Duration 5 Days 30 CPD hours Overview Ensure a smooth, rapid implementation of PeopleSoft Time and Labor. Better understand how to facilitate the management, planning, reporting and approving of time, and calendar and schedule creation and usage. Set Up System and Time and Labor Tables Learn about and set up the tables that support your Time and Labor system. Identify how to track employee time by period and define workgroups and task groups to group time reporters into useful segments for processing. Manage Time Reporting Enroll time reporters into Time and Labor, and assign them to work schedules. Report time using different tools. Process reported time using the rules you defined to match your business processes. This PeopleSoft Time and Labor - North America Rel. 9.2 training will show you how to implement the PeopleSoft Time and Labor product encompassing features and functionality , and develop a solid foundation of knowledge that allows you to enroll time reporters into Time and Labor, assign them to work schedules, and report and process reported time. Setting Up PeopleSoft Human Resources, Payroll, and Benefits Tables Indentifying Prerequisite Human Resources, Benefits, and Payroll Tables Defining Prerequisite Tables Defining Holiday Schedules Defining Earnings Codes and Programs Defining Pay Groups and Pay Calendars Setting Up Basic PeopleSoft Time and Labor Tables Setting Up Time Zone Offsets Setting Up the Time and Labor Installation Table Setting Up Manager Time Calendar View Options Selecting the Labor Distriution and Labor Dilution Options Establishing Time Reporting Codes Describing Time Reporting Codes (TRC) Defining Time Reporting Code Categories Establishing Time Reporting Codes Defining TRC Programs Defning Compensatory Time Plans Establishing Time Periods Describing Time Periods Establishing Time Periods Establishing Planned Overtime Describing Planned Overtime Features Establishing Planned Overtime Creating Workgroups Describing Key Workgroup Concepts Creating Workgroups Defining Template Built Rules Identifying Online Rule Definition Tools Identifying Steps to Define Rules Defining Template Built Rules Defining Rule Programs Exporting and Importing Rules Describing Rule Template Creation Creating Task Groups Identifying Task Functinlaity Concepts Creating Task Templates Creating Task Profiles Creating Taskgroups Describing Task Profile Reporting Precedence Building Schedules Identifying Scheduling Concepts Describing Scheduling Integrations Identifying the Steps to Create a Schedule Setting Up Schedules Validating Schedules Setting Up Time Reporters Creating Time Reporter Data Maintaining Time Reporter Data Assigning Time Reporters to a Schedule Assigning and Viewing Compensatory Time Off Plans Setting Up Groups and Security Describing PeopleSoft Time and Labor Groups and Security Setting Up Group Creating Security Setting Up Dynamic Groups Setting Up Static Groups Viewing Time Reporters in Groups Setting Up Group Security Reporting Time Using Rapid Entry Describing Time Reporting Establishing Rapid Time Templates Performing Rapid Entry Running the Time Administration Process Describing the Time Administration Process Describing Time Reporter and Payable Time Status Reporting Time Using Self-Service Identifying Time Reporting Defining Time Reoprting Templates Defining User Preferences Reporting Time Using Timesheets Reporting Time Using the Web Clock Identifying Mass Time Reporting Requesting Overtime Requesting Absence Managing Exceptions Defining Exceptions Managing Exceptions Using Fluid and Workforce Availability Setting Up the Time and Labor Mobile Applications Entering Time Reporting as an Employee Managing Time Administration as a Manager Setting Up Workforce Availability Viewing Workforce Availability for Daily and Weekly Time Integrating with PeopleSoft Payroll for North America Integrating with Absence Management Preparing for a Payrun Running the Time and Labor Load Process Setting Up and Using Auto Enrollment Setting Up Auto Enrollment Defining Auto Enrollment Groups Previewing the Enrollment Data Performing Labor Distribution and Dilution Identifying Labor Distribution and Dilution Sending Costs to Time and Labor Viewing Distributed and Diluted Costs Auditing and Adjusting Payable Time Identifying the Stages of Payable Time Adjusting Paid Time Viewing Unprocessed Reported Time Viewing Unprocessed PayableTime Locking Timesheets Performing Labor Distribution and Dilution Identifying Labor Distribution and Dilution Sending Costs to Time and Labor Viewing Distributed and Diluted Costs Auditing and Adjusting Payable Time Identifying the Stages of Payable Time Adjusting Paid Time Viewing Unprocessed Reported Time Viewing Unprocessed PayableTime Locking Timesheets Additional course details: Nexus Humans Oracle PeopleSoft Time and Labor - North America Rel. 9.2 