This SENCO course is designed for those interested in or who are currently in a SENCO role in the early years setting. This SENCO qualification provides learners with a thorough understanding of the roles and responsibilities of the Special Educational Needs Coordinator in early years setting. Learn about the strategies and techniques for assisting children and their families and gain in-depth knowledge of SEN codes of practice. The purpose of this course is to help learners progress to further and higher education and develop new practical skills in health and social care. Learning Outcomes After completing this SENCO course, the learner will be able to: Understand the roles and responsibilities of the Special Educational Needs Coordinator in the early years setting. Understand the strategies and techniques for supporting children and their families. Increase knowledge of SEN codes of practice. Why Choose Course from Us Self-paced course, access available from anywhere. Easy to understand, high-quality study materials. Course developed by industry experts. MCQ quiz after each module to assess your learning. Automated and instant assessment results. 24/7 support via live chat, phone call or email. Free PDF certificate as soon as completing the course. ***Courses are included in this SENCO Bundle Course*** Course 01: SENCO Course 02: Level 2 Certificate in Understanding Children and Young People's Mental Health Course Course 03: Level 2 Award in Support Work in Schools and Colleges Course 04: Level 2 Diploma for the Early Years Practitioner Course 05: Nursery Nurse Course Course 06: Autism Diploma Course Course 07: Speech & Language Therapy ***Other Benefits of this Bundle Course*** Free 7 PDF Certificate Access to Content - Lifetime Exam Fee - Totally Free Free Retake Exam [ Note: Free PDF certificate as soon as completing the course ] Detailed course curriculum Module 1: Roles and Responsibilities of the Special Educational Needs Coordinator in the Early Years Understand the principles, statutory guidance and legislation underpinning practice for children with Special Educational Needs and Disability (SEND) in an early years setting Understand the role of the Early Years Special Educational Needs Coordinator (SENCo) Understand partnership working for the Early Years SENCo Understand early identification and action for children with SEND Module 2: Strategies and Techniques for Supporting Children and Families Understand the graduated approach in an early years setting Understand English as an additional language (EAL) Understand Education, Health and Care (EHC) plans ------------------------- ***Level 2 Certificate in Understanding Children and Young People's Mental Health Course Course Curriculum Module 1: Understand Children and Young People's Mental Health in Context Module 2: Understand Factors Which May Affect Children and Young People's Mental Health Module 3: Understand Children and Young People's Mental Health Concerns Module 4: Understand the Impact of Children and Young people's Mental Health Concerns Module 5: Understand How to Support Children and Young People with Mental Health Concerns ------------------------- ***Level 2 Award in Support Work in Schools and Colleges Course Curriculum Module 01: Understand Schools and Colleges as Organisations Module 02: Understand Children and Young People's Development Module 03: Understand Communication and Professional Relationships with Children, Young People and Adults Module 04: Understand Children and Young People's Health and Safety Module 05: Safeguarding Children and Young People Module 06: Understand Equality, Diversity and Inclusion in Work with Children and Young People ------------------------- ***Level 2 Diploma for the Early Years Practitioner Course Curriculum Module 01: Roles and Responsibilities of the Early Years Practitioner Module 02: Health and Safety of Babies and Young Children in the Early Years Module 03: Equality, Diversity and Inclusive Practice in Early Years Settings Module 04: Safeguarding, Protection and Welfare of Babies and Young Children in Early Years Settings Module 05: Understand How to Support Children's Development Module 06: Support Care Routines for Babies and Young Children Module 07: Support the Planning and Delivery of Activities, Purposeful Play Opportunities and Educational Programmes Module 08: Promote Play in an Early Years Setting Module 09: Support Well-being of Babies and Young Children for Healthy Lifestyles Module 10: Support Babies and Young Children to be Physically Active Module 11: Support the Needs of Babies and Young Children with Special Educational Needs and Disability Module 12: Promote Positive Behaviour in Early Years Settings Module 13: Partnership Working in the Early Years Module 14: Support Children's Transition to School ------------------------- ***Nursery Nurse Course Course Curriculum Module 01: An Overview of Nursery Nurse Module 02: Recognizing Children's Growth