Duration 4 Days 24 CPD hours This course is intended for This course is designed for data scientists with existing knowledge of Python and machine learning frameworks like Scikit-Learn, PyTorch, and Tensorflow, who want to build and operate machine learning solutions in the cloud. Overview Learn how to operate machine learning solutions at cloud scale using Azure Machine Learning. This course teaches you to leverage your existing knowledge of Python and machine learning to manage data ingestion and preparation, model training and deployment, and machine learning solution monitoring in Microsoft Azure. Learn how to operate machine learning solutions at cloud scale using Azure Machine Learning. This course teaches you to leverage your existing knowledge of Python and machine learning to manage data ingestion and preparation, model training and deployment, and machine learning solution monitoring with Azure Machine Learning and MLflow. Prerequisites Creating cloud resources in Microsoft Azure. Using Python to explore and visualize data. Training and validating machine learning models using common frameworks like Scikit-Learn, PyTorch, and TensorFlow. Working with containers AI-900T00: Microsoft Azure AI Fundamentals is recommended, or the equivalent experience. 1 - Design a data ingestion strategy for machine learning projects Identify your data source and format Choose how to serve data to machine learning workflows Design a data ingestion solution 2 - Design a machine learning model training solution Identify machine learning tasks Choose a service to train a machine learning model Decide between compute options 3 - Design a model deployment solution Understand how model will be consumed Decide on real-time or batch deployment 4 - Design a machine learning operations solution Explore an MLOps architecture Design for monitoring Design for retraining 5 - Explore Azure Machine Learning workspace resources and assets Create an Azure Machine Learning workspace Identify Azure Machine Learning resources Identify Azure Machine Learning assets Train models in the workspace 6 - Explore developer tools for workspace interaction Explore the studio Explore the Python SDK Explore the CLI 7 - Make data available in Azure Machine Learning Understand URIs Create a datastore Create a data asset 8 - Work with compute targets in Azure Machine Learning Choose the appropriate compute target Create and use a compute instance Create and use a compute cluster 9 - Work with environments in Azure Machine Learning Understand environments Explore and use curated environments Create and use custom environments 10 - Find the best classification model with Automated Machine Learning Preprocess data and configure featurization Run an Automated Machine Learning experiment Evaluate and compare models 11 - Track model training in Jupyter notebooks with MLflow Configure MLflow for model tracking in notebooks Train and track models in notebooks 12 - Run a training script as a command job in Azure Machine Learning Convert a notebook to a script Run a script as a command job Use parameters in a command job 13 - Track model training with MLflow in jobs Track metrics with MLflow View metrics and evaluate models 14 - Perform hyperparameter tuning with Azure Machine Learning Define a search space Configure a sampling method Configure early termination Use a sweep job for hyperparameter tuning 15 - Run pipelines in Azure Machine Learning Create components Create a pipeline Run a pipeline job 16 - Register an MLflow model in Azure Machine Learning Log models with MLflow Understand the MLflow model format Register an MLflow model 17 - Create and explore the Responsible AI dashboard for a model in Azure Machine Learning Understand Responsible AI Create the Responsible AI dashboard Evaluate the Responsible AI dashboard 18 - Deploy a model to a managed online endpoint Explore managed online endpoints Deploy your MLflow model to a managed online endpoint Deploy a model to a managed online endpoint Test managed online endpoints 19 - Deploy a model to a batch endpoint Understand and create batch endpoints Deploy your MLflow model to a batch endpoint Deploy a custom model to a batch endpoint Invoke and troubleshoot batch endpoints
