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Embark on a captivating journey into the world of artificial intelligence with our course, 'Machine Learning Basics.' This voyage begins with an immersive introduction, setting the stage for an exploration into the intricate and fascinating realm of machine learning. Envision yourself unlocking the mysteries of algorithms and data patterns, essential skills in today's technology-driven landscape. The course offers a comprehensive foray into the core principles of machine learning, starting from the very basics and gradually building to more complex concepts, making it an ideal path for beginners and enthusiasts alike. As you delve deeper, each section unravels a vital component of machine learning. Grasp the essentials of regression analysis, understand the role of predictors, and navigate through the functionalities of Minitab, a key tool in data analysis. Journey through the structured world of regression trees and binary logistic regression, and master the art of classification trees. The course also emphasizes the importance of data cleaning and constructing robust data models, culminating in the achievement of learning success. This course is not just an educational experience; it's a gateway to the future of data science and AI. Learning Outcomes Comprehend the basic principles and applications of machine learning. Develop proficiency in regression analysis and predictor identification. Gain practical skills in Minitab for data analysis. Understand and apply regression and classification trees. Acquire expertise in data cleaning and model creation. Why choose this Machine Learning Basics course? Unlimited access to the course for a lifetime. Opportunity to earn a certificate accredited by the CPD Quality Standards and CIQ after completing this course. Structured lesson planning in line with industry standards. Immerse yourself in innovative and captivating course materials and activities. Assessments designed to evaluate advanced cognitive abilities and skill proficiency. Flexibility to complete the Course at your own pace, on your own schedule. Receive full tutor support throughout the week, from Monday to Friday, to enhance your learning experience. Unlock career resources for CV improvement, interview readiness, and job success. Who is this Machine Learning Basics course for? Novices eager to delve into machine learning. Data enthusiasts looking to enhance their analytical skills. Professionals in IT and related fields expanding their expertise. Academics and students in computer science and data studies. Career changers interested in the field of data science and AI. Career path Data Analyst - £30,000 to £55,000 Machine Learning Engineer - £40,000 to £80,000 AI Developer - £35,000 to £75,000 Business Intelligence Analyst - £32,000 to £60,000 Research Scientist (Machine Learning) - £45,000 to £85,000 Software Engineer (AI Specialization) - £38,000 to £70,000 Prerequisites This Machine Learning Basics does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Machine Learning Basics was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Certification After studying the course materials, there will be a written assignment test which you can take at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £4.99 Original Hard Copy certificates need to be ordered at an additional cost of £8. Course Curriculum Section 01: Introduction Introduction to Supervised Machine Learning 00:06:00 Section 02: Regression Introduction to Regression 00:13:00 Evaluating Regression Models 00:11:00 Conditions for Using Regression Models in ML versus in Classical Statistics 00:21:00 Statistically Significant Predictors 00:09:00 Regression Models Including Categorical Predictors. Additive Effects 00:20:00 Regression Models Including Categorical Predictors. Interaction Effects 00:18:00 Section 03: Predictors Multicollinearity among Predictors and its Consequences 00:21:00 Prediction for New Observation. Confidence Interval and Prediction Interval 00:06:00 Model Building. What if the Regression Equation Contains 'Wrong' Predictors? 00:13:00 Section 04: Minitab Stepwise Regression and its Use for Finding the Optimal Model in Minitab 00:13:00 Regression with Minitab. Example. Auto-mpg: Part 1 00:17:00 Regression with Minitab. Example. Auto-mpg: Part 2 00:18:00 Section 05: Regression Trees The Basic idea of Regression Trees 00:18:00 Regression Trees with Minitab. Example. Bike Sharing: Part1 00:15:00 Regression Trees with Minitab. Example. Bike Sharing: Part 2 00:10:00 Section 06: Binary Logistics Regression Introduction to Binary Logistics Regression 00:23:00 Evaluating Binary Classification Models. Goodness of Fit Metrics. ROC Curve. AUC 00:20:00 Binary Logistic Regression with Minitab. Example. Heart Failure: Part 1 00:16:00 Binary Logistic Regression with Minitab. Example. Heart Failure: Part 2 00:18:00 Section 07: Classification Trees