{"product_id":"ai-data-course-examination","title":"AI+ Data™ Course \u0026 Examination","description":"\u003cp\u003eThe AI+ Data certification equips professionals with vital skills for data science. It covers key concepts like Data Science Foundations, Statistics, Programming, and Data Wrangling. Participants delve into advanced topics such as Generative AI and Machine Learning, preparing them for complex data challenges. \u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003ePurchase our self-paced online course, or \u003c\/span\u003e\u003ca href=\"https:\/\/www.itsmhub.com.au\/products\/itsm-onsite-training\"\u003eRequest a Quote\u003c\/a\u003e\u003cspan\u003e for your team.\u003c\/span\u003e\u003c\/p\u003e\n\u003ch3\u003eCourse Overview\u003cstrong\u003e\u003cspan data-contrast=\"auto\" lang=\"EN-US\" class=\"TextRun SCXW191054166 BCX8\"\u003e\u003cspan class=\"NormalTextRun SCXW191054166 BCX8\"\u003e\u003c\/span\u003e\u003c\/span\u003e\u003c\/strong\u003e\n\u003c\/h3\u003e\n\u003cp\u003eThe program includes a hands-on capstone project focusing on Employee Attrition Prediction. Emphasis is placed on Data-Driven Decision-Making and Data Storytelling for actionable insights. Personalised mentorship, immersive projects, and cutting-edge resources ensure a transformative learning journey, preparing individuals for success in AI and data science.\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eCore Concepts Covered\u003c\/strong\u003e: Data Science foundations, Python, Statistics, and Data Wrangling\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eAdvanced Topics\u003c\/strong\u003e: Dive into Generative AI, Machine Learning, and Predictive Analytics\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eCapstone Application\u003c\/strong\u003e: Solve real-world problems like employee attrition with AI\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eCareer Readiness\u003c\/strong\u003e: Develop skills for AI-driven data science roles with hands-on mentorship.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eWhy AI+ Data\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli class=\"item\"\u003e\n\u003cb\u003eDemand for Certified Experts: \u003c\/b\u003eOrganisations seek certified experts who can transform complex data into actionable insights while ensuring data integrity and privacy.\u003c\/li\u003e\n\u003cli class=\"item\"\u003e\n\u003cb\u003eMitigating Data and AI Risks: \u003c\/b\u003ePoor handling of data and AI technologies can lead to inaccurate analysis and business risks. This certification helps professionals mitigate such challenges.\u003c\/li\u003e\n\u003cli class=\"item\"\u003e\n\u003cb\u003eDesigning AI-Driven Data Strategies: \u003c\/b\u003eCertified professionals play a crucial role in designing AI-driven data strategies that optimise performance and align with regulatory standards.\u003c\/li\u003e\n\u003cli class=\"item\"\u003e\n\u003cb\u003eCareer Advancement: \u003c\/b\u003eAs AI-powered data solutions become essential for businesses, this certification provides professionals with a competitive edge in advancing their careers.\u003cb\u003e\u003c\/b\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cdiv\u003e\n\u003cdiv\u003e\n\u003ch3\u003eCourse Modules\u003c\/h3\u003e\n\u003cp\u003e\u003cstrong\u003eModule 1: Foundations of Data Science\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e1.1 Introduction to Data Science\u003c\/li\u003e\n\u003cli\u003e1.2 Data Science Life Cycle\u003c\/li\u003e\n\u003cli\u003e1.3 Applications of Data Science\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\n\u003cdiv\u003e\n\u003cp\u003e\u003cstrong\u003eModule 2: Foundations of Statistics\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e2.1 Basic Concepts of Statistics\u003c\/li\u003e\n\u003cli\u003e2.2 Probability Theory\u003c\/li\u003e\n\u003cli\u003e2.3 Statistical Inference\u003cbr\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eModule 3: Data Sources and