1329 FEEL courses in Cardiff delivered Live Online

Duration 3 Days 18 CPD hours This course is intended for This course is suitable for anyone responsible for configuring, managing or supporting a Veeam Availability Suite v10 environment. Overview After completing this course, attendees should be able to: Describe Veeam Availability Suite components usage scenarios and relevance to their own environment. Effectively manage data availability in on-site, off-site, cloud and hybrid environments. Ensure both Recovery Time Objectives (RTOs) and Recovery Point Objectives (RPOs) are met. Install and configure Veeam Availability Suite into their environment, ensuring data is protected effectively. Adapt with an organization's evolving technical, business and regulatory needs. Ensure recovery is possible, effective, efficient, secure and compliant with business and legal requirements. Provide visibility of the business data assets, and produce effective reports and dashboards to monitor performance and risks. Conduct basic troubleshooting and analysis of their Veeam Availability Suite environment. This three-day, technical deep dive Veeam© Availability Suite? v10: Configuration and Management training course is focused on teaching IT professionals the skills to configure, manage and support a Veeam Availability Suite v10 solution. With extensive hands-on-labs, the class enables administrators and engineers to effectively manage data in an ever-changing technical and business environment, bringing tangible benefit to businesses in the digital world. Introduction Describe RTOs and RPOs, what they mean for your business, how to manage and monitor performance against them The 3-2-1 Rule and its importance in formulating a successful backup strategy Identify key Veeam Availability Suite components and describe their usage scenarios Building Backup Capabilities Backup methods, the appropriate use cases and impact on underlying file systems Create, modify, optimize and delete backup jobs, including NAS Backup jobs. Explore different tools and methods, such as BitLooker? and Deduplication, to maximize environment performance Global Settings and their usage to prevent production performance bottlenecks, encrypt network traffic data and control network jurisdiction Restoring from Backup Identify and describe the different restore tools and their features. Ensure you have the confidence to use the correct restore tool at the right time Using Secure Restore to prevent the restoration of malware Disaster recovery from backup, respond accordingly to a variety of real-world recovery scenarios Backup Copy Jobs Simple vs Advanced Backup Copy Jobs, how to create and modify them using best practices to ensure efficient recovery Utilizing tape jobs, how to create and modify Replication Identify and describe the options available for replication, the use cases and impacts of using Create, modify and delete replication jobs, outline considerations to ensure success Failover Identify and describe in detail, failover features and the appropriate usage Develop, prepare and test failover plans to ensure recovery Disaster recovery from replica, respond accordingly to a variety of real-world recovery scenarios Advanced Repository Capabilities Ensure efficiency by being able to select appropriate transport modes while being aware of the impact of various backup functions on the infrastructure Ensure scalability by integrating off-site S3 storage Ensure compatibility with existing deduplication appliances Testing Backup and Replication Testing backups and replicas to ensure you can recover, what you need, when you need to Configure Veeam DataLabs? and setup sandbox environments based on backup, replicas and storage snapshots Using Veeam DataLabs Staged Restore to manage and comply with General Data Protection Regulation (GDPR) legislation before releasing restores to production Veeam Backup Enterprise Manager Manage multiple Veeam Backup & Replication? installations from a single web console, maintaining a view of your entire virtual environment, ensuring data protection of ROBO and Enterprise environments. Create user and group roles, delegate workloads whilst maintaining data control Enable encryption password loss protection, helping to restore encrypted data in case of lost or forgotten encryption passwords Veeam ONE Monitor your Virtual, Physical and Cloud environments with Veeam ONE? and assess the different views available Configure Veeam ONE for your specific technical and business requirements, describe the alarm options available and how to customize their usage Set up, use and customize Veeam ONE Reporter, creating the reports and dashboards you require technically and for the business Support Locate, migrate or restore backup configuration Identify and locate appropriate support resources Troubleshooting methodology to identify, isolate and remediate support issues Additional course details: Nexus Humans VEEAM-VMCE Availability Suite v10.0: Configuration and Management training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the VEEAM-VMCE Availability Suite v10.0: Configuration and Management course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

