62 Sleep courses in Cardiff delivered Live Online

Course Duration: Half-day or full-day program (with virtual and in-person options) Target Audience: Professionals working remotely, hybrid teams, managers, HR leaders, and individuals looking to improve their work-life integration in today’s fast-paced, digital-first work environment. Course Objectives By the end of this course, participants will be able to: Understand the concept of work-life integration versus work-life balance. Recognise the challenges and benefits of working remotely or in hybrid settings. Learn practical strategies for managing boundaries, time, and energy. Cultivate habits that support both productivity and personal well-being. Apply tools to foster sustainable work-life integration in their teams and organisations. Course Outline Module 1: Rethinking Work-Life Integration The difference between work-life balance and work-life integration The challenges of work-life boundaries in a remote-first world The impact of technology on personal and professional lives Why flexibility matters: remote work as a tool for integration, not separation Module 2: Understanding Your Energy and Time Identifying personal energy patterns throughout the day Time audit: understanding how you currently allocate time and energy The role of breaks, boundaries, and rituals in energy management Tools for task prioritisation: Pomodoro, time blocking, and task batching Module 3: Managing Boundaries in a Digital World Setting and communicating clear boundaries for work and personal time Managing "always-on" culture in a remote environment Tools for setting expectations with colleagues and managers Creating a dedicated workspace and establishing personal rituals Saying no effectively: how to manage overcommitment and avoid burnout Module 4: Navigating Flexibility and Productivity The benefits and challenges of flexible working hours Time management strategies for remote and hybrid work settings Overcoming distractions: creating a productive work environment at home Staying focused and motivated without the physical office Managing work interruptions and creating space for personal time Module 5: Well-Being in Remote and Hybrid Work Importance of self-care and mental health in work-life integration Strategies for staying physically active, social, and mentally engaged remotely Building habits for sleep, mindfulness, and recovery Setting clear personal and professional goals to stay aligned with values Techniques for managing stress and avoiding burnout in a remote environment Module 6: Building a Remote-First Culture Leading with empathy: supporting remote teams’ well-being Fostering communication, trust, and accountability in hybrid teams Encouraging regular check-ins, feedback loops, and work-life check-ups Building a culture of flexibility and autonomy while maintaining performance Best practices for team collaboration and social connection in remote environments Module 7: Action Planning for Sustainable Integration Developing a personalised work-life integration plan Identifying areas of improvement: time, energy, boundaries, and well-being Setting achievable goals for short-term and long-term work-life integration Peer sharing: tips and strategies that have worked for you Building accountability structures: partners, progress tracking, and revisiting goals Delivery Style Highly interactive, with a mix of discussions, reflection exercises, and case studies Practical tools, tips, and templates that participants can apply immediately Group activities to share experiences and learn from peers Guided self-reflection and action planning for immediate impact Course Materials Provided Work-Life Integration Guide Time Audit Worksheet and Energy Mapping Tools Setting Boundaries Framework and Template Remote Work Well-Being Checklist Personal Action Plan for Sustainable Integration Resource list: Apps, podcasts, and books on work-life integration Optional Add-ons Post-course coaching or check-in sessions Customised team workshop focused on hybrid work challenges Leadership session on managing remote-first teams effectively Follow-up webinars on remote collaboration and staying connected

Have you always been intrigued by dreamcatchers and want to learn the art of weaving your own, or do you know someone who loves them and want to gift them one? This ancient art is has gone through a lot of morphism and yet the old techniques are still here as always. Learn to weave a traditional dreamcatcher.