Types\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e3.1 Types of Data \u003c\/li\u003e\n\u003cli\u003e3.2 Data Sources\u003c\/li\u003e\n\u003cli\u003e3.3 Data Storage Technologies\u003cbr\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eModule 4: Programming Skills for Data Science\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e4.1 Introduction to Python for Data Science\u003c\/li\u003e\n\u003cli\u003e4.2 Introduction to R for Data Science\u003cbr\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eModule 5: Data Wrangling and Preprocessing\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e5.1 Data Imputation Techniques\u003c\/li\u003e\n\u003cli\u003e5.2 Handling Outliers and Data Transformation\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eModule 6: Exploratory Data Analysis (EDA)\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e6.1 Introduction to EDA\u003c\/li\u003e\n\u003cli\u003e6.2 Data Visualisation\u003cbr\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eModule 7: Generative AI Tools for Deriving Insights\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e7.1 Introduction to Generative AI Tools\u003c\/li\u003e\n\u003cli\u003e7.2 Applications of Generative AI\u003cbr\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eModule 8: Machine Learning Refresher \u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e8.1 Introduction to Supervised Learning Algorithms\u003c\/li\u003e\n\u003cli\u003e8.2 Introduction to Unsupervised Learning\u003c\/li\u003e\n\u003cli\u003e8.3 Different Algorithms for Clustering\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003e8.4 Association Rule Learning\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eModule 9: Advance Machine Learning\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e9.1 Ensemble Learning Techniques\u003c\/li\u003e\n\u003cli\u003e9.2 Dimensionality Reduction\u003c\/li\u003e\n\u003cli\u003e9.3 Advanced Optimization Techniques\u003cbr\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eModule 10: Data-Driven Decision-Making\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e10.1 Introduction to Data-Driven Decision Making\u003c\/li\u003e\n\u003cli\u003e10.2 Open Source Tools for Data-Driven Decision Making\u003c\/li\u003e\n\u003cli\u003e10.3 Deriving Data-Driven Insights from Sales Dataset\u003cbr\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eModule 11: Data Storytelling\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e11.1 Understanding the Power of Data Storytelling\u003c\/li\u003e\n\u003cli\u003e11.2 Identifying Use Cases and Business Relevance\u003c\/li\u003e\n\u003cli\u003e11.3 Crafting Compelling Narratives\u003c\/li\u003e\n\u003cli\u003e11.4 Visualising Data for Impact\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eModule 12: Capstone Project - Employee Attrition Prediction\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e12.1 Project Introduction and Problem Statement\u003c\/li\u003e\n\u003cli\u003e12.2 Data Collection and Preparation\u003c\/li\u003e\n\u003cli\u003e12.3 Data Analysis and Modeling\u003c\/li\u003e\n\u003cli\u003e12.4 Data Storytelling and Presentation\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003cul\u003e\u003c\/ul\u003e\n\u003ch3\u003eLearning Outcomes\u003c\/h3\u003e\n\u003cdiv\u003e\n\u003cul\u003e\n\u003cli\u003eData Visualization Techniques.\u003c\/li\u003e\n\u003cli\u003eData Quality and Bias Mitigation.\u003c\/li\u003e\n\u003cli\u003eDeep Learning for Data Processing.\u003c\/li\u003e\n\u003cli\u003eStatistical Modeling.\u003c\/li\u003e\n\u003cli\u003eBig Data Technologies.