Duration 4 Days 24 CPD hours This course is intended for Administrators, architects, and business leaders who manage Nutanix clusters in the datacenter Managers and technical staff seeking information to drive purchase decisions Anyone who is seeking the Nutanix Certified Professional - Multicloud Infrastructure (NCP-MCI) certification Overview During this program, attendees will: Develop a working knowledge of the Nutanix product family. Understand the requirements and considerations involved in setting up a Nutanix cluster. Familiarize themselves with cluster management and monitoring via the Prism web console. Learn how to create, manage, and migrate VMs, set up data protection services, and plan for business continuity. Understand how to plan and handle upgrades, assess future requirements, and create what-if scenarios to adress scaling for business needs. The Nutanix Enterprise Cloud Administration (ECA) course enables administrators (system, network, and storage) to successfully configure and manage Nutanix in the datacenter. The course covers many of the tasks Nutanix administrators perform through the use of graphical user interfaces (GUIs) and command line interfaces (CLIs). It also provides insight into a Nutanix cluster?s failover and self-healing capabilities, offers tips for solving common problems, and provides guidelines for collecting information when interacting with Nutanix Support Introduction The section describes the Nutanix HCI solution, walks you through the components of the Nutanix Enterprise Cloud, and explains the relationship between physical and logical cluster components. Managing the Nutanix Cluster In this section, you will use the Prism console to monitor a cluster, configure a cluster using various interfaces, use the REST API Explorer to manage the cluster, and learn how to deploy Nutanix-specific PowerShell cmdlets. Securing the Nutanix Cluster This section shows how to secure a Nutanix cluster through user authentication, SSL certificate installation, and cluster access control. Acropolils Networking This section explains how to configure managed and unmanaged Acropolis networks and describes the use of Open vSwitch (OVS) in Acropolis. You will learn how to display and manage network details, differentiate between supported OVS bond modes, and gain insight into default network configuration. VM Management This section shows you how to upload images, and how to create and manage virtual machines. Health Monitoring and Alerts In this section, you will use the Health Dashboard to monitor a cluster?s health and performance. You will also use Analysis Dashboard to create charts that you can export with detailed information on a variety of components and metrics. Distributed Storage Fabric This section discusses creating and configuring storage containers, including the storage optimization features: deduplication, compression, and erasure coding. AHV Workload Migration Using Nutanix Move, this section shows how to migrate workloads to a cluster running AHV. This is followed by a lab where a VM running on a Nutanix cluster configured with ESXi is migrated to a Nutanix cluster running AHV. File and Volumes This section gives you detailed information on Nutanix Volumes, which provides highly available, high-performance block storage through a few easy configuration steps. It also discusses Nutanix Files. Understanding Infrastructure Resiliency This section shows how Nutanix provides comprehensive data protection at all levels of the virtual datacenter: logical and physical. Data Protection Data can be replicated between Nutanix clusters, synchronously and asynchronously. This section shows how to configure a Protection Domain (PD) and Remote Sites, recover a VM from a PD, and perform a planned failover of a PD. Prism Central Having discussed and used Prism Element earlier, this section looks at the capabilities of Prism Central. With the added functionality provided by a Pro license, the focus is on features related to monitoring and managing multiple activities across a set of clusters. Monitoring the Nutanix Cluster This section shows you where to locate and how to interpret cluster-related log files. In addition, you will take a closer look at the Nutanix Support Portal and online help. Cluster Management and Expansion This section outlines essential life-cycle operations, including starting/stopping a Nutanix cluster, as well as starting/shutting down a node. You will also learn how to expand a cluster, manage licenses, and upgrade the cluster?s software and firmware. Remote Office Branch Office (ROBO) Deployments In this section, you will understand various configurations and requirements specific to a ROBO site. This includes hardware/software, Witness VM, networking, failure and recovery scenarios for two-node clusters, and the seeding process. Additional course details: Nexus Humans NECA: Nutanix Enterprise Cloud Administration training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the NECA: Nutanix Enterprise Cloud Administration course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

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First Aid for Pets Course Overview The "First Aid for Pets" course is designed to equip learners with essential knowledge and skills to respond effectively to a variety of emergency situations involving pets. This course covers key topics such as handling injuries, treating burns, managing breathing problems, and performing CPR on animals. It provides a clear understanding of the symptoms and treatments for common pet emergencies, ensuring that learners feel confident and prepared to care for pets in critical conditions. On completion, learners will be able to act quickly and competently in emergencies, improving their ability to manage animal health crises. Course Description This course delves into the fundamentals of pet first aid, offering an in-depth exploration of a range of emergency situations pets may face. Topics include treating fractures, burns, and stings, managing choking and drowning, and addressing common health issues such as dehydration, fever, and poisoning. Learners will also gain knowledge on handling pets during emergencies and performing life-saving procedures like CPR. With a focus on both preventative care and urgent interventions, the course offers a comprehensive learning experience. By the end, learners will have a solid foundation in managing pet health emergencies and will be