and Development Module 03: Observation and Assessment of Children in Early Childhood Settings Module 04: How to Promote Equality, Diversity and Inclusive Practice in Early Years of Learning Module 05: Safeguarding and Protecting Young Children Module 06: Ensuring Health and Safety of Children in the Early Years Module 07: The Essence of Nutrition and Healthy Food for Children Module 08: Importance of Play and Learning in Children's Education Module 09: Ways of Working with Children Having Special Needs Module 10: Working in Partnership with Parents and Carers ------------------------- ***Speech & Language Therapy Course Curriculum Module 01: Speech & Language Therapy Module 02: Study of Communication Module 03: Components of Normal Speech-Language & Voice Module 04: Eating, Drinking and Swallowing Disorders ------------------------- ***Autism Diploma Course Course Curriculum Module 01: Introduction to Autism Spectrum Disorder (ASD) Module 02: Approaches to Helping People and Children with Autism Module 03: Diagnosis of Autism Module 04: Communication Module 05: Cognitive Styles and Functions in Autism Module 06: Autistic Behaviour Module 07: Organisation Systems with Autistic Individuals Module 08: Autism Awareness Module 09: Government Policies on Autism in England ------------------------- Assessment Method After completing each module of the SENCO, you will find automated MCQ quizzes. To unlock the next module, you need to complete the quiz task and get at least 60% marks. Once you complete all the modules in this manner, you will be qualified to request your certification. Certification After completing the MCQ/Assignment assessment for this SENCO course, you will be entitled to a Certificate of Completion from Training Tale. It will act as proof of your extensive professional development. The certificate is in PDF format, which is completely free to download. A printed version is also available upon request. It will also be sent to you through a courier for £13.99. Who is this course for? This SENCO course is ideal for those already working in a SENCO role as part of their Early Years Practitioner role or interested in doing so. Thiscourse is also suitable for childminders. Requirements There are no specific requirements for this SENCO course because it does not require any advanced knowledge or skills. Students who intend to enrol in this course course must meet the following requirements: Good command of the English language Must be vivacious and self-driven Basic computer knowledge A minimum of 16 years of age is required Career path This SENCO course is appropriate for those who want to work in the following fields: Health and social care Childhood studies Community, youth and families Social work Early years Primary teaching Nursing Certificates Certificate of completion Digital certificate - Included
Are you ready to embark on an enlightening journey of wisdom with the Investment bundle, and pave your way to an enriched personal and professional future? If so, then Step into a world of knowledge with our course bundle - Capital Budgeting & Investment Decision. Delve into eight immersive CPD Accredited courses, each a standalone course: Course 01: Capital Budgeting & Investment Decision Rules Course 02: Investment Banking: Venture Capital Fundraising for Startups Course 03: Applied Economics Course 04: Fundamentals of Zero Based Budgeting Course 05: Make Business Plans: Forecasting and Budgeting Course 06: Corporate Finance: Working Capital Management Course 07: Xero Accounting and Bookkeeping Training Course 08: Financial Analysis Traverse the vast landscapes of theory, unlocking new dimensions of understanding at every turn. Let the Capital Budgeting & Investment Decision bundle illuminate your path to wisdom. The Capital Budgeting & Investment Decision bundle offers a comprehensive exploration into a rich tapestry of vast knowledge across eight carefully curated courses. The journey is designed to enhance your understanding and critical thinking skills. Each course within the bundle provides a deep-dive into complex theories, principles, and frameworks, allowing you to delve into the nuances of the subject matter at your own pace. In the framework of the Capital Budgeting & Investment Decision package, you are bestowed with complimentary PDF certificates for all the courses included in this bundle, all without any additional charge. Adorn yourself with the Investment bundle, empowering you to traverse your career trajectory or personal growth journey with self-assurance. Register today and ignite the spark of your professional advancement! So, don't wait further and join the Capital Budgeting & Investment Decision community today and let your voyage of discovery begin! Learning Outcomes: Attain a holistic understanding in the designated areas of study with the Investment bundle. Establish robust bases across each course nestled within the Investment bundle. Decipher intricate