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 Oracle PeopleSoft Time and Labor - North America Rel. 9.2 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 Overview The goal of this course is to enable technical students new to Cassandra to begin working with Cassandra in an optimal manner. Throughout the course students will learn to: Understand the Big Data needs that C* addresses Be familiar with the operation and structure of C* Be able to install and set up a C* database Use the C* tools, including cqlsh, nodetool, and ccm (Cassandra Cluster Manager) Be familiar with the C* architecture, and how a C* cluster is structured Understand how data is distributed and replicated in a C* cluster Understand core C* data modeling concepts, and use them to create well-structured data models Be familiar with the C* eventual consistency model and use it intelligently Be familiar with consistency mechanisms such as read repair and hinted handoff Understand and use CQL to create tables and query for data Know and use the CQL data types (numerical, textual, uuid, etc.) Be familiar with the various kinds of primary keys available (simple, compound, and composite primary keys) Be familiar with the C* write and read paths Understand C* deletion and compaction The Cassandra (C*) database is a massively scalable NoSQL database that provides high availability and fault tolerance, as well as linear scalability when adding new nodes to a cluster. It has many powerful capabilities, such as tunable and eventual consistency, that allow it to meet the needs of modern applications, but also introduce a new paradigm for data modeling that many organizations do not have the expertise to use in the best way.Introduction to Cassandra is a hands-on course designed to teach attendees the basics of how to create good data models with Cassandra. This technical course has a focus on the practical aspects of working with C*, and introduces essential concepts needed to understand Cassandra, including enough coverage of internal architecture to make good decisions. It is hands-on, with labs that provide experience in core functionality. Students will also explore CQL (Cassandra Query Language), as well as some of the ?anti-patterns? that lead to non-optimal C* data models and be ready to work on production systems involving Cassandra. Session 1: Cassandra Overview Why We Need Cassandra - Big Data Challenges vs RDBMS High level Cassandra Overview Cassandra Features Optional: Basic Cassandra Installation and Configuration Session 2: Cassandra Architecture and CQL Overview Cassandra Architecture Overview Cassandra Clusters and Rings Nodes and Virtual Nodes Data Replication in Cassandra Introduction to CQL Defining Tables with a Single Primary Key Using cqlsh for Interactive Querying Selecting and Inserting/Upserting Data with CQL Data Replication and Distribution Basic Data Types (including uuid, timeuuid) Session 3: Data Modeling and CQL Core Concepts Defining a Compound Primary Key CQL for Compound Primary Keys Partition Keys and Data Distribution Clustering Columns Overview of Internal Data Organization Overview of Other Querying Capabilities ORDER BY, CLUSTERING ORDER BY, UPDATE , DELETE, ALLOW FILTERING Batch Queries Data Modeling Guidelines Denormalization Data Modeling Workflow Data Modeling Principles Primary Key Considerations Composite Partition Keys Defining with CQL Data Distribution with Composite Partition Key Overview of Internal Data Organization Session 4: Additional CQL Capabilities Indexing Primary/Partition Keys and Pagination with token() Secondary Indexes and Usage Guidelines Cassandra collections Collection Structure and Uses Defining and Querying Collections (set, list, and map) Materialized View Overview Usage Guidelines Session 5: Data Consistency In Cassandra Overview of Consistency in Cassandra CAP Theorem Eventual (Tunable) Consistency in C* - ONE, QUORUM, ALL Choosing CL ONE Choosing CL QUORUM Achieving Immediate Consistency Overview of Other Consistency Levels Supportive Consistency Mechanisms Writing / Hinted Handoff Read Repair Nodetool repair Session 6: Internal Mechanisms Ring Details Partitioners Gossip Protocol Snitches Write Path Overview / Commit Log Memtables and SSTables Write Failure Unavailable Nodes and Node Failure Requirements for Write Operations Read Path Overview Read Mechanism Replication and Caching Deletion/Compaction Overview Delete Mechanism Tombstones and Compaction Session 7: Working with IntelliJ Configuring JDBC Data Source for Cassandra Reading Schema Information Querying and Editing Tables. Additional course details: Nexus Humans Introduction to Cassandra (TTDS6776) 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 Introduction to Cassandra (TTDS6776) 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 Storage and virtual infrastructure administrators who are responsible