able to provide immediate care in critical situations. First Aid for Pets Curriculum Module 01: Basics of First Aid Module 02: Handling Fracture and Injuries Module 03: Stings, Bites and Burns Module 04: Impalement Injuries, Drowning and Choking Module 05: Pet First Aid for Fainting, Fever and Dehydration Module 06: First Aid for Breathing Problems Module 07: Diarrhoea and Vomiting Module 08: Treatment for Difficult Labour and Poisoning Module 09: Straining, Sunburn and Wounds Module 10: Shock and Regular Check-Ups Module 11: Cardiopulmonary Resuscitation (CPR) Module 12: Tips for Handling Pets (See full curriculum) Who is this course for? Individuals seeking to enhance their ability to manage pet emergencies. Professionals aiming to develop skills for pet care and animal welfare. Beginners with an interest in animal health and emergency response. Pet owners wanting to improve their emergency preparedness for their animals. Career Path Pet care assistant Veterinary support roles Animal welfare officer Pet first aid trainer Animal shelter worker

Jennifer Holloway delivers keynotes, workshops and webinars for clients, both online and in person (no public courses are run). Here’s a selection of existing sessions to give you a flavour of what’s available (though new ones are being designed all the time, so if you don’t see what you need, just ask): Personal Brand – What? How? Why? An introduction to the subject of personal branding, this session explains what a personal brand is, why you already have one and how to define it so you can remain authentic at all times. Delivered as a 45-minute or 60-minute session x People Buy People – So Who Are You Selling? You want people to buy your personal brand…but what exactly is it? This session challenges people to think in a new way about what they bring to the table and what makes them tick, kicking off the process of defining their personal brand. Delivered as a 90-minute or 120-minute session x Discover Your Personal Brand When you really dig into the detail of not just what you offer but who you are, that’s when you discover your unique selling point. This session provides a step-by-step process to highlight your individuality and put it clearly into words. Delivered as a half-day or full-day session xx Deliver Your Personal Brand With Impact Every time you come into contact with people – whether online, on the phone or in person – they’re picking up clues about you. This session shares practical tips and techniques to ensure those clues create a positive impression. Delivered as a 120-minute or half-day session x Articulate Your Achievements To get the most from your personal brand you have to shine a light on the value you bring, but if you can’t communicate what that value is, you could be missing out. This session provides an easy-to-follow formula to set out your credentials in a subtle, yet very effective way. Delivered as a 60-minute or 90-minute session x How To Create A LinkedIn Profile To Be Proud Of Many of us have a LinkedIn profile, but how many of us are 100% certain it’s creating a positive impression? This session focuses on how to polish up your photo, headline and summary to get you noticed for the right reasons. Delivered as a 45-minute or 60-minute session x Networking For People Who Need Help Networking Some people are natural networkers – meeting people and building relationships with ease – but many feel less confident, unsure how to kick-start the process. This session offers easy-to-implement tips for connecting both in-person and online. Delivered as a 45-minute or 60-minute session And for those wanting an in-depth approach to developing their personal brand: Making The Most Of Your Personal Brand This programme delivers the full-monty: from learning what a personal brand is, to defining what your own brand is, to getting feedback on how others view your brand, to learning how to share your brand both in person and online. x It’s restricted to smaller groups, so every delegate gets individualised support, advice and feedback, plus it fosters an open and collaborative environment for each cohort. Delivered as blend of in-person and online learning, or entirely online

About this course This practical course will help primary teachers to understand the purpose of assessment in history and consider current best practice. We will explore ways of continuing to improve the quality of teaching and learning in history through effective assessment strategies. We will go through practical ideas and resources to enliven teaching and learning in history and provide opportunities for assessment. This course will provide guidance and support to help develop the accuracy of teacher judgements. During the course, we will look at examples of writing and outcomes from different schools and consider how these outcomes demonstrate progress and attainment in history. Outcomes • understand the purpose of assessment in history • consider current best practice • explore ways of continuing to improve the quality of teaching and learning in history through effective assessment strategies • explore practical ideas and resources to enliven teaching and learning in history and provide opportunities for assessment • provide guidance and support to help develop the accuracy of teacher judgements Course leader The course is led by Steven Kenyon. Steven is a member of the Historical Association’s primary committee, having worked as a primary school teacher and then Deputy Head Teacher between 2004 and 2018. He joined Lancashire Professional Development Service in April 2018 as a Teaching and Learning Consultant for Primary History and English. He works closely with Lancashire Archives to promote and develop local history work in primary schools. This year he is a judge for the Historical Association's Young Quills Awards.

