1530 Trade courses

This Construction Safety course is developed by industry experts and is packed with several insightful modules to give you a proper understanding of Construction Safety and allow you to accelerate your career. Rigging is the act of preparing equipment to be lifted by cranes, hoists, or other material-handling machinery. This Rigging Construction Safety and Industry course is designed to provide learners with updated knowledge of the safety practice while working with cranes and hoist systems. The loads that cranes lift come in all shapes and sizes. If mishandled, they can cause serious problems. Loads that have been improperly rigged can be dumped on the ground, start to spin, or swing out of control which can be hazardous for anyone near them. The rigging safety course reviews the hazards associated with rigging and moving loads, discusses the equipment and safe work practices that employees should use to avoid tragic consequences. Learning Outcome of Rigging Safety for Construction and Industry: By the end of the course learners will be able to demonstrate that they can: Introduce yourself with the method of Rigging Identify the hazards involved while lifting with a crane Familiarize the method of choosing the right sling for the load Explore the Types of hitches and how to use them. Learn about the Standard hand signals Expand your knowledge on Lifting, moving, and lowering loads safely Rigging Safety for Construction and Industry Course Curriculum: Module 01 - Rigging and crane safety. Module 02 - Choosing the right sling for the load. Module 03 - Types of hitches and how to use them. Module 04 - Standard hand signals. Module 05 - Lifting, moving and lowering a load safely. Rigging Safety for Construction and Industry Course Assessment & Certification: To claim your certificate from Compliance Central, you need to complete the assessment of this course successfully. After that, you will have to order the digital certificate for £3.99. And for the hard copy, the charge will be £8.99, without any shipping charge inside the UK. However, the additional shipping charge will be £9.99 for international delivery. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This comprehensive Construction course is ideal for individuals associated with the sectors such as: Construction workers Safety professionals Anyone who needs the relevant knowledge of crane and hoist instruments Requirements This Rigging Safety for Construction and Industry course has no requirements. Career path The Rigging Safety for Construction and Industry course will enable you to get hired in Rigging Safety for Construction and Industry-related jobs. Certificates CPD Accredited PDF Certificate Digital certificate - Included CPD Accredited PDF Certificate CPD Accredited Hard Copy Certificate Hard copy certificate - £10.79 CPD Accredited Hard Copy Certificate Delivery Charge: Inside the UK: Free Outside of the UK: £9.99 each

🌟 Introducing 'Skills for Role Playing Games'   Embark on a journey to master the art of Role Playing Games (RPGs) with our comprehensive training program. Whether you're a novice seeking to delve into the immersive worlds of RPGs or a seasoned player aiming to refine your skills, our modules are designed to elevate your gameplay experience to new heights.   📘 Module 1: Introduction to Role Playing Games Get acquainted with the fundamentals of RPGs, from understanding game mechanics to exploring different genres and playstyles. Lay the groundwork for your adventure and unlock the secrets of successful role-playing.   🌍 Module 2: World Building and Lore Dive deep into the creation of captivating game worlds and rich lore. Learn the art of building immersive environments, crafting compelling backstories, and developing intricate cultures that will enchant players and breathe life into your game universe.   🎭 Module 3: Character Design and Progression Master the art of character creation and development. Discover the key elements of designing memorable characters, from personalities to abilities, and learn how to guide their growth throughout the game, ensuring a dynamic and engaging player experience.   📜 Module 4: Quest Design and Narrative Crafting Unleash your creativity as you delve into the intricacies of quest design and storytelling. Explore techniques for crafting captivating narratives, designing challenging quests, and weaving them seamlessly into the fabric of your game world to immerse players in unforgettable adventures.   🤝 Module 5: Player Interaction and Dynamic NPCs Explore the dynamics of player interaction and the role of Non-Player Characters (NPCs) in shaping the gaming experience. Learn how to create dynamic NPCs with distinct personalities and motivations, fostering meaningful interactions that enhance immersion and engagement.   