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This Deep Learning & Neural Networks Python - Keras: For Dummies is suitable for anyone aspiring to start a career in Deep Learning & Neural Networks Python - Keras: For Dummies; even if you are new to this and have no prior knowledge on Deep Learning & Neural Networks Python - Keras: For Dummies, this course is going to be very easy for you to understand. And if you are already working in the Deep Learning & Neural Networks Python - Keras: For Dummies field, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level. Taking this Deep Learning & Neural Networks Python - Keras: For Dummies course is a win-win for you in all aspects. This course has been developed with maximum flexibility and accessibility, making it ideal for people who don't have the time to devote to traditional education. Requirements This Deep Learning & Neural Networks Python - Keras: For Dummies course has no prerequisite. 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Course Curriculum Course Introduction and Table of Contents Course Introduction and Table of Contents 00:11:00 Deep Learning Overview Deep Learning Overview - Theory Session - Part 1 00:06:00 Deep Learning Overview - Theory Session - Part 2 00:07:00 Choosing Between ML or DL for the next AI project - Quick Theory Session Choosing Between ML or DL for the next AI project - Quick Theory Session 00:09:00 Preparing Your Computer Preparing Your Computer - Part 1 00:07:00 Preparing Your Computer - Part 2 00:06:00 Python Basics Python Basics - Assignment 00:09:00 Python Basics - Flow Control 00:09:00 Python Basics - Functions 00:04:00 Python Basics - Data Structures 00:12:00 Theano Library Installation and Sample Program to Test Theano Library Installation and Sample Program to Test 00:11:00 TensorFlow library Installation and Sample Program to Test TensorFlow library Installation and Sample Program to Test 00:09:00 Keras Installation and Switching Theano and TensorFlow Backends Keras Installation and Switching Theano and TensorFlow Backends 00:10:00 Explaining Multi-Layer Perceptron Concepts Explaining Multi-Layer Perceptron Concepts 00:03:00 Explaining Neural Networks Steps and Terminology Explaining Neural Networks Steps and Terminology 00:10:00 First Neural Network with Keras - Understanding Pima Indian Diabetes Dataset First Neural Network with Keras - Understanding Pima Indian Diabetes Dataset 00:07:00 Explaining Training and Evaluation Concepts Explaining Training and Evaluation Concepts 00:11:00 Pima Indian Model - Steps Explained Pima Indian Model - Steps Explained - Part 1 00:09:00 Pima Indian Model - Steps Explained - Part 2 00:07:00 Coding the Pima Indian Model Coding the Pima Indian Model - Part 1 00:11:00 Coding the Pima Indian Model - Part 2 00:09:00 Pima Indian Model - Performance Evaluation Pima Indian Model - Performance Evaluation - Automatic Verification 00:06:00 Pima Indian Model - Performance Evaluation - Manual Verification 00:08:00 Pima Indian Model - Performance Evaluation - k-fold Validation - Keras Pima Indian Model - Performance Evaluation - k-fold Validation - Keras 00:10:00 Pima Indian Model - Performance Evaluation - Hyper Parameters Pima Indian Model - Performance Evaluation - Hyper Parameters 00:12:00 Understanding Iris Flower Multi-Class Dataset Understanding Iris Flower Multi-Class Dataset 00:08:00 Developing the Iris Flower Multi-Class Model Developing the Iris Flower Multi-Class Model - Part 1 00:09:00 Developing the Iris Flower Multi-Class Model - Part 2 00:06:00 Developing the Iris Flower Multi-Class Model - Part 3 00:09:00 Understanding the Sonar Returns Dataset Understanding the Sonar Returns Dataset 00:07:00 Developing the Sonar Returns Model Developing the Sonar Returns Model 00:10:00 Sonar Performance Improvement - Data Preparation - Standardization Sonar Performance Improvement - Data Preparation - Standardization 00:15:00 Sonar Performance Improvement - Layer Tuning for Smaller Network Sonar Performance Improvement - Layer Tuning for Smaller Network 00:07:00 Sonar Performance Improvement - Layer Tuning for Larger Network Sonar Performance Improvement - Layer Tuning for Larger Network 00:06:00 Understanding the Boston Housing Regression Dataset Understanding the Boston Housing Regression Dataset 00:07:00 Developing the Boston Housing Baseline Model Developing the Boston Housing Baseline Model 00:08:00 Boston Performance Improvement by Standardization Boston Performance