Course Overview The Mental Health Awareness Diploma offers a comprehensive exploration into the complexities of mental health, equipping learners with essential knowledge to better understand mental health issues across various stages of life. This course highlights common mental illnesses, treatments, and the societal perspectives surrounding mental health. Learners will gain a deeper appreciation of the importance of early intervention, support strategies, and the role of mental health legislation. Through studying a broad range of topics, participants will develop a heightened awareness of the challenges faced by individuals experiencing mental health conditions. By the end of the programme, learners will have a well-rounded understanding that can be applied across personal, educational, or professional settings. This course is ideal for anyone looking to foster a supportive environment within communities or workplaces, promoting wellbeing and inclusivity. Upon successful completion, learners will possess a foundation that encourages compassionate engagement with mental health issues. Course Description The Mental Health Awareness Diploma delves into key areas such as psychiatric and genetic disorders, stress, anxiety, schizophrenia, personality and mood disorders, as well as eating and sleeping disorders. The course also addresses sensitive topics like self-harm and suicide, while highlighting therapeutic interventions and medication options. Learners will explore how social attitudes, legislation, and workplace environments influence mental health care and stigma. The structured modules ensure an accessible and supportive learning journey, promoting critical thinking and empathetic understanding. Students will enhance their awareness of early signs, risk factors, and appropriate responses to mental health issues. Designed to strengthen both personal insight and professional capability, this course provides a valuable framework for contributing positively within educational, healthcare, or corporate settings. The Mental Health Awareness Diploma stands as an informative and enriching pathway for those committed to promoting mental wellness and inclusivity in their communities and professions. Course Modules Module 01: Introduction to Mental Health Module 02: Childhood and Adolescent Psychiatric and Genetic Disorders Module 03: Stress and Anxiety Disorders Module 04: Schizophrenia Module 05: Personality Disorders Module 06: Mood Disorders Module 07: Eating and Sleeping Disorders Module 08: Self-Harm and Suicide Module 09: Medication and Therapy in the Treatment of Mental Illness Module 10: Social Attitudes To Mental Illness Module 11: Mental Health Legislation and Services Module 12: Mental Health In The Workplace (See full curriculum) Who is this course for? Individuals seeking to enhance their understanding of mental health and wellbeing. Professionals aiming to improve mental health awareness within their organisations or roles. Beginners with an interest in psychology, counselling, or community care. Anyone committed to promoting inclusivity and supporting mental health initiatives. Career Path Mental Health Support Worker Counselling Assistant Human Resources and Wellbeing Officer Social Care Worker Educational Support Assistant Community Outreach Coordinator Youth Worker specialising in Mental Health Mental Health Advocate

Counselling: PTSD, Trauma and Children Care Course Overview This comprehensive course on Counselling: PTSD, Trauma and Children Care provides learners with a deep understanding of trauma's impact on children and adolescents, including post-traumatic stress disorder (PTSD). It explores counselling theories, ethical considerations, and therapeutic approaches tailored to young clients. Designed to equip learners with essential knowledge and communication skills, the course emphasises recognising symptoms, assessing needs, and offering supportive interventions. Learners will gain valuable insight into working with vulnerable populations, including those affected by substance abuse, anxiety, depression, and self-harm. The course prepares participants to engage confidently in various counselling environments, fostering empathy and professional competence to support children and families through crisis and recovery. Course Description This course offers an in-depth exploration of counselling approaches specific to trauma, PTSD, and child and adolescent care. Covering key theoretical models and contemporary psychotherapeutic methods, it addresses legal, cultural, and ethical frameworks integral to counselling practice. Learners will study diverse mental health disorders affecting young people, such as mood, personality, eating, and sleeping disorders, and how these intersect with trauma. The curriculum also includes techniques for crisis intervention, low intensity cognitive behavioural therapy (CBT), and the role of medication in treatment. Emphasis is placed on developing communication skills, empathy, and client engagement