for production support and administration of VMware vSAN 7. Overview By the end of the course, you should be able to meet the following objectives: Define the tasks involved in vSAN node management Updating and upgrading vSAN using VMware vSphere Lifecycle Manager⢠Explain vSAN resilience and data availability features Reconfigure vSAN storage policies and observe the cluster-wide impact Perform vSAN cluster scale-out and scale-up operations Describe common vSAN cluster maintenance operations Control vSAN resync operations Configure vSAN storage efficiency and reclamation features Use VMware Skyline⢠Health to monitor cluster health, performance, and storage capacity Describe vSAN security operations Configure vSAN Direct for cloud native applications Configure remote vSAN datastore and vSAN native file services Manage two-node cluster and stretched cluster advance operations In this three-day course, you learn about managing and operating VMware vSAN? 7. This course focuses on building the required skills for common Day-2 vSAN administrator tasks such as, vSAN node management, cluster maintenance, security operations and advanced vSAN cluster operations. You also gain practical experience through the completion of instructor-led activities and hands-on lab exercises. Course Introduction Introductions and course logistics Course objectives vSAN Node Management Recognize the importance of hardware compatibility Ensure the compatibility of driver and firmware versioning Use tools to automate driver validation and installation Apply host hardware settings for optimum performance Use vSphere Lifecycle Manager to perform upgrades vSAN Resilience and Data Availability Operations Describe vSAN storage policies Recognize the impact of a vSAN storage policy change Describe and configure the Object Repair Timer advanced option Plan disk replacement in a vSAN cluster Plan maintenance tasks to avoid vSAN object failures Recognize the importance of managing snapshot utilization in a vSAN cluster Configure the vSAN fault domains vSAN Cluster Maintenance Perform typical vSAN maintenance operations Describe vSAN maintenance modes and data evacuation options Assess the impact on cluster objects of entering maintenance mode Determine the specific data actions required after exiting maintenance mode Define the steps to shut down and reboot hosts and vSAN clusters Use best practices for boot devices Replace vSAN nodes vSAN Storage Space Efficiency Discuss deduplication and compression techniques Understand deduplication and compression overhead Discuss compression only mode Configure erasure coding Configure swap object thin provisioning Discuss reclaiming storage space with SCSI UNMAP Configure TRIM/UNMAP vSAN Cluster Performance Monitoring Describe how the Customer Experience Improvement Program (CEIP) enables VMware to improve products and services Use vSphere Skyline Health for monitoring vSAN cluster health Manage alerts, alarms, and notifications related to vSAN in VMware vSphere© Client? Create and configure custom alarms to trigger vSAN health issues Use IO Insight metrics for monitoring vSAN performance Analyse vsantop performance metrics Use a vSAN proactive test to detect and diagnose cluster issues vSAN Security Operations Identify differences between VM encryption and vSAN encryption Perform ongoing operations to maintain data security Describe the workflow of data-in transit encryption Identify the steps involved in replacing Key Management Server (KMS) vSAN Direct Discuss the use cases for vSAN Direct Understand the overall architecture of vSAN Direct Describe the workflow of vSAN Direct datastore creation Explore how vSAN Direct works with storage policy tagging Remote vSAN Discuss the use cases for remote vSAN Understand the high-level architecture Describe remote datastore operations Discuss the network requirement Interoperability between remote vSAN and VMware vSphere© High Availability vSAN Native File Service Discuss the use cases for vSAN file service Understand the high-level architecture of vSAN file service Discuss the authentication model Configure file shares Monitor file share health and capacity utilization Manage Advanced vSAN Cluster Operations Describe the architecture for stretched clusters and two-node clusters Understand the importance of witness node Describe how stretched cluster storage policies affect vSAN objects Create and apply a vSAN stretched cluster policy to meet specific needs Discuss stretched cluster failure scenarios and responses Additional course details:Notes Delivery by TDSynex, Exit Certified and New Horizons an VMware Authorised Training Centre (VATC) Nexus Humans VMware vSAN: Management and Operations [V7] 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 VMware vSAN: Management and Operations [V7] 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.