🌐 Module 6: World Events and Dynamic Storytelling Unlock the power of dynamic storytelling and world events to keep players engaged and invested in your game world. Discover how to create dynamic events that evolve based on player actions, driving the narrative forward and ensuring a constantly evolving gaming experience.   🚀 Why Choose 'Skills for Role Playing Games'? Comprehensive training covering all aspects of RPG design and gameplay. Expert-led modules crafted by industry professionals with years of experience. Practical insights and hands-on exercises to reinforce learning. Suitable for beginners and seasoned players alike, catering to diverse skill levels. Elevate your game design and storytelling abilities to create unforgettable RPG experiences.   Don't just play RPGs - master them with 'Skills for Role Playing Games' and unlock the potential to create worlds that captivate players and stand the test of time. Enroll now and embark on your journey to RPG mastery! Course Curriculum Module 1_ Introduction to Role Playing Games Introduction to Role Playing Games 00:00 Module 2_ World Building and Lore World Building and Lore 00:00 Module 3_ Character Design and Progression Character Design and Progression 00:00 Module 4_ Quest Design and Narrative Crafting Quest Design and Narrative Crafting 00:00 Module 5_ Player Interaction and Dynamic NPCs Player Interaction and Dynamic NPCs 00:00 Module 6_ World Events and Dynamic Storytelling World Events and Dynamic Storytelling 00:00

Handyperson: Handyman Diploma Are you looking to kickstart your career as a professional handyman? The Handyperson: Handyman Diploma course equips you with the essential skills and knowledge to thrive in the dynamic world of handyman services. Whether you're a beginner seeking to enter the field or an experienced handyperson looking to refine your skills and expand your business, this comprehensive diploma program is designed to meet your needs. Course Overview: Module 1: Introduction to Handyman Services In this foundational module, you'll gain an understanding of the role of a handyman, the types of services typically offered, and the importance of professionalism and customer service. Learn how to assess client needs and expectations, setting the stage for success in the industry. Module 2: Basic Handyman Services Master the fundamentals of basic handyman tasks, including plumbing repairs, electrical work, painting, and drywall repair. Develop proficiency in common household repairs and maintenance, enabling you to tackle a wide range of projects with confidence. Module 3: Carpentry Delve into the art of carpentry and woodworking with this module, where you'll learn essential skills such as measuring, cutting, and assembling woodwork. From constructing shelves to repairing furniture, you'll acquire the expertise needed to handle various carpentry projects effectively. Module 4: Safety and Tool Use Safety is paramount in the handyman profession. This module covers best practices for safely using hand and power tools, as well as guidelines for maintaining a safe work environment. Acquire the knowledge and skills necessary to prevent accidents and injuries on the job. Module 5: Marketing Your Handyman Business Learn the ins and outs of marketing and promoting your handyman business effectively. Discover strategies for branding, advertising, and building a strong online presence to attract clients and grow your customer base. From creating a compelling website to leveraging social media platforms, this module equips you with the tools to stand out in a competitive market. Module 6: Managing Your Handyman Business Running a successful handyman business requires more than just technical skills-it also requires strong business acumen. This module covers key aspects of business management, including finance, scheduling, client communication, and building long-term relationships. Gain insights into pricing your services, managing projects efficiently, and delivering exceptional customer experiences. Why Choose Handyperson: Handyman Diploma? Comprehensive curriculum covering all aspects of the handyman profession. Practical, hands-on training designed to build real-world skills. Flexible learning options to fit your schedule and learning preferences. Expert instructors with extensive experience in the industry. Networking opportunities and ongoing support to help you succeed in your career. Whether you aspire to launch your own handyman business or join an existing company, the Handyperson: Handyman Diploma provides the knowledge, skills, and confidence you need to excel in this rewarding field. Enroll today and take the first step toward a fulfilling career as a professional handyperson. Course Curriculum Module 1_ Introduction to Handyman Services Introduction to Handyman Services 00:00 Module 2_ Basic Handyman Services Basic Handyman Services 00:00 Module 3_ Carpentry Carpentry 00:00 Module 4_ Safety and Tool Use Safety and Tool Use 00:00 Module 5_ Marketing Your Handyman Business Marketing Your Handyman Business 00:00 Module 6_ Managing Your Handyman Business Managing Your Handyman Business 00:00