strategies essential for effective therapeutic relationships. With a focus on school and family settings, this course prepares learners to confidently support children and adolescents navigating complex emotional and psychological challenges. Counselling: PTSD, Trauma and Children Care Curriculum Module 01: Counselling and Counsellors Module 02: Theories and Models of Counselling (Part 1) Module 03: Theories and Models of Counselling (Part 2) Module 04: Legal, Cultural and Ethical Issues in Professional Counselling Module 05: Forms of Psychotherapy Module 06: Childhood and Adolescent Psychiatric Disorders Module 07: Counselling Children and Adolescents in Schools Module 08: Counselling Trauma and Substance Abuse Module 09: Counselling Stress and Anxiety Disorders Module 10: Counselling Personality Disorders Module 11: Counselling Mood Disorders and Depression Module 12: Counselling Eating & Sleeping Disorders Module 13: Life Coaching and Career Counselling Module 14: Couple and Family Counselling Module 15: Counselling Self-Harm and Suicide Module 16: Engaging and Assessing the Patients Module 17: Helping the Client in Crisis Module 18: Crisis Intervention Module 19: Low Intensity CBT Treatment Module 20: Medication and Therapy in the Treatment of Mental Illness Module 21: Communication Skills and Empathy in Counselling (See full curriculum) Who is this course for? Individuals seeking to support children and adolescents affected by trauma. Professionals aiming to enhance counselling skills in mental health and youth care. Beginners with an interest in psychological support and therapeutic practices. Care workers, educators, and health practitioners working with young people. Career Path Counsellor specialising in trauma and child mental health Youth Support Worker or Youth Mental Health Practitioner School Counsellor or Educational Psychologist Assistant Mental Health Advisor or Crisis Intervention Specialist Family Support Worker or Social Care Practitioner

Styling & Staging in Interior Design Course Overview This course offers a comprehensive exploration of styling and staging techniques used in interior design. Learners will gain valuable insights into how to creatively arrange and display furniture, accessories, and decor elements to enhance a space's aesthetic appeal. From styling coffee tables to creating inviting seating areas, this course will equip learners with the knowledge to transform any room. With a focus on practical skills, learners will understand how to approach each space with a strategic eye, elevating their design capabilities for both personal projects and professional use. Course Description Styling & Staging in Interior Design covers a range of key topics to help learners master the art of styling various spaces within a home or commercial property. The course delves into styling techniques for furniture and accessories, including coffee tables, side tables, dining areas, and walls. Learners will also explore how to utilise items like scatter cushions, throw pillows, and art to create balanced and visually appealing designs. The course is structured to provide an enriching learning experience, where learners will develop skills to approach interior styling with confidence, ensuring that each space reflects contemporary trends while maintaining functionality. Styling & Staging in Interior Design Curriculum Module 01: Introduction To Chapters Module 02: Introduction To Styling and Staging In Interior Design Module 03: Styling Coffee Tables Module 04: Styling Side Tables Module 05: Styling Servers and Consoles Module 06: Styling Dining Room Tables Module 07: Styling Book Cases and Display Cases Module 08: Styling with Scatter Cushions and Throw Pillows Module 09: Styling Seating and Sleeping Areas Module 10: Styling Walls with Art and Framing Module 11: Conclusion (See full curriculum) Who is this course for? Individuals seeking to enhance their interior design knowledge. Professionals aiming to broaden their design skill set. Beginners with an interest in styling and staging for interior design projects. Homeowners wanting to improve their living spaces. Career Path Interior Stylist Home Staging Professional Visual Merchandiser Property Stylist Interior Designer

Mental Health First Aid Level 5 Course Overview: The "Mental Health First Aid Level 5" course is designed to provide in-depth knowledge and understanding of mental health issues and the role of a mental health first aider. This course explores various mental health conditions, their symptoms, and how to respond appropriately. Learners will gain a comprehensive understanding of mental health, the challenges individuals face, and the resources available for support. Upon completion, learners will be equipped with the necessary skills to identify and offer initial support to individuals experiencing mental health issues, while promoting positive mental health and well-being in their environment. Course Description: This course covers a wide range of topics