Duration 1 Days 6 CPD hours This course is intended for This course is intended for the following participants: Individuals planning to deploy applications and create application environments on Google Cloud Developers, systems operations professionals, and solution architects getting started with Google Cloud. Executives and business decision makers evaluating the potential of Google Cloud to address their business needs. Overview This course teaches participants the following skills: Identify Google Cloud counterparts for AWS IaaS, AWS PaaS, AWS SQL, AWS Blob Storage, AWS Application Insights, and AWS Data Lake Configure accounts, billing, projects, networks, subnets, firewalls, VMs, disks, auto scaling, load balancing, storage, databases, IAM, and more Manage and monitor applications Explain feature and pricing model differences This course with labs introduces AWS professionals to the core capabilities of Google Cloud Platform (GCP) in the four technology pillars: networking, compute, storage, and database. It is designed for AWS Solution Architects and SysOps Administrators familiar with AWS features and setup and want to gain experience configuring GCP products immediately. With presentations, demos, and hands-on labs, participants will get details of similarities, differences, and initial how-tos quickly. Introducing Google Cloud Explain the advantages of Google Cloud. Define the components of Google's network infrastructure,including: Points of presence, data centers, regions, and zones. Understand the difference between Infrastructure-as-a-Service (IaaS) and Platform-as-a-Service (PaaS) Getting Started with Google Cloud Identify the purpose of projects on Google Cloud Platform. Understand how AWS?s resource hierarchy differs from Google Cloud?s. Understand the purpose of and use cases for Identity and Access Management. Understand how AWS IAM differs from Google Cloud IAM. List the methods of interacting with Google Cloud Platform. Launch a solution using Cloud Marketplace. Virtual Machines in the Cloud Identify the purpose and use cases for Google Compute Engine. Understand the basics of networking in Google Cloud Platform. Understand how Amazon VPC differs from Google VPC. Understand the similarities and differences between Amazon EC2 and Google Compute Engine. Understand how typical approaches to load-balancing in Google Cloud differ from those in AWS. Deploy applications using Google Compute Engine. Storage in the Cloud Understand the purpose of and use cases for: Cloud Storage,Cloud SQL, Cloud Bigtable and Cloud Datastore. Understand how Amazon S3 and Amazon Glacier compare to Cloud Storage. Compare Google Cloud?s managed database services with Amazon RDS and Amazon Aurora. Learn how to choose among the various storage options on Google Cloud Platform. Load data from Cloud Storage into BigQuery. Perform a query on the data in BigQuery. Containers in the Cloud Define the concept of a container and identify uses for containers. Identify the purpose of and use cases for Google Container Engine and Kubernetes. Understand how Amazon Elastic Container Service (ECS) and Amazon Elastic Kubernetes Service (EKS) differ from GKE. Provision a Kubernetes cluster using Kubernetes Engine. Deploy and manage Docker containers using kubectl Applications in the Cloud Understand the purpose of and use cases for Google App Engine. Contrast the App Engine Standard environment with the App Engine Flexible environment. Understand how App Engine differs from Amazon Elastic Beanstalk. Understand the purpose of and use cases for Google Cloud Endpoints. Developing, Deploying and Monitoring in the Cloud Understand options for software developers to host their source code. Understand the purpose of template-based creation and management of resources. Understand how Cloud Deployment Manager differs from AWS CloudFormation. Understand the purpose of integrated monitoring, alerting, and debugging. Understand how Google Monitoring differs from Amazon CloudWatch and AWS CloudTrail. Create a Deployment Manager deployment. Update a Deployment Manager deployment. View the load on a VM instance using Google Monitoring. Big Data and Machine Learning in the Cloud Understand the purpose of and use cases for the products and services in the Google Cloud big data and machine learning platforms. Understand how Google Cloud BigQuery differs from AWS Data Lake. Understand how Google Cloud Pub/Sub differs from AWS Event Hubs and Service Bus. Understand how Google Cloud?s machine-learning APIs differ from AWS's. Load data into BigQuery from Cloud Storage. Perform queries using BigQuery to gain insight into data. Summary and Review Review the products that make up Google Cloud and remember how to choose among them Understand next steps for training and certification Understand, at a high level, the process of migrating from AWS to Google Cloud. Additional course details: Nexus Humans Google Cloud Fundamentals for AWS Professionals training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the Google Cloud Fundamentals for AWS Professionals course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