Duration 5 Days 30 CPD hours Overview By the end of the course, you should be able to meet the following objectives: List the operational challenges for rolling out and operating telco services including 5G. Identify the role of VMware Telco Cloud products in supporting telco services. Discuss the role of VMware technologies such as vSphere, NSX, and Tanzu etc. in implementing telco services. Outline the role of native tools and other VMware monitoring tools such as vRealize Operations and vRealize Log Insight in maintaining network services. Choose the VMware Telco Cloud products that meet your application requirements. Deploy a solution architecture that meet VMware best practices for delivering services using VMware Telco Cloud products. Implement and maintain VMware Telco Cloud products in a secure manner. Identify the tools and remediation pathways for maintaining the availability and performance of your applications and infrastructure using VMware Telco Cloud and vRealize Suite products. Follow specific steps to resolve application performance and availability problems Scale your VMware Telco Cloud products to meet operational requirements in line with VMware best practices. Optimize the operation of VMware Telco Cloud products to ensure SLAs are met. This five-day, hands-on training course provides the knowledge to operate and scale VMware Telco Cloud version 2.x products in a Telco cloud provider environment. In this course, you are exposed to the entire VMware Telco Cloud portfolio, and the tools and methodologies available to ensure they operate effectively. In addition, you are presented with various scenarios where you will be guided through the process of identifying, analyzing, and formulating solutions to performance and other problems. Course Introduction Introductions and course logistics Course objectives Overview of Network Transformation Reviews the technologies that enable modern networks Lists the components of modern service provider networks Outlines characteristics of modern service provider networks in meeting customer application needs Service Delivery with VMware Telco Cloud Outlines the components of the VMware Telco Cloud portfolio Reviews the role each VMware Telco Cloud product plays in delivering telco services Specifies the dependencies each product has on underlying technologies Supporting VMware Telco Cloud Service Delivery Reviews the products that implements the virtualization, management, platform, and orchestration layers Outlines the role played by other VMware products such as NSX in delivering cloud services Outline opensource integration options with VMware Telco Cloud products Securing VMware Telco Cloud Reviews security threats that affect telco services Identifies the critical telco assets that are prone to attack Outlines best practice for securing VMware Telco Cloud products and underlying technology Provides overview of appropriate security controls for VMware Telco Cloud products Assessing Service Provision Reviews tools and methodologies used to gather requirements Outlines how to assess cloud-native capabilities Documenting findings Identifying security vulnerabilities with Helm. Reviews VMware?s Customer Engagement process Capturing infrastructure requirements from TCA Designing a VMware Telco Cloud Solution Selecting appropriate deployment topology Pros and cons of design choices How a design choice might be affected by other factors such as NSX and TKG deployment, or data center architecture Outlines typical scenarios where specific products align with identified requirements Documenting a design Designing for availability Ensuring a design aligns with best practice Specifying monitoring options Implementing VMware Telco Cloud Products Review deployment options for VMware products Integrating new products with existing ones Outline post-installation tasks Adding the new products as data sources in monitoring tools such as vRealize Operations and vRealize Operations Network Insight Ensuring products meet security requirements Configuring monitoring software Outlines the xNF onboarding process in TCA Maintaining Telco Services Outlines typical administrative tasks in ensuring services are maintained Use of native and other VMware performance monitoring tools Reviewing performance data Role of SLAs in service maintenance Reviews scenarios where known behaviors indicate problems Troubleshooting Deployed Telco Services Reviews the troubleshooting tools available Using tools to gather useful data Outlines how event correlation can be used to isolate problems Using a methodology to determine the root cause of a problem Steps to identify and resolve a problem Reviews scenarios where known problems are isolated and resolution steps identified Scaling VMware Telco Cloud Products Assessing if operations are impacted by lack of resources now or will be in the future Reviews performance optimization options Identifies implications for other products if you scale VMware Telco Cloud products Reviews VMware sizing guidelines Additional course details:Notes Delivery by TDSynex, Exit Certified and New Horizons an VMware Authorised Training Centre (VATC) Nexus Humans VMware Telco Cloud: Day 2 Operate and Scale [V2.x] 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 VMware Telco Cloud: Day 2 Operate and Scale [V2.x] 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.