Duration 5 Days 30 CPD hours This course is intended for This course is designed for technology leaders, solution developers, project managers, organizational decision makers, and other individuals seeking to demonstrate a vendor-neutral, cross-industry understanding of ethics in emerging data-driven technologies, such as AI, robotics, IoT, and data science. This course is also designed for professionals who want to pursue the CertNexus Certification Exam CET-110: Certified Ethical Emerging Technologies. Overview In this course, you will incorporate ethics into data-driven technologies such as AI, IoT, and data science. You will: Describe general concepts, theories, and challenges related to ethics and emerging technologies. Identify ethical risks. Practice ethical reasoning. Identify and mitigate safety and security risks. Identify and mitigate privacy risks. Identify and mitigate fairness and bias risks. Identify and mitigate transparency and explainability risks. Identify and mitigate accountability risks. Build an ethical organization. Develop ethical systems in technology-focused organizations. Mutually reinforcing innovations in computing and engineering are catapulting advances in technological production. From blockchain and artificial intelligence (AI) to gene editing and the Internet of Things (IoT), these advances come with tremendous opportunities for improvement in productivity, efficiency, and human well-being. But as scandals increasingly demonstrate, these advances also introduce new and serious risks of conflict and harm.Technology professionals now face growing demands to identify and mitigate ethical risks to human rights and the environment, as well as to navigate ethical tradeoffs between qualities such as privacy and accuracy, fairness and utility, and safety and accountability. This course provides the tools to identify and manage common ethical risks in the development of emerging data-driven technologies. It distills ethical theory, public regulations, and industry best practices into concrete skills and guidelines needed for the responsible development of digital products and services. By following the course's practical, problems-based approach, learners will become adept at applying theories, principles, frameworks, and techniques in their own roles and organizations. Introduction to Ethics of Emerging Technologies Topic A: What?s at Stake Topic B: Ethics and Why It Matters Topic C: Ethical Decision-Making in Practice Topic D: Causes of Ethical Failures Identifying Ethical Risks Topic A: Ethical Reasons Topic B: Stumbling Blocks for Ethical Reasoning Topic C: Identify Ethical Risks in Product Development Topic D: Tools for Identifying Ethical Risks Topic E: Use Regulations, Standards, and Human Rights to Identify Ethical Risks Ethical Reasoning in Practice Topic A: Ethical Theories Topic B: Use Ethical Decision-Making Frameworks Topic C: Select Options for Action Topic D: Avoid Problems in Ethical Decision-Making Identifying and Mitigating Security Risks Topic A: What Is Security? Topic B: Identify Security Risks Topic C: Security Tradeoffs Topic D: Mitigate Security Risks Identifying and Mitigating Privacy Risks Topic A: What Is Privacy? Topic B: Identify Privacy Risks Topic C: Privacy Tradeoffs Topic D: Mitigate Privacy Risks Identifying and Mitigating Fairness and Bias Risks Topic A: What Are Fairness and Bias? Topic B: Identify Bias Risks Topic C: Fairness Tradeoffs Topic D: Mitigate Bias Risks Identifying and Mitigating Transparency and Explainability Risks Topic A: What Are Transparency and Explainability? Topic B: Identify Transparency and Explainability Risks Topic C: Transparency and Explainability Tradeoffs Topic D: Mitigate Transparency and Explainability Risks Identifying and Mitigating Accountability Risks Topic A: What Is Accountability? Topic B: Identify Accountability Risks Topic C: Accountability Tradeoffs Topic D: Mitigate Accountability Risks Building an Ethical Organization Topic A: What Are Ethical Organizations? Topic B: Organizational Purpose Topic C: Ethics Awareness Topic D: Develop Professional Ethics within Organizations Developing Ethical Systems in Technology-Focused Organizations Topic A: Policy and Compliance Topic B: Metrics and Monitoring Topic C: Communication and Stakeholder Engagement Topic D: Ethical Leadership

The shortage of electricians has lead to an increased demand nationwide and in turn a sharp rise in salary. Our training solutions can help you gain nationally recognised qualifications such as City & Guilds and NVQ. Not only you will train in state-of-the-art training centres, but you can also have the opportunity to attain the Work Based Performance Units and complete a portfolio of diverse evidence of onsite work.