\u003cbr\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\n\u003cdiv\u003e\n\u003ch3\u003eAI Tools\u003c\/h3\u003e\n\u003cp\u003eYou will master the following AI tools in our AI+ Data course\u003c\/p\u003e\n\u003ctable style=\"width: 89.7477%; height: 402px;\" width=\"100%\"\u003e\n\u003ctbody\u003e\n\u003ctr style=\"height: 191.58px;\"\u003e\n\u003ctd style=\"width: 54.2903%; height: 191.58px; text-align: center;\"\u003e\n\u003cp\u003e\u003cimg style=\"display: block; margin-left: auto; margin-right: auto;\" alt=\"\" src=\"https:\/\/cdn.shopify.com\/s\/files\/1\/0586\/6291\/2184\/files\/AI_Data_Image_1.png?v=1764129267\"\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003c\/td\u003e\n\u003ctd style=\"width: 45.2419%; height: 191.58px; text-align: center;\"\u003e\n\u003cp\u003e\u003cimg style=\"display: block; margin-left: auto; margin-right: auto;\" alt=\"\" src=\"https:\/\/cdn.shopify.com\/s\/files\/1\/0586\/6291\/2184\/files\/AI_Data_Image_2.jpg?v=1764129284\"\u003e\u003c\/p\u003e\n\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"height: 195.66px;\"\u003e\n\u003ctd style=\"width: 54.2903%; text-align: center; height: 195.66px;\"\u003e\n\u003cp\u003e\u003cimg style=\"display: block; margin-left: auto; margin-right: auto;\" alt=\"\" src=\"https:\/\/cdn.shopify.com\/s\/files\/1\/0586\/6291\/2184\/files\/AI_Data_Image_3.jpg?v=1764129302\"\u003e\u003c\/p\u003e\n\u003c\/td\u003e\n\u003ctd style=\"width: 45.2419%; text-align: center; height: 195.66px;\"\u003e\n\u003cp\u003e\u003cimg style=\"display: block; margin-left: auto; margin-right: auto;\" alt=\"\" src=\"https:\/\/cdn.shopify.com\/s\/files\/1\/0586\/6291\/2184\/files\/AI_Data_Image_4.png?v=1764129330\"\u003e\u003c\/p\u003e\n\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003c\/tbody\u003e\n\u003c\/table\u003e\n\u003c\/div\u003e\n\u003ch3\u003e\u003cbr\u003e\u003c\/h3\u003e\n\u003ch3\u003eWho Should Attend\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eData Analysts \u0026amp; Scientists:\u003c\/strong\u003e Enhance data analysis capabilities using AI for predictive modeling and decision-making.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eBusiness Intelligence Professionals:\u003c\/strong\u003e Leverage AI to uncover insights, trends, and opportunities in complex data sets.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eIT Specialists \u0026amp; System Integrators: \u003c\/strong\u003eImplement AI-powered solutions to optimize data management and infrastructure.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eData Engineers: \u003c\/strong\u003eDesign and develop AI-driven data pipelines and architectures for scalable solutions.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eStudents \u0026amp; New Graduates: \u003c\/strong\u003eBuild valuable AI and data science skills to thrive in an increasingly data-driven world.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eDelivery options\u003c\/h3\u003e\n\u003cp\u003e\u003cspan\u003eAI+ Data is available as a self-paced online course or instructor-led. \u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003e\u003cstrong\u003eInstructor-led: \u003c\/strong\u003eHeld over 5 days, it is an intensive week of training which includes live demos, hands-on labs, real-time Q\u0026amp;A and peer collaboration. This course can be delivered onsite at your premises or in our virtual classroom. \u003ca href=\"https:\/\/www.itsmhub.com.au\/products\/itsm-onsite-training\"\u003eRequest a quote for your team\u003c\/a\u003e \u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003e\u003cstrong\u003eSelf-Paced online:\u003c\/strong\u003e 40-hours of on-demand video lessons, e-book and podcasts. Access to your own online learning portal for 12-months to work through and certify. \u003c\/span\u003eLearn anywhere, anytime, with modular quizzes to track progress.\u003c\/p\u003e\n\u003ch3\u003ePre-requisites\u003c\/h3\u003e\n\u003cp\u003e\u003cspan data-ccp-props='{\"201341983\":0,\"335559740\":278}'\u003eBasic knowledge of computer science and statistics, data analysis, fundamental AI\/ML concepts, Python and R. \u003c\/span\u003e\u003c\/p\u003e\n\u003ch3\u003eExam \u0026amp; Certification\u003c\/h3\u003e\n\u003cdiv\u003e\n\u003cp\u003e\u003cspan\u003eThis course prepares participants for the examination leading to AI+ Data \u003c\/span\u003e\u003cspan\u003ecertification\u003c\/span\u003e\u003cspan\u003e. The exam is held online via a proctored exam platform.