concepts through the articulate content of the Investment bundle. Amplify your prowess in interpreting, scrutinising, and implementing theories. Procure the capacity to engage with the course material on an intellectual and profound level. Become proficient in the art of problem-solving across various disciplines. Stepping into the Investment bundle is akin to entering a world overflowing with deep theoretical wisdom. Each course within this distinctive bundle is an individual journey, meticulously crafted to untangle the complex web of theories, principles, and frameworks. Learners are inspired to explore, question, and absorb, thus enhancing their understanding and honing their critical thinking skills. Each course invites a personal and profoundly enlightening interaction with knowledge. The Investment bundle shines in its capacity to cater to a wide range of learning needs and lifestyles. It gives learners the freedom to learn at their own pace, forging a unique path of discovery. More than just an educational journey, the Investment bundle fosters personal growth, enabling learners to skillfully navigate the complexities of the world. The Investment bundle also illuminates the route to a rewarding career. The theoretical insight acquired through this bundle forms a strong foundation for various career opportunities, from academia and research to consultancy and programme management. The profound understanding fostered by the Investment bundle allows learners to make meaningful contributions to their chosen fields. Embark on the Investment journey and let knowledge guide you towards a brighter future. CPD 80 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Individuals keen on deepening their firm understanding in the respective fields. Students pursuing higher education looking for comprehensive theory modules. Professionals seeking to refresh or enhance their knowledge. Anyone with a thirst for knowledge and a passion for continuous learning. Career path Armed with the Investment bundle, your professional journey can reach new heights. The comprehensive theoretical knowledge from this bundle can unlock diverse career opportunities across several fields. Whether it's academic research, consultancy, or programme management, the Investment bundle lays a solid groundwork. Certificates CPD Certificate Of Completion Digital certificate - Included 8 Digital Certificates Are Included With This Bundle CPD Quality Standard Hardcopy Certificate (FREE UK Delivery) Hard copy certificate - £9.99 Hard copy Transcript - £9.99
Are you ready to embark on an enlightening journey of wisdom with the Management bundle, and pave your way to an enriched personal and professional future? If so, then Step into a world of knowledge with our course bundle - Diploma in Management Coaching and Mentoring. Delve into eight immersive CPD Accredited courses, each a standalone course: Level 3 Coaching & Mentoring Course Life Coaching | Online Course Spiritual Life Coaching Diploma Course Train the Trainer - Part 1 Train the Trainer - Part 2 Assertiveness and Self Confidence Development The Power of Resilience Learn to Make a Fresh Start in Your Life Traverse the vast landscapes of theory, unlocking new dimensions of understanding at every turn. Let the Diploma in Management Coaching and Mentoring bundle illuminate your path to wisdom. The Diploma in Management Coaching and Mentoring bundle offers a comprehensive exploration into a rich tapestry of vast knowledge across eight carefully curated courses. The journey is designed to enhance your understanding and critical thinking skills. Each course within the bundle provides a deep-dive into complex theories, principles, and frameworks, allowing you to delve into the nuances of the subject matter at your own pace. In the framework of the Diploma in Management Coaching and Mentoring package, you are bestowed with complimentary PDF certificates for all the courses included in this bundle, all without any additional charge. Adorn yourself with the Management bundle, empowering you to traverse your career trajectory or personal growth journey with self-assurance. Register today and ignite the spark of your professional advancement! So, don't wait further and join the Diploma in Management Coaching and Mentoring community today and let your voyage of discovery begin! Learning Outcomes: Attain a holistic understanding in the designated areas of study with the Management bundle. Establish robust bases across each course nestled within the Management bundle. Decipher intricate concepts through the articulate content of the Management bundle. Amplify your prowess in interpreting, scrutinising, and implementing theories. Procure the capacity to engage with the course material on an intellectual and profound level. Become proficient in the art of problem-solving across various disciplines. Stepping into the Management bundle is akin to entering a world overflowing with