DevOps training course description This course is an introduction to DevOps. The course emphasizes communication, collaboration , integration, and automation to improve the workflow between developers and IT operations professionals. Improved workflows lead to more opportunities to design software and services in a more agile fashion. This course is a basis for discovering the most important DevOps concepts and to understand the principles and methods behind this. The course will leave you with the inspiration to be the advocate of change. What will you learn Explain DevOps principles. Describe the relationship between Agile , Lean and IT Service Management ( ITSM). Describe methods for automation and technology factors. Describe considerations when changing. Describe challenges, risks and critical success factors. DevOps training course details Who will benefit: IT development, IT operations and IT service management. Prerequisites: Introduction to data communications & networking. Duration 2 days DevOps training course contents Why DevOps? Introduction DevOps Goals DevOps Added value of DevOps Proven Results DevOps for businesses DevOps principles (The Three Ways) DevOps and other frameworks DevOps and Agile DevOps and Lean DevOps and IT Service Management DevOps culture Characteristics of a DevOps culture Organizational Considerations DevOps DevOps stakeholders DevOps roles DevOps teams DevOps organizational structures DevOps methods Continuous Integration Continuous delivery Continuous deployment Value stream mapping Kanban Theory of Constraints Improvement Kata Deming's quality circle ITSM processes DevOps and Automation Methods for DevOps automation Longevity and tools categories DevOps applications Transitioning to a DevOps culture. Implementation Challenges, risks and critical success factors Measuring DevOps successes
This workshop gives an opportunity to focus on the emotional needs of children and young people and how to meet these. We lift the lid on an emerging urgent inclusion issue, meeting the emotional well being of all children. In one year 1300 young men committed suicide in the UK. In the UK the commonest cause of death among those aged 16-35 is suicide. Online Course now available via Teachable Platform – Understanding children’s Emotional Needs Learn at your own pace… lots of text and video support Course Category Behaviour and Relationships Meeting emotional needs Early Years Inclusion Description This workshop gives an opportunity to focus on the emotional needs of children and young people and how to meet these. We lift the lid on an emerging urgent inclusion issue, meeting the emotional well being of all children. In one year 1300 young men committed suicide in the UK. In the UK the commonest cause of death among those aged 16-35 is suicide. 1 in 4 women experience domestic violence and 2 women a week are killed by a current or ex partner. We need to find ways to allow children to unclench their hearts and learn to experience, process, communicate and manage their own emotional lives for their own and for the good of the wider community. Testimonials Be the first…. Learning Objectives Increased understanding of emotional needs Access to a wider range of practical strategies to impact on meeting emotional and behaviour problems Deeper understanding of core values surrounding inclusion Opportunity to reflect on professional attitudes and behaviour towards children and their emotional challenges New skills and processes to make emotionally challenged children’s inclusion and achievement more successful Who Is It For ? Early years and school based practitioners Key workers Teaching Assistants with support roles Heads and deputies SENCOs Advanced skills teachers Primary and secondary classroom teachers Parents Local authority support services Course Content Shared experiences of teaching and parenting around emotional well being Circle of Courage as away of understanding emotional needs Fathers, mothers and sons and daughters Drinking and drugs, filling the emotional void Depression and suicide Anger and violence Solution Circle Problem Solving What children really need
Duration 3 Days 18 CPD hours This course is intended for This course is intended for Solution Architects Overview At the end of this course, you will be able to: Apply the AWS Well-Architected Framework Manage multiple AWS accounts for your organization Connect an on-premises datacenter to AWS cloud Move large data from an on-premises datacenter to AWS Design large datastores for AWS cloud Understand different architectural designs for scalability Protect your infrastructure from DDoS attack Secure your data on AWS with encryption Enhance the performance of your solutions Select the most appropriate AWS deployment mechanism Building on concepts introduced in Architecting on AWS, Advanced Architecting on AWS is intended for individuals who are experienced with designing scalable and elastic applications on the AWS platform. Building on concepts introduced in Architecting on AWS, this course covers how to build complex solutions which incorporate data services, governance, and security on AWS. This course introduces specialized AWS services, including AWS Direct Connect and AWS Storage Gateway to support Hybrid architecture. It also covers