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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

Our self-leadership and executive development programme can be fully ITA SDS funded supporting leaders and business owners and creating a growth plan. SDS INDIVIDUAL TRAINING ACCOUNTS (ITA) Rely On Our Team for Your Executive Development The Power Within Training offers unrivalled executive development training for go-getters and self-starters throughout England and Scotland. Did you know that approximately 55% of people making their living in sales don’t have the right skills to be successful? Good sales skills are some of the rarest and most sought-after skills in the workforce. Whether you’re running a business, looking to progress further in your career or want to sharpen your skills before returning to work, our self-leadership training will help you develop the skills you need to succeed. After completing our executive development training, you’ll have a sales mindset and the skills to secure your ideal role, perform better, and utilise high-payoff action-planning techniques. Don’t hesitate to contact us to learn more information. OUR TRAINING SOLUTIONS What is Self-Leadership Executive Training? Self-Leadership Development Our self-leadership development course was designed to give you total control of your career, business, and professional life. Most professionals will spend more than 80% of their time at work or in business. We’ve structured our executive training to help those looking to enhance their career prospects or business success by taking advantage of our unique Motivational Intelligence seven steps to success framework. The seven-step success system will take you through a journey of self-discovery, self-awareness, and self-development, which enables you to understand the barriers and self-limiting obstacles that have been holding you back. The Power Within’s self-leadership training will guide you through overcoming these barriers and eliminating them from your life. If you are looking to stand out from the crowd and build a career or business you can be proud of, then this live classroom-based programme is definitely for you. Benefits of Self-Leadership Development The self-leadership training has been designed from the ground up to inspire, guide, and develop you into not only achieving your goals but being able to measure success in your career, help you find your dream job, and help make an immediate impact in everything you do. Completing our executive leadership development course will allow you to utilise emotional intelligence to get the best of your team while focusing on clear values and principles that increase your overall success and profitability. Working on your self-leadership skills will grant you greater insight into the factors hindering or impacting your success while giving you the tools to make decisions and get into action. Here are some additional benefits of our self-leadership training: Build Awareness – When you’re a leader, you must inspire and motivate people to achieve and go after the bigger picture for your organisation. You’ll need an effective and flexible leadership style to ensure your team succeeds. We’ll help you discover your leadership style and how you can use it effectively to the advantage of your business. Increase Team Engagement, Motivation, and Accountability – How can you expect your team to behave if you’re no longer motivated to succeed? The Power Within will give you the tools to keep striving toward success while ensuring your business is focused and motivated. Cultivating a High-Performance Culture – The right high-performance culture installs peak performance into every team member. Through our executive development, you’ll be able to help each reach their targets while they look for ways to improve constantly. Develop Strategic Skills – We’ll help you develop leadership skills and self-improvement goals, allowing you to introduce changes to your business based on your guiding visions while encouraging others to share the same vision. If you are looking to stand out from the crowd and build a career or business you can be proud of, then this live classroom-based programme is definitely for you. What Are the Key Skills Learned from Executive Development Training One of the first sets of vital skills for self-leadership you’ll learn is the ability to stop, step back, and reflect on the things that trigger us to react. When we react, we’re being controlled by the trigger. Another skill we’ll help instill is to consider intention. Intention is important to us, such as our values and what we’re trying to achieve. When you become intentional, you start to live a life of choice. Self-leadership and executive development are a journey. The more self-leadership we attain, the more successful we’ll become. The more successful we become, the more self-leadership we need. Here are some additional critical skills you’ll learn from our self-leadership training: Self-Awareness – It’s vital to hone your ability to see yourself as clearly as you are. This skill takes dedication, introspection, and mindfulness. Also, a dose of self-awareness helps with self-control, self-confidence, and feelings of validation. Overall, you should be open to critique and accountability. Goal Setting – A good self-leader must be proactive in not only identifying their goals but how to reach those goals in a manageable manner. Our executive development training will teach you how to break down a larger goal into more attainable steps to avoid burnout while helping you celebrate smaller milestones. Self-Motivation – A classic way to handle self-motivation is to divide long-term goals into smaller, more attainable ones. This optimization means recognising what about the goal that appeals to you, then forming a strategy that aligns with your strengths and values toward that goal. Constructive Thought Patterns – Through our leadership skills and self-improvement course, you’ll be able to review your performance and assess your intentions and effectiveness while providing an opportunity to ensure your strategies are geared towards success. This is done by focusing on improving strengths and the mental imagery of yourself that recognizes your capacity to grow, develop, and change. Self-leadership training teaches you to see yourself as having the ability to create, improvise, innovate, and adapt. OUR LIVE WORKSHOPS ARE BACK What’s Covered in Our Executive Development? Self-Leadership "It's a mindset thing" When you undergo our self-leadership training, you’ll experience several modules designed to allow your conscious and subconscious belief systems to work together for a predetermined goal or set of outcomes. Self-leadership is one skill that will significantly impact your career, team, and even your life’s happiness. Our executive leadership development course promotes bold and powerful decisions to get you back into the driver’s seat of your life and make the best of each day by setting goals, shifting your mindset, and finding your purpose. During each module, we’ll work with you and help you design and deliver your team leadership programmes catered to your team and your business dynamic. Our goal is to allow you to evolve into a bigger and better leader. Here are some of the modules in our self-leadership training: Unleash Your True Potential Create Your Personalised 7-Step Success Framework Peak Performance and Self-Mastery Growth Mindset and Mindset Performance The Power of Feedback Taking Back Control of Your Personal & Professional Journey Goal Setting & Defining If you are looking to stand out from the crowd and build a career or business you can be proud of, then this live classroom-based programme is definitely for you. Discover Who’s Leading Our Self-Leadership Training James Fleming, the co-creator of The Power Within, will lead your self-leadership training. James founded The Power Within with his wife, Enas Fleming. They wanted to inspire people around the world to think better, be better and achieve more. James believes that everyone can be whatever they set their minds to. Founding The Power Within allowed James to turn that deep knowledge into a business that helps others think bigger, better, and achieve more daily. He strives to give leaders the tools and knowledge to achieve their full potential while increasing their self-confidence and self-belief through Motivational Intelligence Revolution. James wants to support today’s businesses to become tomorrow’s leaders. Course Overview Our self-leadership development course is a quick-paced training that is between eight and twelve hours in length. After you attend the face-to-face workshops, you’ll be given access to our online self-leadership training portal. This allows you to continue your journey of self-development by ensuring you’ll always have a system and process to fall back on when you need it. One of the best parts of our executive development course is that you receive this information fully funded. Even if you aren’t eligible for funding, you can still invest in this course and begin a new chapter of professional development for yourself. Elevate yourself if any of our eligibility requirements apply and you early less than 22,000 a year.