deep theoretical wisdom. Each course within this distinctive bundle is an individual journey, meticulously crafted to untangle the complex web of theories, principles, and frameworks. Learners are inspired to explore, question, and absorb, thus enhancing their understanding and honing their critical thinking skills. Each course invites a personal and profoundly enlightening interaction with knowledge. The Management bundle shines in its capacity to cater to a wide range of learning needs and lifestyles. It gives learners the freedom to learn at their own pace, forging a unique path of discovery. More than just an educational journey, the Management bundle fosters personal growth, enabling learners to skillfully navigate the complexities of the world. The Management bundle also illuminates the route to a rewarding career. The theoretical insight acquired through this bundle forms a strong foundation for various career opportunities, from academia and research to consultancy and programme management. The profound understanding fostered by the Management bundle allows learners to make meaningful contributions to their chosen fields. Embark on the Management journey and let knowledge guide you towards a brighter future. CPD 80 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Individuals keen on deepening their firm understanding in the respective fields. Students pursuing higher education looking for comprehensive theory modules. Professionals seeking to refresh or enhance their knowledge. Anyone with a thirst for knowledge and a passion for continuous learning. Career path Armed with the Management bundle, your professional journey can reach new heights. The comprehensive theoretical knowledge from this bundle can unlock diverse career opportunities across several fields. Whether it's academic research, consultancy, or programme management, the Management bundle lays a solid groundwork. Certificates CPD Certificate Of Completion Digital certificate - Included 8 Digital Certificates Are Included With This Bundle CPD Quality Standard Hardcopy Certificate (FREE UK Delivery) Hard copy certificate - £9.99 Hardcopy Transcript - £9.99
Are you ready to embark on an enlightening journey of wisdom with the Welding bundle, and pave your way to an enriched personal and professional future? If so, then Step into a world of knowledge with our course bundle - Welding Training. Delve into eight immersive CPD Accredited courses, each a standalone course: Manufacturing Engineering - Welding Abrasive Wheels PAT Training Course PUWER Manual Handling Training Noise and Hearing Protection Training Advanced Electrical Safety Workplace First Aid Online Training Course Traverse the vast landscapes of theory, unlocking new dimensions of understanding at every turn. Let the Welding Training bundle illuminate your path to wisdom. The Welding Training bundle offers a comprehensive exploration into a rich tapestry of vast knowledge across eight carefully curated courses. The journey is designed to enhance your understanding and critical thinking skills. Each course within the bundle provides a deep-dive into complex theories, principles, and frameworks, allowing you to delve into the nuances of the subject matter at your own pace. In the framework of the Welding Training package, you are bestowed with complimentary PDF certificates for all the courses included in this bundle, all without any additional charge. Adorn yourself with the Welding bundle, empowering you to traverse your career trajectory or personal growth journey with self-assurance. Register today and ignite the spark of your professional advancement! So, don't wait further and join the Welding Training community today and let your voyage of discovery begin! Learning Outcomes: Attain a holistic understanding in the designated areas of study with the Welding bundle. Establish robust bases across each course nestled within the Welding bundle. Decipher intricate concepts through the articulate content of the Welding bundle. Amplify your prowess in interpreting, scrutinising, and implementing theories. Procure the capacity to engage with the course material on an intellectual and profound level. Become proficient in the art of problem-solving across various disciplines. Stepping into the Welding bundle is akin to entering a world overflowing with deep theoretical wisdom. Each course within this distinctive bundle is an individual journey, meticulously crafted to untangle the complex web of theories, principles, and frameworks. Learners are inspired to explore, question, and absorb, thus enhancing their understanding and honing their critical thinking skills. Each course invites a personal and profoundly enlightening interaction with knowledge. The Welding bundle shines in its capacity to cater to a wide range of learning needs and lifestyles. It gives learners the freedom to learn at their own pace, forging a unique path of discovery. More than just an