PAT Testing - Portable Appliance Testing Training Course Overview The "PAT Testing - Portable Appliance Testing Training" course is designed to equip learners with the essential knowledge and skills required to safely conduct portable appliance testing in line with current UK regulations. Participants will gain a clear understanding of the legal requirements, risk assessment techniques, and best practices for maintaining workplace safety. This course is ideal for individuals involved in electrical safety, ensuring they can carry out PAT testing confidently and competently. Upon completion, learners will be prepared to enhance workplace safety through proper appliance inspection and compliance with relevant legislation. Course Description This comprehensive course covers all key areas of portable appliance testing, including the legal provisions that guide PAT testing, risk assessment methodologies, and the appropriate tools for conducting inspections. Learners will explore different types of electrical appliances, their classification, and how to perform initial visual examinations. Additionally, the course delves into the electrical installation testing process and safety precautions necessary to mitigate risks. Participants will also learn the essential practices for recording and reporting test results. By the end of the course, learners will be equipped with the skills needed to perform thorough PAT testing and ensure compliance with industry standards. PAT Testing - Portable Appliance Testing Training Curriculum Module 01: Introduction to PAT Module 02: Relevant Statutory Provisions for PAT Module 03: Risk Assessment Module 04: Reducing and Controlling Risks Module 05: Electrical Units and Appliance Classification Module 06: Initial Visual Examination Module 07: Instruments for Testing and Equipment Inspection Module 08: Electrical Installation Testing Module 09: Safety Precautions in Electrical Testing Module 10: Reporting and Record-keeping (See full curriculum) Who is this course for? Individuals seeking to enhance their knowledge of electrical safety. Professionals aiming to ensure compliance with PAT testing regulations. Beginners with an interest in electrical safety or maintenance. Safety officers or facilities managers responsible for ensuring workplace compliance. Career Path PAT Tester Health and Safety Officer Facilities Manager Electrical Compliance Officer Maintenance Technician Workplace Safety Consultant
Build Your Own PC: A Beginner's Guide Course Overview "Build Your Own PC: A Beginner's Guide" is designed for individuals looking to gain an understanding of computer hardware and the process of assembling a fully functional PC. The course covers the essential components involved in building a computer, from selecting the right hardware to installing software and ensuring network connectivity. Learners will also be introduced to building gaming PCs and maintaining their machines for optimal performance. Upon completion, learners will have the skills to confidently build, troubleshoot, and maintain their own PC, opening up opportunities for personal and professional growth in the IT sector. Course Description This course provides an in-depth look into the world of computer building, starting with the basics of understanding computer components and their roles in a functional system. Learners will explore key hardware, including processors, motherboards, RAM, and storage devices, while also learning the significance of peripheral devices. The course includes modules on software installation, networking, and even building a gaming PC. With a focus on providing clear, structured guidance, learners will gain a strong foundation in assembling and maintaining PCs, preparing them for various roles in the technology sector. The course is ideal for beginners and those looking to improve their technical expertise. Build Your Own PC: A Beginner's Guide Curriculum Module 01: Introduction to Computer & Building PC Module 02: Overview of Hardware and Parts Module 03: Building the Computer Module 04: Input and Output Devices Module 05: Software Installation Module 06: Computer Networking Module 07: Building a Gaming PC Module 08: Maintenance of Computers (See full curriculum) Who is this course for? Individuals seeking to understand how computers work and how to build one. Professionals aiming to enhance their IT skills for career development. Beginners with an interest in technology and computer systems. Hobbyists interested in assembling their own custom-built PCs. Career Path IT Support Technician Systems Administrator PC Hardware Specialist Network Technician Gaming PC Builder and Technician