designing best practices for building scalable, elastic, secure, and highly available applications on AWS. Module 1: AWS Account Management Multiple accounts Multi-account patterns License management Manage security and costs with multiple accounts AWS Organizations AWS Directory Service Hands-on lab: Multi-VPC connectivity using a VPN Module 2: Advanced Network Architectures Improve VPC network connections Enhance performance for HPC workloads VPN connections over AWS AWS Direct Connect AWS Transit Gateway Amazon Route 53 Exercise: Design a hybrid architecture Module 3: Deployment Management on AWS Application lifecycle management Application deployment using containers AWS Elastic Beanstalk AWS OpsWorks AWS CloudFormation Module 4: Data Optimize Amazon S3 storage Amazon ElastiCache AWS Snowball AWS Storage Gateway AWS DataSync Backup and archival considerations Database migration Designing for big data with Amazon DynamoDB Hands-on lab: Build a failover solution with Amazon Route 53 and Amazon RDS Module 5: Designing for large scale applications AWS Auto Scaling Migrating over-provisioned resources Blue-green deployments on AWS Hands-on lab: Blue-green deployment with AWS Module 6: Building resilient architectures DDoS attack overview AWS Shield AWS WAF Amazon GuardDuty High availability using Microsoft SQL Server and Microsoft SharePoint on AWS High availability using MongoDB on Amazon EC2 AWS Global Accelerator Hands-on lab: CloudFront content delivery and automating AWS WAF rules Module 7: Encryption and data security Encryption primer DIY key management in AWS AWS Marketplace for encryption products AWS Key Management Service (AWS KMS) Cloud Hardware Security Module (HSM) Comparison of key management options Hands-on lab: AWS KMS with envelope encryption
Peer Support as an anti-bullying strategy for schools is now routinely recommended by the DCSF and Ofsted. Many schools in the UK have individual schemes which show good practice within their own setting. However, it is rare to find co-ordination of multiple schemes within a Local Authority , or part of a Local Authority, or even within families or clusters of schools. Course Category Behaviour and Relationships Inclusion Peer Support Meeting emotional needs Description Peer Support as an anti-bullying strategy for schools is now routinely recommended by the DCSF and Ofsted. Many schools in the UK have individual schemes which show good practice within their own setting. However, it is rare to find co-ordination of multiple schemes within a Local Authority , or part of a Local Authority, or even within families or clusters of schools. Coordination of schemes provides opportunities for networking, sharing ideas, and mutual support amongst both adults and young peer supporters creates excellent practice. This approach also leads to: Stability and consistency of training A wealth of back up materials for adults and young people Consistent telephone and email support Opportunities for professional development for teachers, Teaching assistants and Learning Mentors Opportunity for national accreditation from MBF Testimonials The Mentoring and Befriending Foundation described this scheme as “a benchmark for Local Authorities Learning Objectives To discover how a centrally led Peer Support scheme enhances and promotes anti-bullying work across a number of schools. To take away from the day the means and the inspiration to set up a local scheme. To deepen insight into impact of strategic approach to peer support To learn about a real way of reducing bullying across a Local Authority Who Is It For ? Suitable for Anti-Bullying Leads Behaviour Support staff CAHMS TAHMS Learning Support and Guidance Staff Childrens Services Support Services Educational Psychologists Course Content The training day will be led by Inclusive Solutions, and a representative from a Local Authority who has successfully managed such a scheme for 10 years. This will be an interactive day with lots of opportunity for questions and exploration. What the day includes: How this work fits with an Inclusive Local Authority Key aspects and issues in running multiple Peer Support schemes from the centre Graphics workshop The 3 legged stool of Peer Support: Selection, Training and Supervision A chance to view and purchase some of the nationally accredited materials successfully used and developed over many years. f you liked this course you may well like: PEER COUNSELLING AS AN ANTI-BULLYING STRATEGY
PMI® Authorized PMP® Exam Preparation is a four-day course which will help delegates to build on their knowledge in every area of project and program management skill development. This certification positions learners to successfully complete the Project Management Professional (PMP)® examination.