crucial for understanding mental health and supporting individuals in distress. Learners will explore the fundamentals of mental health first aid, common psychiatric disorders, and effective response strategies. Topics include childhood and adolescent psychiatric disorders, anxiety, schizophrenia, mood disorders, and more. The course will also examine relevant mental health legislation, workplace issues, and approaches to managing mental health crises. Learners will develop skills in identifying mental health concerns, providing initial support, and knowing when and how to refer individuals to appropriate services. The knowledge gained will help learners enhance their professional capacity to manage mental health situations in various settings. Mental Health First Aid Level 5 Curriculum: Module 01: Introduction to Mental Health Module 02: Overview of Mental Health First Aid Module 03: Childhood and Adolescent Psychiatric Disorders Module 04: Stress and Anxiety Disorders Module 05: Schizophrenia Module 06: Personality Disorders Module 07: Mood Disorders Module 08: Eating & Sleeping Disorders Module 09: Self-Harm and Suicide Module 10: Medication and Therapy in the Treatment of Mental Illness Module 11: Social Attitudes to Mental Illness Module 12: Mental Health Legislation and Services Module 13: Mental Health in the Workplace Module 14: Approach and React To People in Mental Health Crisis (See full curriculum) Who is this course for? Individuals seeking to improve their understanding of mental health and well-being. Professionals aiming to develop skills in managing mental health crises. Beginners with an interest in mental health support. Those wanting to pursue a career in healthcare or mental health services. Career Path Mental Health Support Worker Healthcare Assistant Crisis Intervention Specialist Mental Health Awareness Trainer Human Resources Specialist in Mental Health Employee Assistance Programme (EAP) Coordinator

Parental Mental Health & Child Protection Course Overview: This course on Parental Mental Health & Child Protection provides an in-depth understanding of the complex intersection between parental mental health issues and their impact on child welfare. Learners will explore a range of mental health disorders, focusing on how these conditions affect family dynamics and child development. The course covers crucial safeguarding practices, enabling professionals to assess and address the needs of families in distress. Upon completion, learners will have the skills to identify early signs of mental health struggles in parents, understand the risks to children, and apply appropriate interventions to ensure child protection. The practical value of this course lies in its ability to equip professionals with the knowledge to support vulnerable families and promote the wellbeing of children. Course Description: The Parental Mental Health & Child Protection course offers a thorough exploration of various mental health issues that parents may face, such as stress, anxiety, personality disorders, and mood disorders, and their implications for children. Learners will delve into the impacts of these disorders on family relationships and child protection. The course includes a detailed analysis of safeguarding procedures and strategies for assessing needs and providing help to families in crisis. By examining real-world case studies, participants will gain insights into identifying early warning signs of child harm, understanding the role of mental health in child protection, and implementing effective solutions. Upon completing this course, learners will be equipped with the skills to support at-risk families and contribute to effective child safeguarding. Parental Mental Health & Child Protection Curriculum Module 01: Introduction to Mental Health Module 02: Stress and Anxiety Disorders Module 03: Schizophrenia Module 04: Personality Disorders Module 05: Mood Disorders Module 06: Eating & Sleeping Disorders Module 07: Self-Harm and Suicide Module 08: Solving Family Issues – Part 1 Module 09: Solving Family Issues – Part 2 Module 10: Safeguarding – Assessing Need and Providing Help (Part 1) Module 11: Safeguarding – Assessing Need and Providing Help (Part 2) Module 12: Building Relationships (See full curriculum) Who is this course for? Individuals seeking to understand the connection between mental health and child protection. Professionals aiming to develop skills in safeguarding and family support. Beginners with an interest in mental health, child welfare, or social work. Any other relevant group interested in family dynamics and child protection. Career Path: Social Workers Child Protection Officers Family Support Workers Mental Health Counsellors Youth Workers Family Therapists

