To facilitate a group, family, team or organisation in thinking together around a given challenge or issue here is an opportunity to experience for real the person centred, futures planning tool – MAP (Pearpoint, Forest et. al. 1989). This is a process not a training day. Let us facilitate your planning and refocus your story whilst strengthening you and your group. This tool uses both process and graphic facilitation to help any group develop a shared vision and then to make a start on working out what they will need to do together to move towards that vision. MAPS are great for threshold moments. Is your team stuck? Want to move on, haunted by the past cannot get any useful dialogue about the future? Facing a challenging transition into a new school or setting? Leaving school? Bored with annual reviews, transition plans and review meetings? Want to find a way of making meetings and planning feel more real and engaging? Need an approach, which engages a young person respectfully together with his or her family and friends? Want the ultimate visual record of the process of a meeting, which will help everyone, keep track? Want to problem solve and plan for the future of a small or large group, service or organisation up to the size of an LEA Learning Objectives To create a shared vision To talk through the story so far and reflect upon it To name the worse nightmares that will block progress To strengthen the group by focussing on gifts and capacity To detail needs To specify an Action Plan To create a visual graphic record of the whole event Course Content The MAP process has 6 Steps: The story so far. The group is required to think back over the years to describe their collective experience of changes and events over time within their settings. Stories and events are recorded on the graphic. Building Shared Dreams. The group thinks together about what they would love to see happening for children, families and practitioners in their settings if they could have it all. If there were no constraints on time, money, resources, people or anything else what do they see happening in their imaginations? The various ideas that the group comes up with are then recorded in key words, images and colours on the MAP graphic. The purpose of this Step is to give the group a sense of direction, their North Star, an image of the place they want to work towards. Nightmare. In this Step, the group imagines the worst scenarios. What is the opposite of their dreams? How bad could it get? This is a shorter but powerful process that can give some groups more energy than dreaming together. Gifts and Capacity. In this Step the group is asked to take explicit stock of their capacities and what they already have going for them as they begin working towards the vision. This is a strong reminder for any group of the wealth of knowledge and experience that is already and always in the room. Needs. In this Step the group is invited to begin to name some of the needs they will have if they are to move forward to wards the dream and away from the nightmare. Actions. This is the final Step in the MAP and calls for individuals within the group to name a range of very specific actions (however small) that they will take within a definite time scale. This is not a time for declaring good intentions or suggesting good ideas for someone else to do. The purpose of this Step is to end the MAP process with a range of clearly understood actions that carry this planning process forward into the real world.
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Duration 2 Days 12 CPD hours This course is intended for If you are a data analyst, data scientist, or a business analyst who wants to get started with using Python and machine learning techniques to analyze data and predict outcomes, this book is for you. Basic knowledge of computer programming and data analytics is a must. Familiarity with mathematical concepts such as algebra and basic statistics will be useful. Overview By the end of this course, you will have the skills you need to confidently use various machine learning algorithms to perform detailed data analysis and extract meaningful insights from data. This course is designed to give you practical guidance on industry-standard data analysis and machine learning tools in Python, with the help of realistic data. The course will help you understand how you can use pandas and Matplotlib to critically examine a dataset with summary statistics and graphs, and extract the insights you seek to derive. You will continue to build on your knowledge as you learn how to prepare data and feed it to machine learning algorithms, such as regularized logistic regression and random forest, using the scikit-learn package. You?ll discover how to tune the algorithms to provide the best predictions on new and unseen data. As you delve into later sections, you?ll be able to understand the working and output of these algorithms and gain insight into not only the predictive capabilities of the models but also their reasons for making these predictions. Data Exploration and Cleaning Python and the Anaconda Package Management System Different Types of Data Science Problems Loading the Case Study Data with Jupyter and pandas Data Quality Assurance and Exploration Exploring the Financial History Features in the Dataset Activity 1: Exploring Remaining Financial Features in the Dataset Introduction to Scikit-Learn and Model Evaluation Introduction Model Performance Metrics for Binary Classification Activity 2: Performing Logistic Regression with a New Feature and Creating a Precision-Recall Curve Details of Logistic Regression and Feature Exploration Introduction Examining the Relationships between