Introduction to Classification Trees 00:12:00 Node Splitting Methods 1. Splitting by Misclassification Rate 00:20:00 Node Splitting Methods 2. Splitting by Gini Impurity or Entropy 00:11:00 Predicted Class for a Node 00:06:00 The Goodness of the Model - 1. Model Misclassification Cost 00:11:00 The Goodness of the Model - 2 ROC. Gain. Lit Binary Classification 00:15:00 The Goodness of the Model - 3. ROC. Gain. Lit. Multinomial Classification 00:08:00 Predefined Prior Probabilities and Input Misclassification Costs 00:11:00 Building the Tree 00:08:00 Classification Trees with Minitab. Example. Maintenance of Machines: Part 1 00:17:00 Classification Trees with Miitab. Example. Maintenance of Machines: Part 2 00:10:00 Section 08: Data Cleaning Data Cleaning: Part 1 00:16:00 Data Cleaning: Part 2 00:17:00 Creating New Features 00:12:00 Section 09: Data Models Polynomial Regression Models for Quantitative Predictor Variables 00:20:00 Interactions Regression Models for Quantitative Predictor Variables 00:15:00 Qualitative and Quantitative Predictors: Interaction Models 00:28:00 Final Models for Duration and TotalCharge: Without Validation 00:18:00 Underfitting or Overfitting: The 'Just Right Model' 00:18:00 The 'Just Right' Model for Duration 00:16:00 The 'Just Right' Model for Duration: A More Detailed Error Analysis 00:12:00 The 'Just Right' Model for TotalCharge 00:14:00 The 'Just Right' Model for ToralCharge: A More Detailed Error Analysis 00:06:00 Section 10: Learning Success Regression Trees for Duration and TotalCharge 00:18:00 Predicting Learning Success: The Problem Statement 00:07:00 Predicting Learning Success: Binary Logistic Regression Models 00:17:00 Predicting Learning Success: Classification Tree Models 00:09:00

24-Hour Knowledge Knockdown! Prices Reduced Like Never Before Did you know the UK tech sector is booming, with a projected growth of 2.7% in 2024? But with this growth comes the need for skilled professionals. Are you ready to be part of this exciting future? Python, a versatile and in-demand programming language, could be your key. But where do you start? This Python Programming bundle empowers you, from beginner to advanced, to master Python programming. Learn essential syntax, build applications, explore data science and machine learning, and delve into deep learning and neural networks. Gain the skills and confidence to launch your tech career or upskill for lucrative opportunities. This Diploma in Python Programming at QLS Level 5 Bundle Contains 11 of Our Premium Courses for One Discounted Price: Course 01: Diploma in Python for Beginners Part 1 at QLS Level 5 Course 02: Computer Science With Python Course 03: Python Basic Programming for Absolute Beginners Course 04: Python 101: Essentials for Beginners Course 05: Python Masterclass: Advanced Diploma Course 06: Coding with Python 3 Course 07: Python Programming Bible Course 08: Machine Learning with Python Course Course 09: Data Science & Machine Learning with Python Course 10: Code with Python: Learn Classes, Methods and OOP Course 11: Deep Learning & Neural Networks Python - Keras Take control of your career trajectory and join the growing community of Python developers-enrol today! Learning Outcomes of Python Programming Understand the basics of Python and its environment setup. Get a deep understanding of Python data types and operators. Master Python's fundamental data structures including lists, dictionaries, and tuples. Learn how to control the flow of Python programs through conditional statements and loops. Develop a solid understanding of Python syntax and readability. Acquire a comprehensive foundational knowledge of Python. Establish a solid stepping stone for advanced Python topics and related fields. Why Choose Our Bundle? Get a free QLS endorsed Certificate upon completion of this Bundle Get a free student ID card with this Bundle Get instant access to this Bundle course. Learn from anywhere in the world This Bundle is affordable and simple to understand This Bundle is an entirely online, interactive lesson with voiceover audio Lifetime access to this Bundle of course materials This Bundle Programming comes with 24/7 tutor support Start your learning journey straightaway! This Bundle curriculum has been designed by Python Programming experts with years of Python Programming experience behind them. The Bundle course is extremely dynamic and well-paced to help you understand the Bundle with ease. You'll discover how to master the Python Programming skill while exploring relevant and essential topics. Assessment Process You have to complete the assignment questions given at the end of the course and score a minimum of 60% to pass each exam. After passing the Diploma in Python for Beginners Part 1 at QLS Level 5 exam, you will be able to request a certificate endorsed by the Quality Licence Scheme absolutely FREE of cost. CPD 250 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This bundle is suitable for everyone. Requirements You will not need any prior background or expertise in this bundle. Career path This bundle will allow you to kickstart or take your career in the related sector to the next stage. Python Developer Data Analyst Machine Learning Engineer Web Developer Data Scientist Software Engineer Certificates CPD Accredited Certificate Digital certificate - Included Diploma in Python Programming at QLS Level 5 Hard copy certificate - Included