PHP and MySQL Training Masterclass 2023 Course Overview This PHP and MySQL Training Masterclass 2023 offers a comprehensive guide to mastering dynamic web development using PHP and MySQL. Learners will explore essential programming concepts, database integration, and application building through progressive projects designed to enhance their coding capabilities. The course covers core skills such as user authentication, comment systems, ratings, and interactive applications, equipping students with the confidence to develop fully functional web solutions. By the end, participants will have the knowledge to build, customise, and manage robust web applications, boosting their employability and technical proficiency in today’s digital marketplace. Course Description This masterclass delves into key aspects of PHP programming and MySQL database management, providing learners with a structured learning experience. Starting with installation and configuration, it progresses through multiple project-based modules focusing on real-world applications such as authentication systems, comment and rating features, weather apps, and live search functionality. Each module deepens understanding of server-side scripting and database queries, enhancing problem-solving and coding fluency. Participants will gain expertise in integrating PHP scripts with MySQL databases, optimising application performance, and managing data securely. The course is designed to develop both foundational and advanced skills essential for web development careers, delivered in clear, concise UK English. PHP and MySQL Training Masterclass 2023 Curriculum Module 01: Introduction Module 02: Installation Module 03: First Project: Building an Authentication System Module 04: Second Project: Building a Comments System Module 05: Third Project: Creating a Rating System Module 06: Fourth Project: Creating a Weather App Module 07: Fifth Project: Build a Cool Like and Dislike System Module 08: Sixth Project: Building a Simple CV Builder Module 09: Seventh Project: QR Codes Generator Module 10: Eighth Project: Build a Full Live Search System (See full curriculum) Who Is This Course For? Individuals seeking to develop skills in dynamic web development. Professionals aiming to enhance their web programming career. Beginners with an interest in server-side scripting and databases. Web developers wanting to expand their expertise in PHP and MySQL. Career Path Web Developer Backend Developer PHP Developer Database Administrator Full-Stack Developer Software Engineer Digital Solutions Specialist
PHP and MySQL Training 2022: Build 5 Real World Projects Course Overview: "PHP and MySQL Training 2022: Build 5 Real World Projects" offers an in-depth exploration of web development using PHP and MySQL, empowering learners with the skills to create dynamic, database-driven websites. Through five real-world projects, learners will gain a practical understanding of PHP’s functionality, MySQL databases, and how to combine the two to build effective web applications. By the end of the course, participants will have the knowledge to develop robust and scalable systems, such as login and registration systems, CRUD apps, and email-sending features. This course equips learners with essential skills to launch their careers in web development or enhance their existing expertise. Course Description: In this comprehensive training course, learners will delve into core concepts of PHP and MySQL, with a focus on practical application. The course covers key areas such as installation and configuration of PHP, creating user authentication systems, developing CRUD applications, building a URL shortening service, and sending emails with PHP. Each module guides learners through building fully functional projects that address common real-world needs. Along the way, participants will enhance their coding proficiency, understand the importance of secure web applications, and learn the techniques required to build dynamic websites. By the end of this course, learners will be proficient in using PHP and MySQL to develop and manage complex web systems. PHP and MySQL Training 2022: Build 5 Real World Projects Curriculum: Module 01: Introduction Module 02: Installation Module 03: First Project: Login and Registration System Module 04: Second Project: Full Crud App Module 05: Third Project: URL Shortening Service Module 06: Fourth Project: PHP Gallery Module 07: Fifth Project: Sending Emails with PHP (See full curriculum) Who is this course for? Individuals seeking to build a strong foundation in web development. Professionals aiming to expand their knowledge of PHP and MySQL. Beginners with an interest in coding and web development. Aspiring web developers looking to work on real-world projects. Career Path Web Developer PHP Developer Backend Developer Database Administrator Full Stack Developer