Duration 1 Days 6 CPD hours This course is intended for Learners taking this course are interested in employee experiences or Microsoft Viva and want to learn how to assess, plan, strategize, design, and manage digital employee experiences that use Microsoft Viva, Microsoft Teams, SharePoint, and Power Platform. A learner in this role will collaborate with multiple teams to scope, design, and implement new digital employee experiences, such as onboarding, career and skill development, rewards and recognition, employee wellbeing, and employee retention. Learners should have a foundational understanding of Microsoft technologies, including Microsoft 365, Teams, SharePoint, and a deep understanding of Microsoft Viva features and capabilities. They may have experience in one or more of the following disciplines: human resources, people development, change management, information technology, or culture development. Overview By the end of this module, you'll be able to: Evaluate existing systems and identify requirements Identify stakeholders and users Recommend employee experience solutions and strategies Describe the four experience areas of Connection, Growth, Purpose, and Insights supported by Viva. Explain what Microsoft Viva apps are. Identify resources needed to set up each Viva app. Create an adoption plan to use Viva to solve business scenarios for the four employee experience areas of Connection, Insight, Purpose, and Growth. Describe the main features of Viva Connections List technical requirements/prerequisites for Viva Connections implementation Explain the differences between desktop and mobile experiences Identify 2-3 business use cases for Viva Connections Identify key stakeholders for the deployment of Viva Connections Align and prioritize scenarios for Viva Connections Plan and design for the Dashboard, the Feed, and Resources by scenarios and audiences Consider how your organization will scale adoption Assess your organization's existing learning experiences. Plan and strategize for Viva Learning. Coordinate the implementation of Viva Learning. Recommend an adoption strategy for Viva Learning. In this course, you'll learn how to bring people together to create an optimal employee experience that enables your organization to improve productivity, develop empathetic leadership, and transform how employees feel about their work. In your organization today, are people being treated well, or are their needs neglected? Are your teams aligned on goals with a sense of purpose? Are you driving the business outcomes that you need? The Microsoft Viva employee experience platform provides the infrastructure to create the culture of trust, collaboration, well-being, and active listening that you envision. This training course will provide Microsoft Employee Experience Platform Specialists with a comprehensive overview of Microsoft Viva, as well as Microsoft 365, Teams, and SharePoint. It will cover how to identify requirements for designing experiences for employee onboarding, career and skill development, rewards and recognition, compensation and benefits, employee wellbeing, and employee retention. It will also cover how to design solutions to meet these requirements, and how to collaborate with senior executive leadership, human resources, IT, adoption and change management, and learning and organizational development departments. Finally, it will cover how to continuously improve employee experiences based on data-driven insights and feedback. Design digital employee experiences Introduction Case study - Tailwind Traders Evaluate current employee experiences Consider employee privacy and data requirements Assemble business stakeholders and define goals Explore Viva experience areas Understand Viva licensing Knowledge check Summary and resources Introduction to the Microsoft Viva suite Introduction to Microsoft Viva Understand Viva apps Get started with Microsoft Viva Use Viva to keep everyone informed, included, and inspired Use Viva to get actionable insights to foster well-being and productivity Use Viva to align people's work to team and organization goals Use Viva to help employees learn, grow, and succeed Knowledge check Summary Introduction to Viva Connections Introduction What do users experience? When to use Viva Connections? What technical requirements must be met to deploy Viva Connections? Knowledge check Summary Plan for Viva Connections Introduction Build your team and meet requirements Analyze tasks and scenarios for Viva Connections Plan for Viva Connections Dashboard, Feed and Resources Plan to announce, launch, and scale adoption Knowledge check Summary Design skilling and growth experiences with