain smooth operations. Covering essential areas such as supervision fundamentals, employee management, recruitment, and conflict resolution, this programme offers a structured approach to developing the leadership abilities that modern workplaces demand. You will also explore vital topics like communication skills, negotiation, and stress management—ensuring you can handle responsibilities with confidence and clarity. In addition to core leadership principles, the course delves into business writing, meeting management, organisational skills, and cybersecurity awareness, providing a strong foundation for managing both people and processes efficiently. Each module has been crafted to help you enhance productivity, streamline workflows, and foster positive workplace relationships. Whether your goal is to advance within your current organisation or prepare for greater managerial responsibilities, this training delivers a well-rounded learning journey tailored for leadership growth. Key Features: Accredited by CPD Instant e-certificate Fully online, interactive course Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Curriculum Module 01: Fundamentals of Supervisor Training Module 02: Understanding the Role of Supervision Module 03: Essential Skills in Supervision Module 04: Recruitment and Dismissal Module 05: Employee Management Module 06: Communication Skill Development Module 07: Conflict Management Module 08: Cybersecurity for Employees Module 09: Introduction to Office Administration Module 10: Skills of an Effective Administrator Module 11: Business Writing Skills Module 12: Managing Meetings and Giving Feedback Module 13: Organisational Skills Module 14: Negotiation Techniques Module 15: Conflict Management Module 16: Stress Management Module 17: Time Management Learning Outcomes: Demonstrate proficiency in fundamental supervisor training principles. Understand the key responsibilities and role of supervision in management. Acquire essential skills for effective employee supervision and management. Demonstrate knowledge of recruitment, dismissal, and employee lifecycle management. Develop advanced communication skills for effective workplace interaction. Master organisational and administrative skills for efficient office management. Course Assessment You will immediately be given access to a specifically crafted MCQ test upon completing an online module. For each test, the pass mark will be set to 60%. Certificate Once you've successfully completed your course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). Our certifications have 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 Deputy Manager Training Course can be taken by anyone who wants to understand more about the topic. With the aid of this Deputy Manager Training course, you will be able to grasp the fundamental knowledge and ideas. Additionally, this Deputy Manager Training Course is ideal for: Aspiring and current deputy managers. Individuals seeking advanced supervisory and administrative skills. Professionals aiming for career growth in management roles. Employees involved in recruitment, employee management, and conflict resolution. Requirements Learners do not require any prior qualifications to enrol on this Deputy Manager Training Course. You just need to have an interest in Deputy Manager Training Course. Career path After completing this Deputy Manager Training Course you will have a variety of careers to choose from. The following job sectors of Deputy Manager Training Course are: Deputy Manager - £30K to 50K/year. Office Administrator - £20K to 35K/year. HR Coordinator - £25K to 40K/year. Business Development Executive - £25K to 45K/year. Team Leader - £25K to 40K/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.

Recognised Accreditation 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. 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. What is CPD? Employers, professional organisations, and academic institutions all recognise CPD, therefore a credential from CPD Certification Service adds value to your professional goals and achievements. Benefits of CPD Improve your employment prospects Boost your job satisfaction Promotes career advancement Enhances your CV Provides you with a competitive edge in the job market Demonstrate your dedication Showcases your professional capabilities What is IPHM? The IPHM is an Accreditation Board that provides Training Providers with international and global accreditation. The Practitioners of Holistic Medicine (IPHM) accreditation is a guarantee of quality and skill. Benefits of IPHM It will help you establish a positive reputation in your chosen field You can join a network and community of successful therapists that are dedicated to providing excellent care to their client You can flaunt this accreditation in your CV It is a worldwide recognised accreditation What is Quality Licence Scheme? This course is endorsed by the Quality Licence Scheme for its high-quality, non-regulated provision and training programmes. 