Improvement by Standardization 00:07:00 Boston Performance Improvement by Deeper Network Tuning Boston Performance Improvement by Deeper Network Tuning 00:05:00 Boston Performance Improvement by Wider Network Tuning Boston Performance Improvement by Wider Network Tuning 00:04:00 Save & Load the Trained Model as JSON File (Pima Indian Dataset) Save & Load the Trained Model as JSON File (Pima Indian Dataset) - Part 1 00:09:00 Save & Load the Trained Model as JSON File (Pima Indian Dataset) - Part 2 00:08:00 Save and Load Model as YAML File - Pima Indian Dataset Save and Load Model as YAML File - Pima Indian Dataset 00:05:00 Load and Predict using the Pima Indian Diabetes Model Load and Predict using the Pima Indian Diabetes Model 00:09:00 Load and Predict using the Iris Flower Multi-Class Model Load and Predict using the Iris Flower Multi-Class Model 00:08:00 Load and Predict using the Sonar Returns Model Load and Predict using the Sonar Returns Model 00:10:00 Load and Predict using the Boston Housing Regression Model Load and Predict using the Boston Housing Regression Model 00:08:00 An Introduction to Checkpointing An Introduction to Checkpointing 00:06:00 Checkpoint Neural Network Model Improvements Checkpoint Neural Network Model Improvements 00:10:00 Checkpoint Neural Network Best Model Checkpoint Neural Network Best Model 00:04:00 Loading the Saved Checkpoint Loading the Saved Checkpoint 00:05:00 Plotting Model Behavior History Plotting Model Behavior History - Introduction 00:06:00 Plotting Model Behavior History - Coding 00:08:00 Dropout Regularization - Visible Layer Dropout Regularization - Visible Layer - Part 1 00:11:00 Dropout Regularization - Visible Layer - Part 2 00:06:00 Dropout Regularization - Hidden Layer Dropout Regularization - Hidden Layer 00:06:00 Learning Rate Schedule using Ionosphere Dataset - Intro Learning Rate Schedule using Ionosphere Dataset 00:06:00 Time Based Learning Rate Schedule Time Based Learning Rate Schedule - Part 1 00:07:00 Time Based Learning Rate Schedule - Part 2 00:12:00 Drop Based Learning Rate Schedule Drop Based Learning Rate Schedule - Part 1 00:07:00 Drop Based Learning Rate Schedule - Part 2 00:08:00 Convolutional Neural Networks - Introduction Convolutional Neural Networks - Part 1 00:11:00 Convolutional Neural Networks - Part 2 00:06:00 MNIST Handwritten Digit Recognition Dataset Introduction to MNIST Handwritten Digit Recognition Dataset 00:06:00 Downloading and Testing MNIST Handwritten Digit Recognition Dataset 00:10:00 MNIST Multi-Layer Perceptron Model Development MNIST Multi-Layer Perceptron Model Development - Part 1 00:11:00 MNIST Multi-Layer Perceptron Model Development - Part 2 00:06:00 Convolutional Neural Network Model using MNIST Convolutional Neural Network Model using MNIST - Part 1 00:13:00 Convolutional Neural Network Model using MNIST - Part 2 00:12:00 Large CNN using MNIST Large CNN using MNIST 00:09:00 Load and Predict using the MNIST CNN Model Load and Predict using the MNIST CNN Model 00:14:00 Introduction to Image Augmentation using Keras Introduction to Image Augmentation using Keras 00:11:00 Augmentation using Sample Wise Standardization Augmentation using Sample Wise Standardization 00:10:00 Augmentation using Feature Wise Standardization & ZCA Whitening Augmentation using Feature Wise Standardization & ZCA Whitening 00:04:00 Augmentation using Rotation and Flipping Augmentation using Rotation and Flipping 00:04:00 Saving Augmentation Saving Augmentation 00:05:00 CIFAR-10 Object Recognition Dataset - Understanding and Loading CIFAR-10 Object Recognition Dataset - Understanding and Loading 00:12:00 Simple CNN using CIFAR-10 Dataset Simple CNN using CIFAR-10 Dataset - Part 1 00:09:00 Simple CNN using CIFAR-10 Dataset - Part 2 00:06:00 Simple CNN using CIFAR-10 Dataset - Part 3 00:08:00 Train and Save CIFAR-10 Model Train and Save CIFAR-10 Model 00:08:00 Load and Predict using CIFAR-10 CNN Model Load and Predict using CIFAR-10 CNN Model 00:16:00 RECOMENDED READINGS Recomended Readings 00:00:00
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Pivot tables are really very easy to create, but very powerful. By using Excel pivot tables, one can get very interesting and valuable business intelligence from your data in very little time. This short session aims to give you the techniques to use this valuable Excel tool creatively. It is enough time to learn a lot about Excel Pivot Tables, but there is very little time for other questions.