Viva Learning Introduction Case study - Tailwind Traders Plan for Viva Learning Assemble Viva Learning admins and stakeholders Understand content sources with Viva Learning Coordinate setup and configuration of Viva Learning Develop adoption strategies for Viva Learning Develop an org-wide learning culture Knowledge check Summary and resources Additional course details: Nexus Humans MS-080T00: Employee Experience Platform Specialist 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 MS-080T00: Employee Experience Platform Specialist 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 PRINCE2 Agile Practitioner is designed for those who are already certified in either PRINCE2 or PRINCE2 Agile Foundation levels. Candidates can sit PRINCE2 Agile Practitioner if they hold any of the following project management certifications: PRINCE2 Foundation, PRINCE2 Agile Foundation, Project Management Professional (PMP), Certified Associate in Project Management (CAPM) or IMPA Levels A,B, C and D (Certified Project Director). Overview The PRINCE2 Agile Practitioner course explores practical application of the PRINCE2 Agile method with real-world scenarios. Developed in response to demand from user communities, PRINCE2 Agile provides structure, governance and controls when working with agile concepts, methods and techniques. As a PRINCE2© Accredited Training Organization of PeopleCert, all students attending this training will be provided with the exam voucher as a part of delivery. IntroductionAn Overview of AgileIntroduction to PRINCE2 AgileThe 5 TargetsStarting-Up a Project, Initiating a ProjectAgile and the PRINCE2 ThemesChangeOrganizationPrinciples and BehaviorsPlansQualityControlling a Stage and Managing a StageDirecting a ProjectClosing a ProjectRich Communication Kanban and The Kanban MethodLean Start-UpFurther Guidance IPRINCE2© is a registered trademark of AXELOS Limited, used under permission of AXELOS Limited. All rights reserved. Additional course details:Notes New Horizons is an Authorised Training Organisation (ATO) for Peoplecert for ITIL4 and PRINCE2 Nexus Humans PRINCE2 Agile Practitioner with Exam 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 PRINCE2 Agile Practitioner with Exam 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 Agile professionals, Project Managers and aspiring Project Managers who want to be able to combine PRINCE2 and Agile in the most effective way when using PRINCE2, Agile behaviours, concepts, frameworks, and techniques Other key delivery team staff, including Product Owners, Scrum Masters, and Developers Business professionals with an interest in iterative and incremental project delivery by collaborating working Overview At the end of this course, you will be able to: Understand the key concepts relating to PRINCE2. Understand the key concepts relating to projects and PRINCE2 Agile. Understand how PRINCE2 principles, themes, processes and management products are tailored and applied in an Agile context. Understand the agile ways of working, key terms and techniques. Understand the focus areas in an Agile context. PRINCE2 Agile is the world?s most complete project management solution, combining the flexibility and responsiveness of Agile with the clearly defined framework of PRINCE2©. As a PRINCE2© Accredited Training Organization of PeopleCert, all students attending this training will be provided with the exam voucher as a part of delivery. Course Outline Course Introduction and Agile Overview PRINCE2 Summary Culture Blending PRINCE2 and Agile Combining PRINCE2 and Agileÿ Combining PRINCE2 and Agile (Contd.) Homework Day 1ÿ PRINCE2 Agile Themes PRINCE2 Agile Processes Agile frameworks, Concepts, and Techniques Agile Focus Areas Mock Exam PRINCE2© is a registered trademark of AXELOS Limited, used under permission of AXELOS Limited. All rights reserved. Additional course details:Notes New Horizons is an Authorised Training Organisation (ATO) for Peoplecert for ITIL4 and PRINCE2 Nexus Humans PRINCE2 Agile Foundation with Exam 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 PRINCE2 Agile Foundation with Exam 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 Data Analysts, Business Analysts, Business Intelligence professionals Cloud Data Engineers who will be partnering with Data Analysts to build scalable data solutions on Google Cloud Platform Overview This course teaches students the following skills: Derive insights from data using the analysis and visualization tools on Google Cloud Platform Interactively query datasets using Google BigQuery Load, clean, and transform data at scale Visualize data using Google Data Studio and other third-party platforms Distinguish