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. Benefits of Quality License Scheme Certificate is valuable Provides a competitive edge in your career It will make your CV stand out Course Curriculum Welcome to the course Introduction 00:02:00 Setting up R Studio and R crash course Installing R and R studio 00:05:00 Basics of R and R studio 00:10:00 Packages in R 00:10:00 Inputting data part 1: Inbuilt datasets of R 00:04:00 Inputting data part 2: Manual data entry 00:03:00 Inputting data part 3: Importing from CSV or Text files 00:06:00 Creating Barplots in R 00:13:00 Creating Histograms in R 00:06:00 Basics of Statistics Types of Data 00:04:00 Types of Statistics 00:02:00 Describing the data graphically 00:11:00 Measures of Centers 00:07:00 Measures of Dispersion 00:04:00 Introduction to Machine Learning Introduction to Machine Learning 00:16:00 Building a Machine Learning Model 00:08:00 Data Preprocessing for Regression Analysis Gathering Business Knowledge 00:03:00 Data Exploration 00:03:00 The Data and the Data Dictionary 00:07:00 Importing the dataset into R 00:03:00 Univariate Analysis and EDD 00:03:00 EDD in R 00:12:00 Outlier Treatment 00:04:00 Outlier Treatment in R 00:04:00 Missing Value imputation 00:03:00 Missing Value imputation in R 00:03:00 Seasonality in Data 00:03:00 Bi-variate Analysis and Variable Transformation 00:16:00 Variable transformation in R 00:09:00 Non Usable Variables 00:04:00 Dummy variable creation: Handling qualitative data 00:04:00 Dummy variable creation in R 00:05:00 Correlation Matrix and cause-effect relationship 00:10:00 Correlation Matrix in R 00:08:00 Linear Regression Model The problem statement 00:01:00 Basic equations and Ordinary Least Squared (OLS) method 00:08:00 Assessing Accuracy of predicted coefficients 00:14:00 Assessing Model Accuracy - RSE and R squared 00:07:00 Simple Linear Regression in R 00:07:00 Multiple Linear Regression 00:05:00 The F - statistic 00:08:00 Interpreting result for categorical Variable 00:05:00 Multiple Linear Regression in R 00:07:00 Test-Train split 00:09:00 Bias Variance trade-off 00:06:00 Test-Train Split in R 00:08:00 Regression models other than OLS Linear models other than OLS 00:04:00 Subset Selection techniques 00:11:00 Subset selection in R 00:07:00 Shrinkage methods - Ridge Regression and The Lasso 00:07:00 Ridge regression and Lasso in R 00:12:00 Classification Models: Data Preparation The Data and the Data Dictionary 00:08:00 Importing the dataset into R 00:03:00 EDD in R 00:11:00 Outlier Treatment in R 00:04:00 Missing Value imputation in R 00:03:00 Variable transformation in R 00:06:00 Dummy variable creation in R 00:05:00 The Three classification models Three Classifiers and the problem statement 00:03:00 Why can't we use Linear Regression? 00:04:00 Logistic Regression Logistic Regression 00:08:00 Training a Simple Logistic model in R 00:03:00 Results of Simple Logistic Regression 00:05:00 Logistic with multiple predictors 00:02:00 Training multiple predictor Logistic model in R 00:01:00 Confusion Matrix 00:03:00 Evaluating Model performance 00:07:00 Predicting probabilities, assigning classes and making Confusion Matrix in R 00:06:00 Linear Discriminant Analysis Linear Discriminant Analysis 00:09:00 Linear Discriminant Analysis in R 00:09:00 K-Nearest Neighbors Test-Train Split 00:09:00 Test-Train Split in R 00:08:00 K-Nearest Neighbors classifier 00:08:00 K-Nearest Neighbors in R 00:08:00 Comparing results from 3 models Understanding the results of classification models 00:06:00 Summary of the three models 00:04:00 Simple Decision Trees Basics of Decision Trees 00:10:00 Understanding a Regression Tree 00:10:00 The stopping criteria for controlling tree growth 00:03:00 The Data set for this part 00:03:00 Importing the Data set into R 00:06:00 Splitting Data into Test and Train Set in R 00:05:00 Building a Regression Tree in R 00:14:00 Pruning a tree 00:04:00 Pruning a Tree in R 00:09:00 Simple Classification Tree Classification Trees 00:06:00 The Data set for Classification problem 00:01:00 Building a classification Tree in R 00:09:00 Advantages and Disadvantages of Decision Trees 00:01:00 Ensemble technique 1 - Bagging Bagging 00:06:00 Bagging in R 00:06:00 Ensemble technique 2 - Random Forest Random Forest technique 00:04:00 Random Forest in R 00:04:00 Ensemble technique 3 - GBM, AdaBoost and XGBoost Boosting techniques 00:07:00 Gradient Boosting in R 00:07:00 AdaBoosting in R 00:09:00 XGBoosting in R 00:16:00 Maximum Margin Classifier Content flow 00:01:00 The Concept of a Hyperplane 00:05:00 Maximum Margin Classifier 00:03:00 Limitations of Maximum Margin Classifier 00:02:00 Support Vector Classifier Support Vector classifiers 00:10:00 Limitations of Support Vector Classifiers 00:01:00 Support Vector Machines Kernel Based Support Vector Machines 00:06:00 Creating Support Vector Machine Model in R The Data set for the Classification problem 00:01:00 Importing Data into R 00:08:00 Test-Train Split 00:09:00 Classification SVM model using Linear Kernel 00:16:00 Hyperparameter Tuning for Linear Kernel 00:06:00 Polynomial Kernel with Hyperparameter Tuning 00:10:00 Radial Kernel with Hyperparameter Tuning 00:06:00 The Data set for the Regression problem 00:03:00 SVM based Regression Model in R 00:11:00 Assessment Assessment - Machine Learning Masterclass 00:10:00 Certificate of Achievement Certificate of Achievement 00:00:00 Get Your Insurance Now Get Your Insurance Now 00:00:00 Feedback Feedback 00:00:00