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24 Hours Left! Don't Let the Winter Deals Slip Away - Enrol Now! According to recent statistics, the IT sector is one of the fastest-growing industries in the UK, and it shows no signs of slowing down. As technology continues to transform the way we live and work, there is an ever-increasing demand for skilled IT professionals who can keep up with the pace of change. If you're looking to enter this exciting field or advance your existing IT skills, our Essential IT Training course is the perfect starting point. Our comprehensive Essential IT Training course covers everything from the basics of information technology (IT) to more advanced topics such as project management and database storage. You'll learn how to use word processing, presentation, and spreadsheet software, and gain valuable insights into communication and network technologies. In addition, you'll develop future skills that are essential for success in the fast-paced world of IT. By the end of this Essential IT Training, you'll have a solid foundation in IT and be able to navigate the latest software with ease. You'll also have the skills to manage IT projects, work with databases, and communicate effectively in a technology-driven environment. Whether you're just starting out or looking to advance your career, our Essential IT Training course will provide you with the skills you need to succeed. After this Essential IT Training, you will be able to learn: Understand the importance of IT in today's world. Develop essential skills in word processing, presentation, and spreadsheet software. Learn how to store and manage data effectively using databases. Develop communication and network skills essential for working in the IT industry. Learn about project management in an IT context. Gain future skills that are essential for success in the fast-paced world of IT. Why Prefer this Course? Opportunity to earn a certificate accredited by CPD after completing this IT Training Course Student ID card with amazing discounts - completely for FREE! (£10 postal charge will be applicable for international delivery) Standard-aligned lesson planning Innovative and engaging content and activities Assessments that measure higher-level thinking and skills Each of our students gets full 24/7 tutor support *** Course Curriculum *** Module 01: Introduction: A Transforming Technology Toward A Brave New World Attitudes And Phobias Technology As Progress Critical Approaches To Technology What Is Information? What Is Information Technology? Characteristics Of Information Technology Module 02: Importance Of Information Technology The Use Of Information Technology Business Information Technology Use In Organisations Benefits Of The Use Of Information Technology In Business Information Technology Use In Education Information Technology In Health Module 03: Communication And Network Types Of Communication Communication Systems Communication Channels Wireless Connections Connection Devices Data Transmission Mobile Internet Networks Network Types Module 04: Future Skills Required In Information Technology Future Trends Drivers Impact On Employment And Skills Short /Immediate Issues And The Impact On Skills Medium Term Issues And The Impact On Skills Long Term Issues And The Impact On Skills Module 05: Technology As A Foundation Skill Area The Development And Impact Of Technology Culture Schooling A New Learning Environment Using Information Technology An Integrated Approach Information Technology Literacy Outcomes Enhancing Classrooms With Information Technology Module 06: Word Processing Software History Of Word Processing Standard Features Of Word Processors Full-Featured Word Processors Introduction To Microsoft Office Scrolling A Document Moving The Insertion Pointer Moving In Small Increments (Basic Arrow Keys) Getting Lost And Going Back Editing Text Deleting Stuff Splitting And Joining Mistakes? Mistakes? Undo Them With Haste Module 07: Presentation Software Starting And Exiting PowerPoint Understanding The Screen Elements Working With The Ribbon Working With Collapsible Tab Groups Working With Backstage View Changing The View Normal View Notes Page View Zooming In And Out Enabling Optional Display Elements Gridlines Opening A New Display Window Using The Help System Using PowerPoint Support Resources Understanding Product Activation Adjusting Privacy Settings Module 08: Creating And Editing Spreadsheet (Part 1: The Basics Of Spreadsheets) Typing Data Into A Single Cell Typing Data In Multiple Cells Typing In Sequences With Autofill Formatting Numbers And Labels Formatting Numbers Displaying Negative Numbers Formatting Decimal Numbers Formatting Cells Formatting Fonts And Text Styles Formatting With Colour Adding Borders Module 09: Creating And Editing Spreadsheet (Part 2: Navigation And Edit) Navigating A Spreadsheet Using The Keyboard To Move Around A Spreadsheet Naming Cells Searching A Spreadsheet Searching For Formulas Editing A Spreadsheet Changing The Size Of Rows And Columns With The Mouse Typing The Size Of Rows And Columns Adding And Deleting Rows And Columns Adding Sheets Renaming Sheets Rearranging Sheets Clearing Data Printing Workbooks Adding A Header Or Footer Printing Gridlines Defining A Print Area Inserting And Removing Page Breaks Printing Row And Column Headings Defining Printing Margins Defining Paper Orientation And Size Printing In Excel Module 10: Storing Database Database Basics Designing A Database Editing And Modifying A Database Adding And Deleting A Field Defining The Type And Size Of A Field Typing Data Into A Database Using Datasheet View Using Form View Creating A Form Editing A Form Adding A Field Closing And Saving A Database Exiting Access Module 11: Information Technology Project Management Introduction To Project Management What Is Project? What Is Project Management? Project Stakeholders Project Management Tools And Techniques Project Scope Management Project Time Management Project Cost Management Assessment Process Once you have completed all the course modules, your skills and knowledge will be tested with an automated multiple-choice assessment. You will then receive instant results to let you know if you have successfully passed the course. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Essential IT Training is ideal for: Students who are interested in pursuing a career in IT. Professionals who want to upskill and stay up-to-date with the latest IT technologies and trends. Anyone who wants to learn how to use common software tools used in the workplace. Career path After completing this Essential IT Training, you are to start your career or begin the next phase of your career in following fields: IT Support Specialist: £25,000 - £35,000 Database Administrator: £35,000 - £50,000 Network Administrator: £30,000 - £45,000 IT Project Manager: £45,000 - £60,000 Software Developer: £30,000 - £60,000 Business Analyst: £30,000 - £50,000 Certificates CPDQS Accredited Certificate Digital certificate - £10 CPDQS Accredited Certificate Hard copy certificate - £29 If you are an international student, then you have to pay an additional 10 GBP as an international delivery charge.
In this competitive job market, you need to have some specific skills and knowledge to start your career and establish your position. This Unix Operating System for Beginners will help you understand the current demands, trends and skills in the sector. The course will provide you with the essential skills you need to boost your career growth in no time. The Unix Operating System for Beginners will give you clear insight and understanding about your roles and responsibilities, job perspective and future opportunities in this field. You will be familiarised with various actionable techniques, career mindset, regulations and how to work efficiently. This course is designed to provide an introduction to Unix Operating System for Beginners and offers an excellent way to gain the vital skills and confidence to work toward a successful career. It also provides access to proven educational knowledge about the subject and will support those wanting to attain personal goals in this area. Learning Objectives Learn the fundamental skills you require to be an expert Explore different techniques used by professionals Find out the relevant job skills & knowledge to excel in this profession Get a clear understanding of the job market and current demand Update your skills and fill any knowledge gap to compete in the relevant industry CPD accreditation for proof of acquired skills and knowledge Who is this Course for? Whether you are a beginner or an existing practitioner, our CPD accredited Unix Operating System for Beginners is perfect for you to gain extensive knowledge about different aspects of the relevant industry to hone your skill further. It is also great for working professionals who have acquired practical experience but require theoretical knowledge with a credential to support their skill, as we offer CPD accredited certification to boost up your resume and promotion prospects. Entry Requirement Anyone interested in learning more about this subject should take this Unix Operating System for Beginners. This course will help you grasp the basic concepts as well as develop a thorough understanding of the subject. The course is open to students from any academic background, as there is no prerequisites to enrol on this course. The course materials are accessible from an internet enabled device at anytime of the day. CPD Certificate from Course Gate At the successful completion of the course, you can obtain your CPD certificate from us. You can order the PDF certificate for £9 and the hard copy for £15. Also, you can order both PDF and hardcopy certificates for £22. Career path The Unix Operating System for Beginners will help you to enhance your knowledge and skill in this sector. After accomplishing this course, you will enrich and improve yourself and brighten up your career in the relevant job market. Course Curriculum Unix Operating System for Beginners Introduction to Unix 01:01:00 Directory and File Management (Part- I) 00:58:00 Directory and File Management (Part- II) 00:59:00 Commands in Unix 00:59:00 Basics of VI Editor 00:59:00 Certificate and Transcript Order Your Certificates or Transcripts 00:00:00
In the modern world, having the skills to build your own computer is increasingly vital. The "Building Your Own Computer Online Course" provides a comprehensive curriculum to meet this need. Starting with an Introduction to Computer & Building PC, the course covers an Overview of Hardware and Parts, Building the Computer, Input and Output Devices, Software Installation, Computer Networking, Building a Gaming PC, and Maintenance of Computers. The importance of learning to build computers cannot be overstated; it empowers individuals with the knowledge to customize and troubleshoot their own systems, ensuring optimal performance and cost savings. Key benefits include a deep understanding of hardware components, the ability to build high-performance gaming PCs, and skills in maintaining and networking computers. This course offers advantages such as practical, hands-on experience and the confidence to handle various computer-related tasks independently. Enroll in this course to gain essential knowledge and become proficient in the growing sector of Building Computers. Key Features: CPD Certified Building Your Own Computer Course Free Certificate Developed by Specialist Lifetime Access Course 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 Learning Outcomes: Identify essential computer hardware components for building a PC. Assemble a computer system following step-by-step instructions accurately. Demonstrate proficiency in installing software on a newly built computer. Understand the function and connectivity of input and output devices. Implement basic computer networking configurations and troubleshooting techniques. Perform routine maintenance tasks to ensure the longevity of computer systems. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Building Your Own Computer course is accessible to anyone eager to learn more about this topic. Through this course, you'll gain a solid understanding of Building Your Own Computer. Moreover, this course is ideal for: Beginners interested in understanding computer hardware assembly. Enthusiasts keen on building custom computers tailored to their needs. Individuals aspiring to enhance their knowledge of computer maintenance. Gamers looking to build high-performance gaming rigs from scratch. Tech enthusiasts wanting to explore computer networking and software installation. Requirements There are no requirements needed to enrol into this Building Your Own Computer course. We welcome individuals from all backgrounds and levels of experience to enrol into this Building Your Own Computer course. Career path After finishing this Building Your Own Computer course you will have multiple job opportunities waiting for you. Some of the following Job sectors of Building Your Own Computer are: IT Support Technician - £20K to 35K/year. Computer Hardware Engineer - £25K to 50K/year. Network Administrator - £22K to 45K/year. Systems Analyst - £30K to 55K/year. Cybersecurity Analyst - £30K to 60K/year. Certificates Digital certificate Digital certificate - Included Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.
Are you someone who works in a corporate setting? Or are you someone aiming to work in one? Do you want to know what your next step to have advanced corporate skills? If either of these is your concerns, then this course will surely help you! Description: In today's mind-boggling, quick paced, aggressive condition, executives must be skilled at moving rapidly to fabricate new initiative capacities. The Diploma in Corporate Skills is intended to build the business abilities and initiative capacities of anyone who work in a corporate setting. This course will adopt a strategy to get used to, consolidating addresses, gathering discourse, contextual investigation, pretending, grounds organising openings, and a methodology re-enactment to give real life situations and knowledge that will give you chances to apply what you learned. Furthermore, this course will help you improve your leadership capacities by helping you to think faster and all the more inventively about current focused techniques and arrangements to develop the product of the business you're in. This course is also intended for you to learn and give the students an opportunity to investigate issues on business and to be able to develop marketing strategies to improve your sales. Who is the course for? Professionals or employees aiming to have advanced corporate skills Businessmen and anyone who wants to learn about business and marketing Entry Requirement: This course is available to all learners, of all academic backgrounds. Learners should be aged 16 or over to undertake the qualification. Good understanding of English language, numeracy and ICT are required to attend this course. Assessment: At the end of the course, you will be required to sit an online multiple-choice test. Your test will be assessed automatically and immediately so that you will instantly know whether you have been successful. Before sitting for your final exam you will have the opportunity to test your proficiency with a mock exam. Certification: After you have successfully passed the test, you will be able to obtain an Accredited Certificate of Achievement. You can however also obtain a Course Completion Certificate following the course completion without sitting for the test. Certificates can be obtained either in hard copy at a cost of £39 or in PDF format at a cost of £24. PDF certificate's turnaround time is 24 hours and for the hardcopy certificate, it is 3-9 working Why choose us? Affordable, engaging & high-quality e-learning study materials; Tutorial videos/materials from the industry leading experts; Study in a user-friendly, advanced online learning platform; Efficient exam systems for the assessment and instant result; The UK & internationally recognised accredited qualification; Access to course content on mobile, tablet or desktop from anywhere anytime; The benefit of career advancement opportunities; 24/7 student support via email. Career Path: The Diploma in Corporate Skills is a useful qualification to possess, and will be very helpful to have especially for these careers: Businessmen Business Analyst and Strategist Business Consultant Business Development Specialist Business Reporter Business Statistician Economist Sales Specialist Supervisors And many more! Diploma in Corporate Skills You Have To Have A Different Product 00:30:00 Pick A Name 00:30:00 Get People Involved 00:30:00 Catchy Marketing 00:30:00 Be Confident 00:30:00 Review Yourself 00:30:00 Mock Exam Mock Exam - Diploma in Corporate Skills 00:20:00 Final Exam Final Exam - Diploma in Corporate Skills 00:20:00 Order Your Certificate and Transcript Order Your Certificates and Transcripts 00:00:00