Does your child long to be Robin Hood, Merida, Katniss or Hawkeye? Now's their chance! At Kids' Archery Durham, children can learn all about the art of archery in a safe and fun way. They can work towards badges and certificates, develop the confidence that comes from learning a new skill, be active, make friends and most importantly - have fun!

Our Team Building Programmes are 'simply excellent' (quote from Unilever). They always deliver much greater energy' motivation and efficiently accelerates to a galvanised, integrated team for their Manager/Team Leader. They're great fun and very commercially orientated - the best of both key elements to a successful and long-lasting high performance team. A successful company is always made up of successful teams. Teams that can work autonomously with a clearly defined set of goals, roles, vision, responsibility and culture will always reach for and achieve far greater success than a team that works just as a group of individuals. Our team building solutions are individually built and geared towards teams at any level within an organisation, providing an independent and objective perspective to promote a common purpose such as the creation of a 'high performance team'. Out With The Old Traditionally, team building events have been restricted to certain levels of management where they head off site for a bit of archery, quad biking and paintballing or something along those lines. Then over some coffee and cocktails, business plans and more efficient ways to work are casually discussed. Whilst being out having fun instead of being at work may improve an individual person's mood, the effect will only be short-term, and will not go far in creating permanent and cohesive teams who are able to overcome challenges together and drive the business forward when back in the workplace. In With The New Today's business thinking is more strategic and certainly has to look for returns on the investment. That is why Dickson Training Ltd's team building programmes are bespoke and built to your requirements through research, understanding your business and, most importantly, what results and achievements you are looking to get out of the programme. Once "what success looks like" has been established, we create tasks and activities that will test your leadership, problem solving, communication and team work skills. When the tasks have been completed, the learning - both practical and theory - is debriefed to the group as well as how it will translate back in your business. Not only are our events great fun, but they provide participants with learning points they can act upon to improve or enhance the working practices/environment. Team Building That Gets Results We have a highly innovative team who design team builds to suit all budgets and time or space restrictions. Large or small, we will develop the perfect event to meet your commercial objectives, keeping in line with your values and company culture. More recently we have combined team galvanising events with ways to engage the participants with and support their local communities. This solution has proved extremely popular with our clients and we are continuing to develop more and more programmes doing exactly this. " Phil did everything in a very professional and focused manner, without losing sight of the overall aims or having 'fun'. When I moved to Airbus UK and subsequently European Aeronautic Defense and Space Company (EADS), I had no hesitation in recommending Phil and the team to deliver the required training and team events.  Without doubt Phil and his team are excellent providers of training, to suit even bespoke requirements, and I would not hesitate in recommending the team to any business in the future. " Glenn Brown, Systems & Expertise Manager, Airbus Personnel Service Augmented Skills – an Essay by Phil Dickson All of you, who are reading this, and all the people you meet and work with will have – ‘Augmented Skills’. So – if you are an IT Engineer or a Pharmacist; perhaps you are, or know, a Departmental Leader and you work with a Logistics Project Manager; these roles will demand core skills, whether they be technical know-how or qualifications in the discipline. But to be that bit better; more reliable; more effective & productive and therefore more valuable and, frankly, marketable – capitalizing on ‘Augment Skills’ comes into play. The I T Engineer who was a Chess Champion at Uni, which would indicate that they possess some key ‘Augmented skills’ including how they plan 3 steps ahead and are always prepared for the unexpected. The Pharmacist, who is a keen sportsperson in their private life, will likely be tenacious, team-orientated and disciplined – again these are superb qualities to have in this – or any – role. Your colleagues, as well as yourself, will have ‘Augmented Skills’ that will be an asset if only they are explored and applied to their role and indeed, career. Everyone has their own 'Super-power' If they love gardening, they are probably strategic, patient and inclined to research; if they cook or bake, they are usually well organized and comfortable with multi-tasking. A big reader will tend to be considered and possess good critical thinking faculties, and an amateur mechanic or keen DIY person will often be practical, resourceful and very determined. I have observed that many new Parents discover they have ‘Augmented Skills’ they didn’t know they had... such as getting order out of chaos and displaying industrial amounts of patience and good grace when they really do not feel like it. They very often become far more