Duration 5 Days 30 CPD hours This course is intended for Experienced VMware administrators, automation and orchestration specialists, system integrators, and private cloud and public cloud administrators Overview By the end of the course, you should be able to meet the following objectives: Describe the features and benefits of integrating vRealize Orchestrator and vRealize Automation Describe the role of vRealize Orchestrator workflows and content elements in automation Use the vRealize Orchestrator client to access and navigate the vRealize Orchestrator platform Use the vRealize Orchestrator client to import and run vRealize Orchestrator library workflows Design, develop, and run custom reusable vRealize Orchestrator workflows Integrate vRealize Automation with vRealize Orchestrator to deliver custom IT services Use the vRealize Automation event broker service to trigger specific vRealize Orchestrator workflows or ABX Actions Leverage the event broker to extend IaaS (Infrastructure-as-a-Service) machine lifecycle processes Use XaaS to extend vRealize Automation into other enterprise systems Use VMware APIs to run vRealize Orchestrator workflows Use the vSphere Client Code Capture feature During this five-day course, you focus on using VMware vRealize© Orchestrator? to extend the functionality of VMware vRealize© Automation?. You learn how to provide XaaS (Anything as a Service) and implement Machine Lifecycle Extensibility using the VMware vRealize© Automation? Event Broker. You also learn how to create vRealize Orchestrator workflows and vRealize Automation ABX actions. You learn about various features, including basic scripting implementation along with logic processing to implement a variety of functions to use in your environment. This course teaches implementing debugging, loops, conditions, and user interactions in vRealize Orchestrator. The course introduces the new vRealize Orchestrator HTML 5 interface, along with API calls and REST functions, to give you the groundwork to implement a variety of plugins and scripts. This course is designed to give you the tools to craft custom solutions in the product. Course Introduction Introductions and course logistics Course objectives Overview of vRealize Automation and vRealize Orchestrator Define the purpose of vRealize Automation Outline the purpose of vRealize Orchestrator Describe the main components of vRealize Automation Describe the main components of vRealize Orchestrator Creating Schema Elements Invoking JavaScript from a vRealize Orchestrator workflow Invoking a vRealize Orchestrator Workflow from a vRealize Orchestrator workflow Invoking an action from a vRealize Orchestrator workflow Using vRealize Orchestrator workflows both synchronously and asynchronously Working with Variables Defining inputs, outputs, and variables in vRealize Orchestrator workflows Binding variables in vRealize Orchestrator workflows Wrapping vRealize Orchestrator workflows Using APIs and the API Explorer Creating actions in vRealize Orchestrator Using vRealize Orchestrator input forms Handling user interactions in vRealize Orchestrator Handling Exceptions, Logging, and Debugging Handling exceptions in vRealize Orchestrator workflows Using logs in vRealize Orchestrator workflows Debugging vRealize Orchestrator workflows Branching and Looping Using branching in vRealize Orchestrator workflows Using loops in vRealize Orchestrator workflows Working with Assets Using configuration elements in vRealize Orchestrator Using resources in vRealize Orchestrator Using packages in vRealize Orchestrator Working with Plug-Ins Downloading and installing Plug-Ins Using the SSH plug-In in vRealize Orchestrator Using the REST plug-in in vRealize Orchestrator Using the vRealize Automation plug-in in vRealize Orchestrator Using the PowerShell plug-in in vRealize Orchestrator Working with Versioning and Git Using versioning in vRealize Orchestrator Using Git in vRealize Orchestrator Scheduling, Sleeping, and Waiting Using scheduling in vRealize Orchestrator Using sleeping in vRealize Orchestrator Using waiting in vRealize Orchestrator Introduction to vRealize Automation Extensibility Introduction to extensibility Using ABX actions Using Python Using Nodejs Using PowerShell Using vRealize Automation Lifecycle Extending vRealize Automation with Event Broker Overview of vRealize Automation Event Broker Creating vRealize Automation subscriptions Data exchange between vRealize Automation and vRealize Orchestrator Using ABX Actions Overview of Action Based Extensibility (ABX) Comparison of vRealize Orchestrator and ABX Creating ABX Actions scripts, REST, and flows Using Day-2 Actions in vRealize Automation Describe the visualization capabilities of NSX Network Detection and Response Working with Services, Custom Resources, and Resource Actions Using vRealize Orchestrator as a content source in vRealize Automation Creating custom resources in vRealize Automation Creating resource actions in vRealize Automation Using Day-2 Actions in vRealize Automation Using vSphere Client Code Capture Enabling vSphere Client code capture Using vSphere Client code capture to capture code in vRO, Javascript, PowerCLI or other languages. Using the captured code in vRealize Orchestrator workflows or actions.