Duration 1 Days 6 CPD hours This course is intended for The Azure AI Fundamentals course is designed for anyone interested in learning about the types of solution artificial intelligence (AI) makes possible, and the services on Microsoft Azure that you can use to create them. You don?t need to have any experience of using Microsoft Azure before taking this course, but a basic level of familiarity with computer technology and the Internet is assumed. Some of the concepts covered in the course require a basic understanding of mathematics, such as the ability to interpret charts. The course includes hands-on activities that involve working with data and running code, so a knowledge of fundamental programming principles will be helpful. This course introduces fundamentals concepts related to artificial intelligence (AI), and the services in Microsoft Azure that can be used to create AI solutions. The course is not designed to teach students to become professional data scientists or software developers, but rather to build awareness of common AI workloads and the ability to identify Azure services to support them. Prerequisites Prerequisite certification is not required before taking this course. Successful Azure AI Fundamental students start with some basic awareness of computing and internet concepts, and an interest in using Azure AI services. Specifically: Experience using computers and the internet. Interest in use cases for AI applications and machine learning models. A willingness to learn through hands-on exp... 1 - Fundamental AI Concepts Understand machine learning Understand computer vision Understand natural language processing Understand document intelligence and knowledge mining Understand generative AI Challenges and risks with AI Understand Responsible AI 2 - Fundamentals of machine learning What is machine learning? Types of machine learning Regression Binary classification Multiclass classification Clustering Deep learning Azure Machine Learning 3 - Fundamentals of Azure AI services AI services on the Azure platform Create Azure AI service resources Use Azure AI services Understand authentication for Azure AI services 4 - Fundamentals of Computer Vision Images and image processing Machine learning for computer vision Azure AI Vision 5 - Fundamentals of Facial Recognition Understand Face analysis Get started with Face analysis on Azure 6 - Fundamentals of optical character recognition Get started with Vision Studio on Azure 7 - Fundamentals of Text Analysis with the Language Service Understand Text Analytics Get started with text analysis 8 - Fundamentals of question answering with the Language Service Understand question answering Get started with the Language service and Azure Bot Service 9 - Fundamentals of conversational language understanding Describe conversational language understanding Get started with conversational language understanding in Azure 10 - Fundamentals of Azure AI Speech Understand speech recognition and synthesis Get started with speech on Azure 11 - Fundamentals of Azure AI Document Intelligence Explore capabilities of document intelligence Get started with receipt analysis on Azure 12 - Fundamentals of Knowledge Mining with Azure Cognitive Search What is Azure Cognitive Search? Identify elements of a search solution Use a skillset to define an enrichment pipeline Understand indexes Use an indexer to build an index Persist enriched data in a knowledge store Create an index in the Azure portal Query data in an Azure Cognitive Search index 13 - Fundamentals of Generative AI What is generative AI? Large language models What is Azure OpenAI? What are copilots? Improve generative AI responses with prompt engineering 14 - Fundamentals of Azure OpenAI Service What is generative AI Describe Azure OpenAI How to use Azure OpenAI Understand OpenAI's natural language capabilities Understand OpenAI code generation capabilities Understand OpenAI's image generation capabilities Describe Azure OpenAI's access and responsible AI policies 15 - Fundamentals of Responsible Generative AI Plan a responsible generative AI solution Identify potential harms Measure potential harms Mitigate potential harms Operate a responsible generative AI solution Additional course details: Nexus Humans AI-900T00 - Microsoft Azure AI Fundamentals 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 AI-900T00 - Microsoft Azure AI Fundamentals 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.