between exploratory and explanatory analytics and when to use each approach Explore new datasets and uncover hidden insights quickly and effectively Optimizing data models and queries for price and performance Want to know how to query and process petabytes of data in seconds? Curious about data analysis that scales automatically as your data grows? Welcome to the Data Insights course! This four-course accelerated online specialization teaches course participants how to derive insights through data analysis and visualization using the Google Cloud Platform. The courses feature interactive scenarios and hands-on labs where participants explore, mine, load, visualize, and extract insights from diverse Google BigQuery datasets. The courses also cover data loading, querying, schema modeling, optimizing performance, query pricing, and data visualization. This specialization is intended for the following participants: Data Analysts, Business Analysts, Business Intelligence professionals Cloud Data Engineers who will be partnering with Data Analysts to build scalable data solutions on Google Cloud Platform To get the most out of this specialization, we recommend participants have some proficiency with ANSI SQL. Introduction to Data on the Google Cloud Platform Highlight Analytics Challenges Faced by Data Analysts Compare Big Data On-Premises vs on the Cloud Learn from Real-World Use Cases of Companies Transformed through Analytics on the Cloud Navigate Google Cloud Platform Project Basics Lab: Getting started with Google Cloud Platform Big Data Tools Overview Walkthrough Data Analyst Tasks, Challenges, and Introduce Google Cloud Platform Data Tools Demo: Analyze 10 Billion Records with Google BigQuery Explore 9 Fundamental Google BigQuery Features Compare GCP Tools for Analysts, Data Scientists, and Data Engineers Lab: Exploring Datasets with Google BigQuery Exploring your Data with SQL Compare Common Data Exploration Techniques Learn How to Code High Quality Standard SQL Explore Google BigQuery Public Datasets Visualization Preview: Google Data Studio Lab: Troubleshoot Common SQL Errors Google BigQuery Pricing Walkthrough of a BigQuery Job Calculate BigQuery Pricing: Storage, Querying, and Streaming Costs Optimize Queries for Cost Lab: Calculate Google BigQuery Pricing Cleaning and Transforming your Data Examine the 5 Principles of Dataset Integrity Characterize Dataset Shape and Skew Clean and Transform Data using SQL Clean and Transform Data using a new UI: Introducing Cloud Dataprep Lab: Explore and Shape Data with Cloud Dataprep Storing and Exporting Data Compare Permanent vs Temporary Tables Save and Export Query Results Performance Preview: Query Cache Lab: Creating new Permanent Tables Ingesting New Datasets into Google BigQuery Query from External Data Sources Avoid Data Ingesting Pitfalls Ingest New Data into Permanent Tables Discuss Streaming Inserts Lab: Ingesting and Querying New Datasets Data Visualization Overview of Data Visualization Principles Exploratory vs Explanatory Analysis Approaches Demo: Google Data Studio UI Connect Google Data Studio to Google BigQuery Lab: Exploring a Dataset in Google Data Studio Joining and Merging Datasets Merge Historical Data Tables with UNION Introduce Table Wildcards for Easy Merges Review Data Schemas: Linking Data Across Multiple Tables Walkthrough JOIN Examples and Pitfalls Lab: Join and Union Data from Multiple Tables Advanced Functions and Clauses Review SQL Case Statements Introduce Analytical Window Functions Safeguard Data with One-Way Field Encryption Discuss Effective Sub-query and CTE design Compare SQL and Javascript UDFs Lab: Deriving Insights with Advanced SQL Functions Schema Design and Nested Data Structures Compare Google BigQuery vs Traditional RDBMS Data Architecture Normalization vs Denormalization: Performance Tradeoffs Schema Review: The Good, The Bad, and The Ugly Arrays and Nested Data in Google BigQuery Lab: Querying Nested and Repeated Data More Visualization with Google Data Studio Create Case Statements and Calculated Fields Avoid Performance Pitfalls with Cache considerations Share Dashboards and Discuss Data Access considerations Optimizing for Performance Avoid Google BigQuery Performance Pitfalls Prevent Hotspots in your Data Diagnose Performance Issues with the Query Explanation map Lab: Optimizing and Troubleshooting Query Performance Advanced Insights Introducing Cloud Datalab Cloud Datalab Notebooks and Cells Benefits of Cloud Datalab Data Access Compare IAM and BigQuery Dataset Roles Avoid Access Pitfalls Review Members, Roles, Organizations, Account Administration, and Service Accounts

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.