compassionate and empathetic. Most people have their very own ‘Superpower’. Invite your team members to offer their ‘Augmented Skills’ to your work-place – and just watch as it elevates the motivation levels and improves results. It’ll be very rewarding for all concerned – and for meeting the Team’s objectives, to encourage the person who is a talented artist to be a sounding board on some of the marketing imagery and layouts; for the team member who is great at Maths or resolving crosswords to be asked for their input to solving a problem that is causing logistical or operational headaches. Never exploit a Team member’s unique special skills at their expense I would like to stress, however, that it must never be an area where a team member gets exploited by harvesting their unique special skills to coerce them into taking on greater responsibilities and tasks without providing them with the commensurate salary and status. To do so would be immoral and, ultimately, counter-productive as it would lead to resentment and disenfranchisement. This is about encouraging people’s capability and inviting their input to boost confidence and enhance the team’s capability. Often, we need to be more than what our Job Description says It is also important to highlight that whatever a person’s role or function is – they will definitely need to have additional capabilities to be effective. The best example of this is when we designed and delivered a range of ‘Advanced Customer Care skills’ training sessions for the Met Office a few years ago…we met so many remarkably super-bright Meteorologists, many of whom were having to make significant adjustments to answering questions from Customers that seemed to be illogical and often, obtuse. It wasn’t enough for these Meteorologists to be highly skilled at interpreting data and identifying patterns – they needed ‘Augmented skills’ to make that information accessible to members of the public (and Council workers and Air Traffic controllers and Shipping agents) and many other people, as to what that particular weather system was going to be like in their area and at what time. They have to know how to ‘de-jargonise’ the material and provide succinct, clear, and yet temperate, descriptions without ever appearing exasperated, impatient or judgmental in response to sometimes quite silly questions. For a highly trained scientist – that can be counter-intuitive. Being Philosophical... and a wee bit pretentious At the risk of being a little Philosophical (and probably a wee bit pretentious) – in my own role of Trainer – my core skills have to include – being a very good communicator, an active listener and have innovative and engaging ways to convert an idea, or a model, into practical application that my Delegates and Clients gain tangible benefits from. This is how it applies to me... I really enjoy composing short, light classical-style piano pieces. Now, to do this well, you need to be able to find a transition from one chord or melody to a different theme or key. It has to be worked out very carefully to have incremental transitions and pleasant-sounding developments as the piece unfolds. I think I have become better at this as I have honed my skills as a composer. But I have realized that these very same skills have ‘Augmented’ my ability to help a Manager, or a Team, move from a state of conflict; tension; disfunction; disenfranchisement; lack of confidence to a place that is more harmonious with far greater productivity. The very same process of careful listening, considering options, taking well-considered steps, having a creative, sometimes brave, move towards a resolution are at play in both Training and Piano Compositions! Scheduled Courses Unfortunately this course is not one that is currently scheduled as an open course, and is only available on an in-house basis. Please contact us for more information.

Embrace simplicity, mindfulness, and inner peace with our Zen Lifestyle course. Learn breathing techniques, meditation, and daily practices to live a balanced and harmonious life.

Thinking about learning Big Data? The Big Data for Business course teaches learners to understand how to manage Big Data and its use with Machine Learning. 93% off until August 31 2024.

Unlock your leadership potential with our Women Leadership course. Gain insights into leadership styles, essential skills, and strategies to overcome barriers. Empower yourself and others, build an inclusive personal brand, and lead positive change. Elevate your career with confidence and inspiration. Join now for a transformative journey in women's leadership development.

Explore strategies for effective air traffic control in our Aviation Management Course. Gain insights into airline and airport operations, safety protocols, regulatory compliance, and future trends in aviation. Elevate your expertise and navigate the complexities of air transportation with confidence.

Elevate your digital presence with our comprehensive Social Media Marketing Course – The Step By Step Guide. Learn proven strategies, industry insights, and hands-on techniques to master the art of social media promotion. From crafting compelling content to optimizing ad campaigns, this course empowers you to navigate the dynamic landscape of social media marketing with confidence. Enroll now and unlock the keys to strategic online engagement and business growth!

Discover how to live with intention and simplicity in our Minimalist Lifestyle for Beginners course. Learn practical strategies to declutter your life, boost productivity, and embrace a more meaningful existence.