Duration 5 Days 30 CPD hours This course is intended for This course is designed for the professional tasked with implementing, designing, architecting, installing, and configuring Symantec Client Management Suite (CMS) to manage the software and hardware in their company. Overview At the completion of the course, you will be able to: Identify the types of information you need to collect to help determine what type of CMS configuration to implement. Install Client Management Suite. Discover and import computer and user resources that you want to manage. Deploy the Symantec Management Agent and plug-ins. Create Organizational Views and Groups and assign resources to them. Create and configure policies, tasks, and jobs and assign them to targets. Troubleshoot common problems with installation and managing of Client Management Suite. Creating reports and installing and configuring IT Analytics. This course teaches students theory and concepts, and provides technical know-how on implementing Client Management Suite. Course Introduction Course objectives Course overview Lab environment introduction Understanding the Symantec Management Platform Introducing the Symantec Management Platform Symantec management Platform components used by Client Management Suite Symantec Management Platform concepts How Client Management Suite works Architecture of Client Management Suite Understanding Architecture Hardware Recommendations Installing and configuring Client Management Suite Installing and using the Symantec Installation Manager Installing the Notification Server, suite and solution software The Symantec Management Console Accessing the Symantec Management Console Getting to know the Symantec Management Console Configuring the Notification Server after installation Getting to know the ITMS Management views Discovering resources Introducing resource discovery methods Importing resources from Microsoft Active Directory Discovering computers using domain resource discovery Discovering network resources using Network Discovery Creating and Managing Organizational Views and Groups Learning about organizational views and groups Creating custom organizational views and groups Managing organizational views and groups Installing and Configuring the Agents and Plug-ins Managing computers with the Symantec Management Agent Installing the Symantec Management Agent Verifying the Symantec Management Agent installation Configuring the Symantec Management Agent settings Introducing solution plug-ins for the Symantec Management Agent Upgrading Client Management Suite Introducing agent, Notification Server and site server communications Introducing Notification Server event queues Resource Filters Introducing resource filters Managing and working with existing filters Creating and modifying filters Filters and Targets Introducing targets Working with targets in the computer management view Policies Getting to know policies Understanding user-based policies Understanding how the Symantec Management Agent receives policies Configuring automation policies Managing shared schedules Creating and Managing Tasks and Jobs Overview of task management Creating and scheduling tasks and jobs Task management communication and processing Security Learning about security Managing user accounts, security roles, and privileges Managing permissions Reporting Introducing reports Using and creating classic reports Configuring and using IT Analytics Site Management Introducing site management Managing sites, subnets and site servers Reviewing site server plug-ins to the Symantec Management Agent Configuring site services Cloud-enabled Management (CeM) Introducing Cloud-enabled Management (CeM) Understanding the cloud-enabled agent Preparing the Notification Server and agents for CeM Configuring site management for CeM Installing and Configuring the SMP Internet Gateway and configuring a CeM Settings policy Configuring the SMP Internet Gateway with the SMP IG Manager Configuring the CeM Settings policy Creating a cloud-enabled agent installation package Installing a cloud-enabled agent from a package Replication Understanding replication Setting up and configuring replication Running replication Hierarchy Understanding hierarchy Setting up a Notification Server hierarchy Configuring hierarchy replication Changing the hierarchy topology Migration Migrating Symantec Management Platform Agent registration (trust)Post installation checklist Readiness checklist for CMS Migration Post migration checklist for a CMS Migration Migrating from 6.x to 7.6 Migrating from 7.x to 7.6 Troubleshooting Learning about Symantec Management Platform troubleshooting tools Using NSConfigurator Using Remote Altiris Agent Diagnostics Introducing Notification Server event queues Troubleshooting Cloud-enabled Management (CeM) Backing up the server and database Symantec Management Platform components needed for recovery Backing up the IIS default web site virtual directories Backing up the Configuration Management Database Customizing the Console Customizing the Symantec Management Console Personalizing the Symantec Management Console SQL Basics Learning SQL basics Obtaining Technical Support from Symantec Using self-help resources Obtaining customer support Additional course details: Nexus Humans Symantec Management Suite 7.6 - Implementation training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the Symantec Management Suite 7.6 - Implementation course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