Learn Python Programming using a Step By Step Approach with 200+ code examples.

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Duration 1 Days 6 CPD hours This course is intended for This course is designed for data scientists with experience of Python who need to learn how to apply their data science and machine learning skills on Azure Databricks. Overview After completing this course, you will be able to: Provision an Azure Databricks workspace and cluster Use Azure Databricks to train a machine learning model Use MLflow to track experiments and manage machine learning models Integrate Azure Databricks with Azure Machine Learning Azure Databricks is a cloud-scale platform for data analytics and machine learning. In this course, students will learn how to use Azure Databricks to explore, prepare, and model data; and integrate Databricks machine learning processes with Azure Machine Learning. Introduction to Azure Databricks Getting Started with Azure Databricks Working with Data in Azure Databricks Training and Evaluating Machine Learning Models Preparing Data for Machine Learning Training a Machine Learning Model Managing Experiments and Models Using MLflow to Track Experiments Managing Models Managing Experiments and Models Using MLflow to Track Experiments Managing Models Integrating Azure Databricks and Azure Machine Learning Tracking Experiments with Azure Machine Learning Deploying Models

Venture into the world of data interpretation with our illuminating 'Applied Statistics' course. In an era where every decision is data-driven, the art of statistics becomes an indispensable tool. This course masterfully unfolds the complexities of statistical analysis, from the basics to advanced methodologies. Whether it's understanding central tendencies, charting out data, or avoiding common pitfalls, we've got it all covered. Set yourself on a path to make informed decisions and discern patterns like never before. Learning Outcomes Understand the core concepts and fundamentals of statistics. Master methods of measuring central tendencies and dispersion in datasets. Dive deep into correlation, regression, and hypothesis testing techniques. Attain proficiency in data visualisation using charts and graphs. Identify and rectify ten prevalent statistical mistakes. Why choose this Applied Statistics course? Unlimited access to the course for a lifetime. Opportunity to earn a certificate accredited by the CPD Quality Standards after completing this course. Structured lesson planning in line with industry standards. Immerse yourself in innovative and captivating course materials and activities. Assessments are designed to evaluate advanced cognitive abilities and skill proficiency. Flexibility to complete the Applied Statistics Course at your own pace, on your own schedule. Receive full tutor support throughout the week, from Monday to Friday, to enhance your learning experience. Who is this Applied Statistics course for? Students embarking on a journey in data science or related fields. Business analysts seeking to enhance their data interpretation skills. Researchers keen to strengthen their statistical analysis techniques. Professionals in various industries aiming to make data-backed decisions. Educators looking to teach statistical methods more effectively. Career path Data Analyst - £25,000 - £40,000 Statistical Consultant - £30,000 - £50,000 Research Scientist (Statistics) - £35,000 - £55,000 Econometrician - £40,000 - £60,000 Quantitative Analyst - £45,000 - £70,000 Biostatistician - £30,000 - £50,000 Prerequisites This Applied Statistics does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Applied Statistics was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Certification After studying the course materials, there will be a written assignment test which you can take at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £4.99 Original Hard Copy certificates need to be ordered at an additional cost of £8. Course Curriculum Module 01: Introduction to Statistics Introduction to Statistics 00:18:00 Module 02: Measuring Central Tendency Measuring Central Tendency 00:18:00 Module 03: Measures of Dispersion Measures of Dispersion 00:11:00 Module 04: Correlation and Regression Analysis Correlation and Regression Analysis 00:35:00 Module 05: Probability Probability 00:16:00 Module 06: Sampling Sampling 00:11:00 Module 07: Charts and Graphs Charts and Graphs 00:21:00 Module 08: Hypothesis Testing Hypothesis Testing 00:25:00 Module 09: Ten Common Statistical Mistakes Ten Common Statistical Mistakes 00:30:00 Assignment Assignment - Applied Statistics 00:00:00