Duration 1 Days 6 CPD hours This course is intended for This course is intended for anyone who wants to develop a toolbox of personal stress management skills. Overview Upon successful completion of this course, students will be able to identify the best approach to handle a stressful situation; understand what lifestyle elements, routines and relaxation techniques can help reduce stress. In this course, students will apply a three-option method to address any stressful situation. Module One: Getting Started Workshop Objectives Pre-Assignment Pre-Test Action Plan Form Evaluation Form Module Two: Understanding Stress What is Stress? What is Eustress? Understanding the Triple ?A? Approach Practical Illustration Module Two Review Questions Module Three: Creating a Stress-Reducing Lifestyle Eating Properly Exercising Regularly Sleeping Well Practical Illustration Module Three Review Questions Module Four: Altering the Situation The First A Identifying Appropriate Situations Creating Effective Actions Practical Illustration Module Four Review Questions Module Five: Avoiding the Situation The Second A Identifying Appropriate Situations Creating Effective Actions Practical Illustration Module Five Review Questions Module Six: Accepting the Situation The Third A Identifying Appropriate Situations Creating Effective Actions Practical Illustration Module Six Review Questions Module Seven: Using Routines to Reduce Stress Planning Meals Organizing Chores Using a To-Do List Practical Illustration Module Seven: Review Questions Module Eight: Environmental Relaxation Techniques Finding a Sanctuary Using Music Seeing the Humor Practical Illustration Module Eight: Review Questions Module Nine: Physical Relaxation Techniques Soothing Stretches Deep Breathing Tensing and Relaxing1 Meditation1 Practical Illustration Module Nine: Review Questions Module Ten: Coping with Major Events Establishing a Support System Creating a Plan Knowing When to Seek Help Practical Illustration Module Ten: Review Questions Module Eleven: Our Challenge to You Creating a Stress Log Week One: Recording Events1 Week Two: Identifying Stressors and Creating a Plan1 Week Three: Creating New Habits Reviewing and Evaluating Practical Illustration Module Eleven: Review Questions Module Twelve: Wrapping Up Words from the Wise Lessons Learned

Duration 2 Days 12 CPD hours This course is intended for Business Analysts, Technical Managers, and Programmers Overview This intensive training course helps students learn the practical aspects of the R programming language. The course is supplemented by many hands-on labs which allow attendees to immediately apply their theoretical knowledge in practice. Over the past few years, R has been steadily gaining popularity with business analysts, statisticians and data scientists as a tool of choice for conducting statistical analysis of data as well as supervised and unsupervised machine learning. What is R ? What is R? ? Positioning of R in the Data Science Space ? The Legal Aspects ? Microsoft R Open ? R Integrated Development Environments ? Running R ? Running RStudio ? Getting Help ? General Notes on R Commands and Statements ? Assignment Operators ? R Core Data Structures ? Assignment Example ? R Objects and Workspace ? Printing Objects ? Arithmetic Operators ? Logical Operators ? System Date and Time ? Operations ? User-defined Functions ? Control Statements ? Conditional Execution ? Repetitive Execution ? Repetitive execution ? Built-in Functions ? Summary Introduction to Functional Programming with R ? What is Functional Programming (FP)? ? Terminology: Higher-Order Functions ? A Short List of Languages that Support FP ? Functional Programming in R ? Vector and Matrix Arithmetic ? Vector Arithmetic Example ? More Examples of FP in R ? Summary Managing Your Environment ? Getting and Setting the Working Directory ? Getting the List of Files in a Directory ? The R Home Directory ? Executing External R commands ? Loading External Scripts in RStudio ? Listing Objects in Workspace ? Removing Objects in Workspace ? Saving Your Workspace in R ? Saving Your Workspace in RStudio ? Saving Your Workspace in R GUI ? Loading Your Workspace ? Diverting Output to a File ? Batch (Unattended) Processing ? Controlling Global Options ? Summary R Type System and Structures ? The R Data Types ? System Date and Time ? Formatting Date and Time ? Using the mode() Function ? R Data Structures ? What is the Type of My Data Structure? ? Creating