Duration 3 Days 18 CPD hours This course is intended for This course is geared for attendees with solid Python skills who wish to learn and use basic machine learning algorithms and concepts Overview This 'skills-centric' course is about 50% hands-on lab and 50% lecture, with extensive practical exercises designed to reinforce fundamental skills, concepts and best practices taught throughout the course. Topics Covered: This is a high-level list of topics covered in this course. Please see the detailed Agenda below Getting Started & Optional Python Quick Refresher Statistics and Probability Refresher and Python Practice Probability Density Function; Probability Mass Function; Naive Bayes Predictive Models Machine Learning with Python Recommender Systems KNN and PCA Reinforcement Learning Dealing with Real-World Data Experimental Design / ML in the Real World Time Permitting: Deep Learning and Neural Networks Machine Learning Essentials with Python is a foundation-level, three-day hands-on course that teaches students core skills and concepts in modern machine learning practices. This course is geared for attendees experienced with Python, but new to machine learning, who need introductory level coverage of these topics, rather than a deep dive of the math and statistics behind Machine Learning. Students will learn basic algorithms from scratch. For each machine learning concept, students will first learn about and discuss the foundations, its applicability and limitations, and then explore the implementation and use, reviewing and working with specific use casesWorking in a hands-on learning environment, led by our Machine Learning expert instructor, students will learn about and explore:Popular machine learning algorithms, their applicability and limitationsPractical application of these methods in a machine learning environmentPractical use cases and limitations of algorithms Getting Started Installation: Getting Started and Overview LINUX jump start: Installing and Using Anaconda & Course Materials (or reference the default container) Python Refresher Introducing the Pandas, NumPy and Scikit-Learn Library Statistics and Probability Refresher and Python Practice Types of Data Mean, Median, Mode Using mean, median, and mode in Python Variation and Standard Deviation Probability Density Function; Probability Mass Function; Naive Bayes Common Data Distributions Percentiles and Moments A Crash Course in matplotlib Advanced Visualization with Seaborn Covariance and Correlation Conditional Probability Naive Bayes: Concepts Bayes? Theorem Naive Bayes Spam Classifier with Naive Bayes Predictive Models Linear Regression Polynomial Regression Multiple Regression, and Predicting Car Prices Logistic Regression Logistic Regression Machine Learning with Python Supervised vs. Unsupervised Learning, and Train/Test Using Train/Test to Prevent Overfitting Understanding a Confusion Matrix Measuring Classifiers (Precision, Recall, F1, AUC, ROC) K-Means Clustering K-Means: Clustering People Based on Age and Income Measuring Entropy LINUX: Installing GraphViz Decision Trees: Concepts Decision Trees: Predicting Hiring Decisions Ensemble Learning Support Vector Machines (SVM) Overview Using SVM to Cluster People using scikit-learn Recommender Systems User-Based Collaborative Filtering Item-Based Collaborative Filtering Finding Similar Movie Better Accuracy for Similar Movies Recommending movies to People Improving your recommendations KNN and PCA K-Nearest-Neighbors: Concepts Using KNN to Predict a Rating for a Movie Dimensionality Reduction; Principal Component Analysis (PCA) PCA with the Iris Data Set Reinforcement Learning Reinforcement Learning with Q-Learning and Gym Dealing with Real-World Data Bias / Variance Tradeoff K-Fold Cross-Validation Data Cleaning and Normalization Cleaning Web Log Data Normalizing Numerical Data Detecting Outliers Feature Engineering and the Curse of Dimensionality Imputation Techniques for Missing Data Handling Unbalanced Data: Oversampling, Undersampling, and SMOTE Binning, Transforming, Encoding, Scaling, and Shuffling Experimental Design / ML in the Real World Deploying Models to Real-Time Systems A/B Testing Concepts T-Tests and P-Values Hands-on With T-Tests Determining How Long to Run an Experiment A/B Test Gotchas Capstone Project Group Project & Presentation or Review Deep Learning and Neural Networks Deep Learning Prerequisites The History of Artificial Neural Networks Deep Learning in the TensorFlow Playground Deep Learning Details Introducing TensorFlow Using TensorFlow Introducing Keras Using Keras to Predict Political Affiliations Convolutional Neural Networks (CNN?s) Using CNN?s for Handwriting Recognition Recurrent Neural Networks (RNN?s) Using an RNN for Sentiment Analysis Transfer Learning Tuning Neural Networks: Learning Rate and Batch Size Hyperparameters Deep Learning Regularization with Dropout and Early Stopping The Ethics of Deep Learning Learning More about Deep Learning Additional course details: Nexus Humans Machine Learning Essentials with Python (TTML5506-P) training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the Machine Learning Essentials with Python (TTML5506-P) course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