Features and the Response Univariate Feature Selection: What It Does and Doesn't Do Building Cloud-Native Applications Activity 3: Fitting a Logistic Regression Model and Directly Using the Coefficients The Bias-Variance Trade-off Introduction Estimating the Coefficients and Intercepts of Logistic Regression Cross Validation: Choosing the Regularization Parameter and Other Hyperparameters Activity 4: Cross-Validation and Feature Engineering with the Case Study Data Decision Trees and Random Forests Introduction Decision trees Random Forests: Ensembles of Decision Trees Activity 5: Cross-Validation Grid Search with Random Forest Imputation of Missing Data, Financial Analysis, and Delivery to Client Introduction Review of Modeling Results Dealing with Missing Data: Imputation Strategies Activity 6: Deriving Financial Insights Final Thoughts on Delivering the Predictive Model to the Client
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This Python Machine Learning online instructor led course is an excellent introduction to popular machine learning algorithms. Python Machine Learning 2-day Course Prerequisites: Basic knowledge of Python coding is a pre-requisite. Who Should Attend? This course is an overview of machine learning and machine learning algorithms in Python SciKitLearn. Practical: We cover the below listed algorithms, which is only a small collection of what is available. However, it will give you a good understanding, to plan your Machine Learning project We create, experiment and run machine learning sample code to implement a short selected but representative list of available the algorithms. Course Outline: Supervised Machine Learning: Classification Algorithms: Naive Bayes, Decision Tree, Logistic Regression, K-Nearest Neighbors, Support Vector Machine Regression Algorithms: Linear, Polynomial Unsupervised Machine Learning: Clustering Algorithms: K-means clustering, Hierarchical Clustering Dimension Reduction Algorithms: Principal Component Analysis Latent Dirichlet allocation (LDA) Association Machine Learning Algorithms: Apriori, Euclat Other machine learning Algorithms: Ensemble Methods ( Stacking, bagging, boosting ) Algorithms: Random Forest, Gradient Boosting Reinforcement learning Algorithms: Q-Learning Neural Networks and Deep Leaning Algorithms: Convolutional Network (CNN) Data Exploration and Preprocessing: The first part of a Machine Learning project understands the data and the problem at hand. Data cleaning, data transformation and data pre-processing are covered using Python functions to make data exploration and preprocessing relatively easy. What is included in this Python Machine Learning: Python Machine Learning Certificate on completion Python Machine Learning notes Practical Python Machine Learning exercises and code examples After the course, 1 free, online session for questions or revision Python Machine Learning. Max group size on this Python Machine Learning is 4. Refund Policy No Refunds
This course shows you how to apply various approaches and algorithms to solve business problems through AI and ML, follow a methodical workflow to develop sound solutions, use open-source, off-the-shelf tools to develop, test, and deploy those solutions, and ensure that they protect the privacy of users. This course includes hands-on activities for each topic area.
Give your team the opportunity to pause and reflect on what matters most to them about the work they do. The act of listening to each other creates relationship and strengthens trust and inclusion within the team – in creating a shared vision, groups of people build a sense of commitment together. Using the PATH or MAP processes of group facilitation and the creating of a large wall sized graphic we will provide a School Improvement Plan to be proud of! Course Category Visioning and Problem Solving Person Centred Planning Strategic Work Team Building and Leadership Description There is an old Japanese proverb, “Vision without action is a daydream. Action without vision is a nightmare” “There is no power for change greater than a community discovering what it cares about” MARGARET WHEATLEY – ‘TURNING TO ONE ANOTHER’ (2002) Give your team the opportunity to pause and reflect on what matters most to them about the work they do. The act of listening to each other creates relationship and strengthens trust and inclusion within the team – in creating a shared vision, groups of people build a sense of commitment together. They develop images of ‘the future we want to create together’, along with the values that will be important in getting there and the goals they want to see achieved along the way. Unfortunately, many people still think ’vision’ is the top leader’s job. In schools, the ‘vision task’ usually falls to the Headteacher and/or the governors or it comes in a glossy document from the local authority or the DfES. But visions based on authority are not sustainable. Drawing on the planning tools MAPS and PATH (Pearpoint, Forest and O’Brien 1997) and other facilitation sources we use both process and graphic facilitation to enable the group to build their picture of what they would love to see happening within their organisation/community in the future and we encourage this to be a positive naming, not just a list of the things they want to avoid. ??Let us join you to explore your vision and the ‘roadblocks’ to your vision. Testimonials “Thank you so much for the work you did with us yesterday – I have since been in 2 schools today and have spoken to an number of other colleagues who were present – all were totally overwhelmed by the session – they loved it.” “I was totally blown away, so nice to reflect and realise what a long way we have come” “That