Vectors ? Logical Vectors ? Character Vectors ? Factorization ? Multi-Mode Vectors ? The Length of the Vector ? Getting Vector Elements ? Lists ? A List with Element Names ? Extracting List Elements ? Adding to a List ? Matrix Data Structure ? Creating Matrices ? Creating Matrices with cbind() and rbind() ? Working with Data Frames ? Matrices vs Data Frames ? A Data Frame Sample ? Creating a Data Frame ? Accessing Data Cells ? Getting Info About a Data Frame ? Selecting Columns in Data Frames ? Selecting Rows in Data Frames ? Getting a Subset of a Data Frame ? Sorting (ordering) Data in Data Frames by Attribute(s) ? Editing Data Frames ? The str() Function ? Type Conversion (Coercion) ? The summary() Function ? Checking an Object's Type ? Summary Extending R ? The Base R Packages ? Loading Packages ? What is the Difference between Package and Library? ? Extending R ? The CRAN Web Site ? Extending R in R GUI ? Extending R in RStudio ? Installing and Removing Packages from Command-Line ? Summary Read-Write and Import-Export Operations in R ? Reading Data from a File into a Vector ? Example of Reading Data from a File into A Vector ? Writing Data to a File ? Example of Writing Data to a File ? Reading Data into A Data Frame ? Writing CSV Files ? Importing Data into R ? Exporting Data from R ? Summary Statistical Computing Features in R ? Statistical Computing Features ? Descriptive Statistics ? Basic Statistical Functions ? Examples of Using Basic Statistical Functions ? Non-uniformity of a Probability Distribution ? Writing Your Own skew and kurtosis Functions ? Generating Normally Distributed Random Numbers ? Generating Uniformly Distributed Random Numbers ? Using the summary() Function ? Math Functions Used in Data Analysis ? Examples of Using Math Functions ? Correlations ? Correlation Example ? Testing Correlation Coefficient for Significance ? The cor.test() Function ? The cor.test() Example ? Regression Analysis ? Types of Regression ? Simple Linear Regression Model ? Least-Squares Method (LSM) ? LSM Assumptions ? Fitting Linear Regression Models in R ? Example of Using lm() ? Confidence Intervals for Model Parameters ? Example of Using lm() with a Data Frame ? Regression Models in Excel ? Multiple Regression Analysis ? Summary Data Manipulation and Transformation in R ? Applying Functions to Matrices and Data Frames ? The apply() Function ? Using apply() ? Using apply() with a User-Defined Function ? apply() Variants ? Using tapply() ? Adding a Column to a Data Frame ? Dropping A Column in a Data Frame ? The attach() and detach() Functions ? Sampling ? Using sample() for Generating Labels ? Set Operations ? Example of Using Set Operations ? The dplyr Package ? Object Masking (Shadowing) Considerations ? Getting More Information on dplyr in RStudio ? The search() or searchpaths() Functions ? Handling Large Data Sets in R with the data.table Package ? The fread() and fwrite() functions from the data.table Package ? Using the Data Table Structure ? Summary Data Visualization in R ? Data Visualization ? Data Visualization in R ? The ggplot2 Data Visualization Package ? Creating Bar Plots in R ? Creating Horizontal Bar Plots ? Using barplot() with Matrices ? Using barplot() with Matrices Example ? Customizing Plots ? Histograms in R ? Building Histograms with hist() ? Example of using hist() ? Pie Charts in R ? Examples of using pie() ? Generic X-Y Plotting ? Examples of the plot() function ? Dot Plots in R ? Saving Your Work ? Supported Export Options ? Plots in RStudio ? Saving a Plot as an Image ? Summary Using R Efficiently ? Object Memory Allocation Considerations ? Garbage Collection ? Finding Out About Loaded Packages ? Using the conflicts() Function ? Getting Information About the Object Source Package with the pryr Package ? Using the where() Function from the pryr Package ? Timing Your Code ? Timing Your Code with system.time() ? Timing Your Code with System.time() ? Sleeping a Program ? Handling Large Data Sets in R with the data.table Package ? Passing System-Level Parameters to R ? Summary Lab Exercises Lab 1 - Getting Started with R Lab 2 - Learning the R Type System and Structures Lab 3 - Read and Write Operations in R Lab 4 - Data Import and Export in R Lab 5 - k-Nearest Neighbors Algorithm Lab 6 - Creating Your Own Statistical Functions Lab 7 - Simple Linear Regression Lab 8 - Monte-Carlo Simulation (Method) Lab 9 - Data Processing with R Lab 10 - Using R Graphics Package Lab 11 - Using R Efficiently