educational journey, the Welding bundle fosters personal growth, enabling learners to skillfully navigate the complexities of the world. The Welding bundle also illuminates the route to a rewarding career. The theoretical insight acquired through this bundle forms a strong foundation for various career opportunities, from academia and research to consultancy and programme management. The profound understanding fostered by the Welding bundle allows learners to make meaningful contributions to their chosen fields. Embark on the Welding journey and let knowledge guide you towards a brighter future. CPD 80 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Individuals keen on deepening their firm understanding in the respective fields. Students pursuing higher education looking for comprehensive theory modules. Professionals seeking to refresh or enhance their knowledge. Anyone with a thirst for knowledge and a passion for continuous learning. Career path Armed with the Welding bundle, your professional journey can reach new heights. The comprehensive theoretical knowledge from this bundle can unlock diverse career opportunities across several fields. Whether it's academic research, consultancy, or programme management, the Welding bundle lays a solid groundwork. Certificates CPD Certificate Of Completion Digital certificate - Included 8 Digital Certificates Are Included With This Bundle CPD Quality Standard Hardcopy Certificate (FREE UK Delivery) Hard copy certificate - £9.99 Hardcopy Transcript - £9.99
Are you ready to embark on an enlightening journey of wisdom with the Actuary Training bundle, and pave your way to an enriched personal and professional future? If so, then Step into a world of knowledge with our course bundle - Actuary Training Course. Delve into eight immersive CPD Accredited courses, each a standalone course: Course 01: Internal audit skills Course 02: Basic Business Finance Course 03: Finance: Financial Risk Management Course 04: Diploma in Risk Management Level 7 Course 05: Statistics Essentials Course 06: Mathematics Fundamentals Course 07: Enterprise Risk: Identification and Mitigation Course 08: Compliance and Risk Management Course Traverse the vast landscapes of theory, unlocking new dimensions of understanding at every turn. Let the Actuary Training Course bundle illuminate your path to wisdom. The Actuary Training Course bundle offers a comprehensive exploration into a rich tapestry of vast knowledge across eight carefully curated courses. The journey is designed to enhance your understanding and critical thinking skills. Each course within the bundle provides a deep-dive into complex theories, principles, and frameworks, allowing you to delve into the nuances of the subject matter at your own pace. In the framework of the Actuary Training Course package, you are bestowed with complimentary PDF certificates for all the courses included in this bundle, all without any additional charge. Adorn yourself with the Actuary Training bundle, empowering you to traverse your career trajectory or personal growth journey with self-assurance. Register today and ignite the spark of your professional advancement! So, don't wait further and join the Actuary Training Course community today and let your voyage of discovery begin! Learning Outcomes: Attain a holistic understanding in the designated areas of study with the Actuary Training bundle. Establish robust bases across each course nestled within the Actuary Training bundle. Decipher intricate concepts through the articulate content of the Actuary Training bundle. Amplify your prowess in interpreting, scrutinising, and implementing theories. Procure the capacity to engage with the course material on an intellectual and profound level. Become proficient in the art of problem-solving across various disciplines. Stepping into the Actuary Training bundle is akin to entering a world overflowing with deep theoretical wisdom. Each course within this distinctive bundle is an individual journey, meticulously crafted to untangle the complex web of theories, principles, and frameworks. Learners are inspired to explore, question, and absorb, thus enhancing their understanding and honing their critical thinking skills. Each course invites a personal and profoundly enlightening interaction with knowledge. The Actuary Training bundle shines in its capacity to cater to a wide range of learning needs and lifestyles. It gives learners the freedom to learn at their own pace, forging a unique path of discovery. More than just an educational journey, the Actuary Training bundle fosters personal growth, enabling learners to skillfully navigate the complexities of the world. The Actuary Training bundle also illuminates the route to a rewarding career. The theoretical insight acquired through this bundle forms a strong foundation for various career opportunities, from academia and research to consultancy and programme management. The profound