>>24 Hours Left! Don't Let the Winter Deals Slip Away - Enrol Now!<< Unlock a world of opportunities as a business intelligence analyst! In the UK, the demand for business intelligence professionals has soared by 25% in the past year alone, with average salaries exceeding £50,000 per annum. Join our course to master the art of business intelligence and seize your career's brightest future. Don't miss out! Enrol today and take your first step towards a lucrative career! This Diploma in Business Intelligence Analyst at QLS Level 5 course is Endorsed by The Quality Licence Scheme (with 150 CPD points) Accredited by CPDQS This Business Intelligence Analyst at QLS Level 5 training can help you accomplish your ambitions and prepare you for a meaningful career. So, join us today and gear up for excellence! Learning outcomes of this Diploma in Business Intelligence Analyst at QLS Level 5 Course: Upon successful completion of the Business Intelligence Analyst course, you'll be able to: Gain deep understanding of BI principles. Develop real-time BI proficiency. Master stats, vital for BI insights. Acquire SQL skills for effective BI. Grasp database essentials in BI. Delve into data warehousing within BI. Utilize data visualization, harness Python in BI tasks. Why Prefer This Business Intelligence Analyst at the QLS Level 5 Course? Opportunity to earn a certificate endorsed by the Quality Licence Scheme and another accredited by CPDQS, which is completely free. Get a free student ID card! (£10 postal charge will be applicable for international delivery.) Innovative and engaging content. Free assessments 24/7 tutor support. Take a step toward a brighter future! *** Course Curriculum *** Here is the curriculum breakdown of the Business Intelligence Analyst at QLS Level 5 course: Module-1: An Introduction to Business Intelligence Module-2: Real-time Business Intelligence Module-3: Fundamentals of Statistics and Data Science Module-4: Fundamentals of SQL Module-5: Database Management Essentials Module-6: Data Warehouse Concepts Module-7: Data Visualisation in Business Intelligence Module-8: Basics of Python Assessment Process You have to complete the assignment questions given at the end of the course and score a minimum of 60% to pass each exam. Our expert trainers will assess your assignment and give you feedback after you submit the assignment. You will be entitled to claim a certificate for FREE endorsed by the Quality Licence Scheme after you have completed all of the Diploma in Business Intelligence Analyst at QLS Level 5 exams. CPD 150 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Diploma in Business Intelligence Analyst at QLS Level 5 course is perfect for Aspiring Business Intelligence professionals Data enthusiasts seeking BI expertise Professionals aiming for BI career advancement Those interested in data analysis Individuals pursuing data science roles Anyone keen on mastering BI essentials Requirements No prior background or expertise is required. Career path Business Intelligence Analyst: £40,000 to £70,000 Data Analyst: £30,000 to £55,000 Data Scientist: £50,000 to £85,000 Database Administrator: £35,000 to £65,000 Data Engineer: £45,000 to £80,000 Certificates CPDQS Accredited Certificate Digital certificate - Included Diploma in Business Intelligence Analyst at QLS Level 5 Hard copy certificate - Included Show off Your New Skills with a Certificate of Completion After successfully completing the Diploma in Business Intelligence Analyst at QLS Level 5, you can order an original hardcopy certificate of achievement endorsed by the Quality Licence Scheme and also you can order CPDQSAccredited Certificate that is recognised all over the UK and also internationally. The certificates will be home-delivered, completely free of cost.

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