Duration 2 Days 12 CPD hours This course is intended for Experienced DataStage developers seeking training in more advanced DataStage job techniques and who seek techniques for working with complex types of data resources. Overview Use Connector stages to read from and write to database tables Handle SQL errors in Connector stages Use Connector stages with multiple input links Use the File Connector stage to access Hadoop HDFS data Optimize jobs that write to database tables Use the Unstructured Data stage to extract data from Excel spreadsheets Use the Data Masking stage to mask sensitive data processed within a DataStage job Use the Hierarchical stage to parse, compose, and transform XML data Use the Schema Library Manager to import and manage XML schemas Use the Data Rules stage to validate fields of data within a DataStage job Create custom data rules for validating data Design a job that processes a star schema data warehouse with Type 1 and Type 2 slowly changing dimensions This course is designed to introduce you to advanced parallel job data processing techniques in DataStage v11.5. In this course you will develop data techniques for processing different types of complex data resources including relational data, unstructured data (Excel spreadsheets), and XML data. In addition, you will learn advanced techniques for processing data, including techniques for masking data and techniques for validating data using data rules. Finally, you will learn techniques for updating data in a star schema data warehouse using the DataStage SCD (Slowly Changing Dimensions) stage. Even if you are not working with all of these specific types of data, you will benefit from this course by learning advanced DataStage job design techniques, techniques that go beyond those utilized in the DataStage Essentials course. Accessing databases Connector stage overview - Use Connector stages to read from and write to relational tables - Working with the Connector stage properties Connector stage functionality - Before / After SQL - Sparse lookups - Optimize insert/update performance Error handling in Connector stages - Reject links - Reject conditions Multiple input links - Designing jobs using Connector stages with multiple input links - Ordering records across multiple input links File Connector stage - Read and write data to Hadoop file systems Demonstration 1: Handling database errors Demonstration 2: Parallel jobs with multiple Connector input links Demonstration 3: Using the File Connector stage to read and write HDFS files Processing unstructured data Using the Unstructured Data stage in DataStage jobs - Extract data from an Excel spreadsheet - Specify a data range for data extraction in an Unstructured Data stage - Specify document properties for data extraction. Demonstration 1: Processing unstructured data Data masking Using the Data Masking stage in DataStage jobs - Data masking techniques - Data masking policies - Applying policies for masquerading context-aware data types - Applying policies for masquerading generic data types - Repeatable replacement - Using reference tables - Creating custom reference tables Demonstration 1: Data masking Using data rules Introduction to data rules - Using the Data Rules Editor - Selecting data rules - Binding data rule variables - Output link constraints - Adding statistics and attributes to the output information Use the Data Rules stage to valid foreign key references in source data Create custom data rules Demonstration 1: Using data rules Processing XML data Introduction to the Hierarchical stage - Hierarchical stage Assembly editor - Use the Schema Library Manager to import and manage XML schemas Composing XML data - Using the HJoin step to create parent-child relationships between input lists - Using the Composer step Writing Hierarchical data to a relational table Using the Regroup step Consuming XML data - Using the XML Parser step - Propagating columns Topic 6: Transforming XML data - Using the Aggregate step - Using the Sort step - Using the Switch step - Using the H-Pivot step Demonstration 1: Importing XML schemas Demonstration 2: Compose hierarchical data Demonstration 3: Consume hierarchical data Demonstration 4: Transform hierarchical data Updating a star schema database Surrogate keys - Design a job that creates and updates a surrogate key source key file from a dimension table Slowly Changing Dimensions (SCD) stage - Star schema databases - SCD stage Fast Path pages - Specifying purpose codes - Dimension update specification - Design a job that processes a star schema database with Type 1 and Type 2 slowly changing dimensions Demonstration 1: Build a parallel job that updates a star schema database with two dimensions Additional course details: Nexus Humans KM423 IBM InfoSphere DataStage v11.5 - Advanced Data Processing training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the KM423 IBM InfoSphere DataStage v11.5 - Advanced Data Processing course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.