Course Category Team Building and Leadership Visioning and Problem Solving Strategic Work Online Course now available via Teachable Platform – Chairing Meetings Learn at your own pace… lots of text and video support Description Meetings can be dreadful and bad chairing makes them worse. On this day we look at transformational person centred approaches to approaching the chairing of meetings. We provide deeper insights into the psychological processes that make this role challenging. ‘Best Saves’ for those really difficult moments when chairing meetings are creatively explored. We provide a practical, skill based and creative approach best delivered over 2 days. Testimonials “One of the most valuable things I have come across in the whole year” Learning Objectives To identify characteristics of meetings that matter- what excellent chairing looks like To strengthen person centred dimensions to chairing meetings To clarify the meetings we never want to be part of To create a visual graphic and words that uniquely illuminate what great meetings and chairing looks like To explore the various hats that group members and chairs can wear For participants to improve their chairing skills by receiving feedback To explore how to bring creativity into stuck meetings To Explore psychodynamic processes of resistance, projection, splitting and transference- as well as how to process these dynamics Who Is It For? Anyone who has to chair meetings Course Content Setting a Good tone/Exploring the ‘whole elephant’ – story so far of experience in chairing meetings – good and bad meetings – graphiced timeline and highs and lows of story so far Meetings I do not want – negative chairing…. Thinking Hats and Values – linked to role of chair – where are hats when things are going well and where are they when things are not? Our shared vision for great meetings and excellent chairing? Personal planning for future chairing – what do I need to get better at – what should I manage? Specific skill teaching – re when things go wrong – eg tears, personal attacks, talking in side conversations, silent members, lack of contribution, anger and so on…‘best saves’ explored with group – using live role play – with one chair Solution Circle demonstration – chairing skills/problem solving modelled – approach when teams stuck… Emotional elements of chairing – ‘its not personal’ – splitting, projection, transference explored and ‘handling projections’ activity Vision and Road Blocks – small groups chaired and minuted – creative problem solving – Blocks to vision of great meetings creatively removed or worked around
In line with OFSTED expectations make sure NQTs are up to speed on effective behaviour management and relationship building in the classroom. Course Category Behaviour and Relationships Meeting emotional needs Inclusion Description This is our lead workshop/training day on behaviour and relationship work aimed at NQTs. Recent OFSTED changes make Behaviour and Classroom management of NQTs a particular focus for inspections. Are your NQTs teaching the behaviours children need to succeed? Can they articulate these behaviours? This training provides a values primer and a practical guide to successful innovative strategies for improving behaviour and strengthening relationships for challenging children and young people of all ages. Not just another day on ‘Behaviour Management’ – our day goes well beyond a rewards and sanctions approach to ‘behaviour’. We will be focused on those young people for whom rewards and punishments do not always work and who confuse the adults who work with them. We aim to take a relationships based approach and to give those attending an opportunity to think more deeply about why young people do the things they do and what our part as adults is in creating, sustaining and changing these behaviours. The day gives those present opportunities to reflect on their attitudes and practice in relation to children’s behaviour and relationship building. If your usual approaches to managing behaviour aren’t working with particular individuals then take a tour through this range of cutting edge strategies for bringing about positive behaviour change, and for meeting challenging emotional needs. Learning Objectives Reinforce and affirm good practice Re-energise, stimulate and challenge thinking about inclusion of challenging young people and children Increased understanding about behaviour and emotions Increased confidence in managing challenging pupils in childcare settings mainstream schools Access to a wider range of practical strategies to impact on behaviour problems Opportunity to reflect on professional attitudes and behaviour towards families and children and young people Learn new skills and processes to make inclusion successful Who Is It For? Primary and secondary NQTs Course Content The course answers the questions: Are there any new ways to include our most challenging young people? Should we focus on behaviour or relationships? How do we go about including high profile children or young people? Can we find an alternative to exclusion? – What would a relationship policy look like? The following are some of the key themes and tools we are likely to explore during the day Getting the welcome right for the most challenging Encouraging Getting the best from the most challenging Circle of Courage Belonging Achievement Generosity Independence Active listeningV Listening to the person underneath the behaviour Compass of Shame – which directions do children and young people head when they feel shame? And what helps children work through these feelings in more healthy ways? Involving other children and young people in solutions and interventions Circles of friends:Peer supportCounselling and mediationTeam Problem Solving Solution Circles:A 30 minute group problem solving process to get Teams ‘unstuck’ and to generate positive first action steps