was so powerful and motivational” “Our Primary is now an OFSTED rated ‘Outstanding School’ – we were in Special Measures – the Visioning and Planning using the PATH process for 3 years has seriously contributed to this”. Learning Objectives To create a far reaching and shared vision of the future for the school team/group you are working with and ensure that each person present contributes to this To create a visual representation (a graphic) of the vision and use this to plan future actions and to inform school improvement and development plans To facilitate the group in thinking through what some of the barriers to achieving their vision are and to begin work on how these can be removed To build a sense of commitment, common purpose and trust within the team/group Who Is It For ? Headteachers School managers EIP Managers Whole staff – including everyone Course Content The facilitation of a shared vision can be delivered as a full or a half day but, unlike our other training days this day depends on your and your team’s needs and the time you have available The course will cover: Creating the vision The Story So Far Headline Themes Naming the Nightmare A Year from Now Naming Roadblocks and Barriers Building strength Who will we need to take with us on the journey towards the vision Who are we? – Gifts, Strengths and Talents Charting Specific Actions
This training is aimed at developing Person Centred Planning – for Local Authority, School or Multi Academy Trust professional teams. Parents and carers can also participate in this training. One day introduction to underlying values and practicalities of approach in schools – 100 people 2 Day skill training for 30 participants to learn PATH planning skills 1 day follow up after 3 months to problem solve issues and celebrate what achieved. Person Centred Planning (PCP) is a way of expressing a set of inclusive values through a unique range of tools and techniques. The most commonly used person centred tool with children is a PATH – and it shows these values in action. Why now? The Children and Families Act 2014 sets out clear principles for supporting and involving children and young people in all aspects of the support and planning of their special educational need. The Special Educational Needs and Disability Code of Practice: 0 – 25 years provides the statutory guidance relating to part 3 of the Children and Families Act 2014. Embedded in its principles is the need for a stronger focus on the participation of children, young people and their parents/carers in decision making at both individual and strategic levels. The use of Person Centred Approaches provides the opportunity to fulfil those principles. Working in this way ensures the CYP and their parents/carers are at the centre of all decision making and future planning. It provides an opportunity to engage directly with children and young people to discuss their needs, and plan how they can achieve the best possible outcomes. This should be integral to all planning for children and young people with Special Educational Need and Disability (SEND) throughout their lives. Education Health Care Planning processes are required to be truly person centred at every stage, including annual reviews, so understanding this way of working has never been more essential. Is this different to what we do already? This person-centred way of working offers a radical new approach to visualising planning, empowering and directly involving children and those that care about them throughout planning meetings and allowing for inclusive, creative methodology which builds on and challenges existing practice in schools. Core principles The focus of inclusive, person-centred working is first and foremost on ordinary needs and not solely on special needs. – Being somebody – Contributing by sharing gifts and capacities – Knowing people and having relationships – Having choice and control – Sharing ordinary places – being present in local spaces and having a valued role there The training is delivered by Inclusive Solutions who are Educational Psychologists with a national reputation for training and person centred planning with schools over the last 16 years. In this training, you will learn how to facilitate with a child, family, team or an organisation to think together around their preferred future or about a challenge or issue. Here is an opportunity to experience first-hand the person centred, futures planning tool – PATH (Pearpoint, Forest et. al. 1989). This course will provide participants with a practical introduction to person centred planning and approaches, including examples of best practice in using person centred approaches in schools. The course will explore the underlying values of person centred approaches, provide an introduction to the person centred planning tools and link this to national policy and guidance. Participants will gain: 1 Knowledge of person centred planning and approaches 2 An understanding of how person centred approaches can be used in schools 3 A basic knowledge of the person centred review process and where to find out more information 4 The skills to gather information about what is important to and for the children and young people they support 5 An understanding of PATH and situations in which this process could be used in school The course answers these questions: • What are person centred approaches? • How can we use person centred approaches in our school? • What is person centred thinking and how can it be used in schools? • How can we learn about what is important to and for the child or young person and share this information? • How can we make sure that the child is at the centre of their annual/transition review?