\u003c\/span\u003e\u003cspan\u003e \u003c\/span\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cspan\u003eDuration: 90 minutes\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eQuestions: 50 multiple-choice\/multiple-response\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003ePassing mark: 70% (35 questions correct out of 50 questions) \u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eDelivery: completed online via your AI Certs learning portal\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eA digital certification will be provided upon passing\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\n\u003cdiv\u003e\n\u003cp class=\"mb-3\"\u003eExam Blueprint:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eFoundations of Data Science – 5%\u003c\/li\u003e\n\u003cli\u003eFoundations of Statistics – 5%\u003c\/li\u003e\n\u003cli\u003eData Sources and Types – 6%\u003c\/li\u003e\n\u003cli\u003eProgramming Skills for Data Science – 10%\u003c\/li\u003e\n\u003cli\u003eData Wrangling and Preprocessing – 10%\u003c\/li\u003e\n\u003cli\u003eExploratory Data Analysis – 12%\u003c\/li\u003e\n\u003cli\u003eGenerative AI Tools for Deriving Insights – 6%\u003c\/li\u003e\n\u003cli\u003eMachine Learning – 10%\u003c\/li\u003e\n\u003cli\u003eAdvance Machine Learning – 10%\u003c\/li\u003e\n\u003cli\u003eData-Driven Decision-Making – 10%\u003c\/li\u003e\n\u003cli\u003eData Storytelling – 6%\u003c\/li\u003e\n\u003cli\u003eCapstone Project - Employee Attrition Prediction – 10%\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\n\u003ch3\u003eCourse Materials \u0026amp; Inclusions\u003c\/h3\u003e\n\u003cdiv\u003e\n\u003cdiv\u003e\n\u003cp\u003e\u003cspan\u003eOne-year subscription to the AI+ course materials, these are regularly updated to ensure the latest developments are included in your courseware. This includes:\u003c\/span\u003e\u003cspan\u003e\u003c\/span\u003e\u003cspan\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/div\u003e\n\u003cdiv\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cspan\u003eHigh-Quality Videos, E-book (PDF \u0026amp; Audio), and Podcasts\u003c\/span\u003e\u003cspan\u003e \u003c\/span\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cspan\u003e\u003cspan\u003eAI Mentor for \u003c\/span\u003e\u003cspan\u003ePersonali\u003c\/span\u003e\u003cspan\u003es\u003c\/span\u003e\u003cspan\u003eed\u003c\/span\u003e\u003cspan\u003e Guidance\u003c\/span\u003e\u003c\/span\u003e\u003cspan\u003e \u003c\/span\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cspan\u003eQuizzes, Assessments, and Course Resources\u003c\/span\u003e\u003cspan\u003e \u003c\/span\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cspan\u003eComprehensive Exam Study Guide\u003c\/span\u003e\u003cspan\u003e \u003c\/span\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cspan\u003e\u003cspan\u003eOfficial \u003c\/span\u003e\u003cspan\u003eAI+ Certification \u003c\/span\u003e\u003cspan\u003eOnline Proctored Exam \u003c\/span\u003e\u003c\/span\u003e\u003cspan\u003e \u003c\/span\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cspan\u003e\u003cspan\u003eOne Free \u003c\/span\u003e\u003cspan\u003eExam \u003c\/span\u003e\u003cspan\u003eRetake\u003c\/span\u003e\u003c\/span\u003e\u003cspan\u003e \u003c\/span\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003cdiv\u003e\n\u003cdiv\u003e\n\u003cp\u003e\u003cspan\u003eYou will receive a digital certification upon passing the online examination. \u003c\/span\u003e\u003c\/p\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e","brand":"Artificial Intelligence","offers":[{"title":"Default Title","offer_id":52323058122936,"sku":null,"price":795.0,"currency_code":"AUD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0586\/6291\/2184\/files\/AI_Data.png?v=1777690125","url":"https:\/\/www.itsmhub.com.au\/products\/ai-data-course-examination","provider":"ITSM Hub","version":"1.0","type":"link"}