A Solution Circle is a 30 minute creative Problem Solving Process for getting unstuck…Ideal for busy people! lt was designed by Marsha Forest & Jack Pearpoint. This is a short and powerful tool. It is effective in getting “unstuck” from a problem in life or work. Solution Circles are tools of “community capacity”. It assumes and demonstrates that nearby people – in any community or work place have the capacity to help – if asked. It requires a person to ASK – not an easy thing in our culture of privacy and “do it alone”. This tool puts all the values we espouse into practice and demonstrates that TOGETHER WE’RE BETTER. Course Category Problem Solving Description A Solution Circle is a 30 minute creative Problem Solving Process for getting unstuck…Ideal for busy people! lt was designed by Marsha Forest & Jack Pearpoint. This is a short and powerful tool. It is effective in getting “unstuck” from a problem in life or work. Solution Circles are tools of “community capacity”. It assumes and demonstrates that nearby people – in any community or work place have the capacity to help – if asked. It requires a person to ASK – not an easy thing in our culture of privacy and “do it alone”. This tool puts all the values we espouse into practice and demonstrates that TOGETHER WE’RE BETTER. In this training you will learn how to set up and facilitate Solution Circles Learning Objectives For participants to learn how to facilitate a Solution Circle For participants to understand the underlying rationale and ethos of this way of working For participants to learn the power of team work and problem solving when including challenging individuals Who Is It For? Team Around the Child agencies Parents and Professional working together Families Multi Agency Teams Social workers CAMHS teams Year Managers Primary and secondary staff teams Early Years and School based Practitioners Heads and Deputies SENDCOs Advanced Skills Teachers Primary and secondary teachers Local Authority Support Services Course Content This can be introduced in a twilight, half day or even a full day workshop with individualised coaching. We will provide background context for this approach and will directly model the process with real live issues facing participants. So bring your most challenging concerns to this training. The course answers the questions: What to when you are stuck Can we find an alternative to permanent exclusion or special unit or school placement? Struggling with a child for whom praise is ineffective? Feeling isolated in your responses to a child’s needs? Worried about where your instinctive reactions are leading you? Cannot seem to get any consensus view of a young person’s behaviour/needs amongst all the family and professionals involved – is everyone pulling in different directions? We will cover: Setting the tone Background and detailed teaching of process Inclusion values underpinning this work Graphic and process facilitation skills Processes modelled and opportunities to try process out with coaching Practical setting up of insights and solutions circles Lessons learned
This course is an exploration of our understanding of structural racism in the UK and provides a good foundation for anyone wanting to be a responsible ally. Are you working with young people, but struggling with conversations about race? Are you worried that you have been getting it wrong when it comes to race? Do you have questions about race that you are afraid to ask? This course is for you. Description Racism is a real problem in the UK, but it is much more hidden and covert than it has been in the past. People know its not ok to say the ’N-word’, but sadly, racism has permeated British society much more deeply than this. On this course we will help redefine the idea of racism and explain the complex nature of its modern day manifestation. We will explore how to talk with young people about race and particularly how to challenge when racism occurs. To achieve this, we need to start with ourselves. We will cover the idea of Unconscious Bias making us react differently to people based on our socialisation. We will cover the concept of White Privilege making it difficult for white people to get into the shoes of someone of another race. We will cover the concept of micro-aggressions that are difficult to report to a superior because they may be misconstrued as a mere “interpretation” of the situation and not an incident of racism. We will introduce the idea of the “racism binary”, and how we need to become more accountable for our own actions, and instead of getting offended, take responsibility when someone says something we did or said was racist. This can lead to a much more useful conversation than trying to defend yourself by saying “I’m not racist”. When we live in a world where racism doesn’t exist, only then can we say “I don’t see colour”, because it does exist, and it does have an impact on peoples lives. When racist incidents happen, people get hurt. Unfortunately, it is an all too familiar feeling for a lot of people in the UK who have been forced to accept it as part of life. Most of these situations will never be resolved, because they will never be reported. Poor handling of racist incidents teach young people not to say anything, thinking it will only make the situation worse. A lot of people believe that racism is never going away, because their experiences have confirmed this belief. There is a lot of work to be done, and the time is now. This course is an exploration of our own socialisation and personal expressions of race, which will leave you feeling positive and hopeful about the future. Be bold, and join us on this journey into the ever growing multicultural melting pot. Enquire for more information about this thought provoking training day. Learning objectives Develop understanding of modern racism in the UK Strengthen knowledge of key terminology Understanding how to think like an “Ally” Explore strategies for dealing with racism when we encounter it Developing our confidence and ability to hold conversations with young people about race Who is it for? Leadership teams seeking guidance and reflection Multi Agency Teams Social workers CAMHS teams Year Managers Primary and secondary staff teams College staff Early Years and School based Practitioners Heads and Deputies SENCOs Advanced Skills Teachers Primary and secondary teachers Local Authority Support Services Voluntary Organisations People who want to “get it right” Content AM What makes a good welcome? Why don’t we talk about race? History of racism in the UK Definition of modern racism – how racism manifests in a post-racist world Unconscious bias The ‘racism binary’ – taking accountability for our words/actions Examining our privilege What does your race mean to you? PM Trust and difference exercises – how can we become more trustworthy? What is good Allyship? What to do and what not to do Strategies for dealing with racism incidents Restorative Justice How can we create dialogue with young people about race? Affinity groups What does the ideal workplace/school look like? What actions will we take away?