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Discover the captivating world of Botany & Reproduction in Flowering Plants with our exclusive bundle of eight comprehensive courses. Unleash your botanical curiosity and delve into the fascinating realms of plant reproduction, botany, and the basics of reproduction. With three QLS-endorsed courses, you'll receive hardcopy certificates upon completion, showcasing your expertise in this field. Additionally, we offer five CPD QS-accredited courses, providing you with a well-rounded understanding of Agricultural Science, Horticulture, Arboriculture, Mushroom Growing, and Land Management. Uncover the secrets of plant reproduction and explore the intricate processes that give rise to the dazzling array of flowering plants. Gain an in-depth understanding of botany, dissecting the wonders of plant anatomy, physiology, and taxonomy. Expand your horizons further with courses in Agricultural Science, Horticulture, Arboriculture, Mushroom Growing, and Land Management, allowing you to nurture your passion for plants while acquiring valuable knowledge. Whether you're a Forest Schooling enthusiast, a dedicated School Administrator, or a curious mind drawn to the complexities of Educational Psychology, this bundle is tailor-made for you. Expand your expertise, develop a deeper understanding of the botanical world, or enhance your professional qualifications. This bundle caters to the needs of educators, professionals in plant-related industries, nature enthusiasts, and anyone seeking to unlock the wonders of Botany & Reproduction in Flowering Plants. Key Features of the Botany & Reproduction in Flowering Plants Bundle: 3 QLS-Endorsed Courses: We proudly offer 3 QLS-endorsed courses within our Botany & Reproduction in Flowering Plants bundle, providing you with industry-recognized qualifications. Plus, you'll receive a free hardcopy certificate for each of these courses. QLS Course 01: Reproduction in Flowering Plants QLS Course 02: Botany QLS Course 03: The Basics of Reproduction 5 CPD QS Accredited Courses: Additionally, our bundle includes 5 relevant CPD QS accredited courses, ensuring that you stay up-to-date with the latest industry standards and practices. Course 01: Agricultural Science Course 02: Horticulture Course 03: Arboriculture Course 04: Mushroom Growing Course Course 05: Land Management In Addition, you'll get Five Career Boosting Courses absolutely FREE with this Bundle. Course 01: Professional CV Writing Course 02: Job Search Skills Course 03: Self-Esteem & Confidence Building Course 04: Professional Diploma in Stress Management Course 05: Complete Communication Skills Master Class Convenient Online Learning: Our Botany & Reproduction in Flowering Plants courses are accessible online, allowing you to learn at your own pace and from the comfort of your own home. Learning Outcomes: Acquire a comprehensive understanding of the reproductive processes in flowering plants. Develop an in-depth knowledge of botanical principles, including anatomy, physiology, and taxonomy. Explore the applications of Agricultural Science and its relevance in modern plant-related industries. Gain practical insights into Horticulture and learn about effective plant cultivation techniques. Understand the principles of Arboriculture and develop the skills to manage trees effectively. Discover the intricacies of Mushroom Growing and learn the techniques for successful cultivation. Explore the fundamentals of Land Management and its role in preserving natural ecosystems. Immerse yourself in the enchanting world of Botany & Reproduction in Flowering Plants with our comprehensive bundle. Uncover the mysteries of plant reproduction, deepen your knowledge of botany, and explore a wide range of plant-related subjects. This bundle offers a collection of three QLS-endorsed courses, which provide hardcopy certificates upon completion, along with five CPD QS-accredited courses. Dive into the theoretical aspects of plant sciences and expand your understanding without relying on online tutorials, quizzes, or video lectures. CPD 270 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Educators seeking to enhance their knowledge of Botany & Reproduction in Flowering Plants. Professionals in plant-related industries aiming to broaden their expertise. Nature enthusiasts and individuals with a passion for the botanical world. School administrators interested in gaining insights into plant sciences. Career path Ecologist - Salary Range: £25,000 to £45,000 per year Plant Scientist - Salary Range: £30,000 to £55,000 per year Horticulturist - Salary Range: £20,000 to £30,000 per year Arborist - Salary Range: £25,000 to £35,000 per year Mushroom Cultivator - Salary Range: £20,000 to £30,000 per year Land Manager - Salary Range: £30,000 to £60,000 per year Certificates Digital certificate Digital certificate - Included Hard copy certificate Hard copy certificate - Included