understanding fostered by the Actuary Training bundle allows learners to make meaningful contributions to their chosen fields. Embark on the Actuary Training journey and let knowledge guide you towards a brighter future. CPD 80 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Individuals keen on deepening their firm understanding in the respective fields. Students pursuing higher education looking for comprehensive theory modules. Professionals seeking to refresh or enhance their knowledge. Anyone with a thirst for knowledge and a passion for continuous learning. Career path Armed with the Actuary Training bundle, your professional journey can reach new heights. The comprehensive theoretical knowledge from this bundle can unlock diverse career opportunities across several fields. Whether it's academic research, consultancy, or programme management, the Actuary Training bundle lays a solid groundwork. Certificates CPD Certificate Of Completion Digital certificate - Included 8 Digital Certificates Are Included With This Bundle CPD Quality Standard Hardcopy Certificate (FREE UK Delivery) Hard copy certificate - £9.99 Hardcopy Transcript - £9.99
People Management course is designed for new and aspiring line managers or companies that want to provide employees with people management skills. Such Skills provide an excellent opportunity to gain the skills and knowledge you'll need to advance in your career. Take this course anywhere and at any time. Don't let your lifestyle limit your learning or your potential. The course will provide you with the relevant skills that you'll need to succeed. Gain experience online and interact with experts. This can prove to be the perfect way to get noticed by a prospective employer and stand out from the crowd. Stepping into a manager position for the first time represents the single most important step in any ongoing career path. However, climbing the ladder from entry-level workforce member to a position of responsibility is never easy. Doing so means first proving yourself as a figure of leadership and authority. A reliable and capable manager who can be turned to for guidance, delegation and direction. Fulfilling a manager's position means taking on significant responsibility. Organisations at every level are fundamentally dependent on effective People Management teams to drive key operations and the workforce as a whole. Nevertheless, to succeed in People Management is to become the single most valuable and prestigious professional commodity. Managing Skills has been rated and reviewed highly by our learners and professionals alike. We have a passion for teaching, and it shows. Our course has interactive online modules that allow studying to take place where and when you want it to. The only thing you need to take the course Is Wi-Fi and a screen. You'll never be late for class again. Experienced tutors and mentors will be there for you whenever you need them and solve all your queries through email and chat boxes. What will you achieve? By the end of thiscourse, you'll be able to... Explore elements of People Management absence and support employees returning to work Assess the current labour market conditions and trends for your organisation to improve People Management techniques. Explore good practices in managing people. Describe effective ways of managing people. Explore approaches to managing people. Discuss the need to maintain a healthy workforce Reflect on your own managing style ****Course Curriculum**** Module One: Key Concepts (I) Module Two: Key Concepts (II) Module Three: Initiation (I) Module Four: Initiation (II) Module Five: Planning (I) Module Six: Planning (II) Module Seven: Planning Tools Module Eight: Executing the Project Module Nine: Maintaining and Controlling the Project Module Ten: Closing Out Assessment Process Once you have finished the learning stages in this course, your abilities will be assessed by an automated multiple-choice question session, after which you will receive the results immediately. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The course has been professionally designed for motivated learners who are looking to add a new skill to their CV and stand head and shoulders above the competition. Learn the latest industry-specific information with this course. Enrol on People Management Skills and learn a new professional skill from anywhere, at any time! Requirements Enrol on the Pcourse with no formal entry requirements! If you have a passion for knowledge and want to learn something new, register for this course without any delay. We only ask that all students have a passion for learning and literacy and be over the age of 16. Complete this course online from your computer, tablet, or smartphone, and learn in a way that suits you. Certificates Certificate of completion Digital certificate - £10
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
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