5817 Computing courses in Gerrards Cross delivered Online

Course Overview Whether you want to become a web developer or a web host having an adequate understanding of cPanel is a must. The cPanel Complete Guideline installation and configuration is here to assist you in acquiring the skills and ability to use cPanel to manage a wide number of websites, email accounts and other essential aspects of web hosting. The cPanel Complete Guideline Installation and Configuration course is packed with theoretical and practical information on cPanel. In this course, you will get introduced to the cPanel configurations and learn how to install cPanel on the server. From the easy to follow module, you will pick up the skills and expertise to install PHP extensions, Nginx and Firewall. Here, you will receive a detailed lecture on SSH security configurations. This course will help you comprehend the process of automatic backup. Within a few steps, you will earn enough expertise for WordPress installation. The cPanel Complete Guideline installation and configuration course is a complete package built to equip you with practical cPanel skills. Join the course today and increase your employability in the relevant industry. Learning Outcomes Familiarize yourself with the steps of installing cPanel on the server Build an understanding of basic cPanel configurations Learn how to install PHP extensions Enrich your knowledge of SSH security configurations Understand the process of installing WordPress on cPanel Who is this course for? The cPanel Complete Guideline Installation and Configuration course is for individuals who want to learn about cPanel software  Entry Requirement Basic Linux Knowledge Basic understanding of web development and web hosting 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. Certification After you have successfully completed the course, 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 hardcopy at the cost of £39 or in PDF format at the cost of £24. PDF certificate's turnaround time is 24 hours, and for the hardcopy certificate, it is 3-9 working days. 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 recognized 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 cPanel Complete Guideline Installation and Configuration course is a useful qualification to possess and would be beneficial for any related profession or industry such as: Web designers Web developers Web Host Module 01: Introduction Introduction 00:10:00 Module 02: Setup Server and Connect to SSH Setup Server and Connect to SSH 00:12:00 Module 03: Installing cPanel on the Server Installing cPanel on the Server 00:09:00 Module 04: Explain Domain Records and Hostname Explain Domain Records and Hostname 00:06:00 Module 05: Basic cPanel Configuration Basic cPanel Configuration 00:19:00 Module 06: Notices About Auto Hostname ssl Notices About Auto Hostname ssl 00:03:00 Module 07: SSH Security Config SSH Security Config 00:09:00 Module 08: Encrypt ssl Plugin Encrypt ssl Plugin 00:05:00 Module 09: PHP Security and Configuration PHP Security and Configuration 00:08:00 Module 10: Installing PHP Extensions Installing PHP Extensions 00:16:00 Module 11: Apache Web server Configuration Apache Web server Configuration 00:21:00 Module 12: Installing Nginx as a Reverse Proxy Installing Nginx as a Reverse Proxy 00:08:00 Module 13: Firewall Installation and Configuration Firewall Installation and Configuration 00:27:00 Module 14: Automatic Backup and Restore Automatic Backup and Restore 00:27:00 Module 15: Installing Wordpress on cPanel to Test Database Installing WordPress on cPanel to Test Database 00:13:00 Module 16: Upgrade to Cloudlinux Upgrade to Cloudlinux 00:17:00 Module 17: Cloudlinux and LVE Configuration Cloudlinux and LVE Configuration 00:06:00 Certificate and Transcript Order Your Certificates and Transcripts 00:00:00

Description: Learn to use the open source software operating system with the Ubuntu Linux for Beginners course. Ubuntu is a free and open source operating system and Linux distribution based on Debian. Ubuntu is the most popular Linux distro or software distribution package. The course will familiarize you with the operating system. You will learn to work with Ubuntu Linux. The system of installing and optimizing the operating system for the better results will be discussed in the course. You will explore the techniques of installing Ubuntu along with your primary operating system. You will also learn how to move on to the more advanced commands and how to manage users, permissions, and groups. Apart from the installation and optimization, the course shows you Ubuntu Linux developer tools and the shows the strategies of hosting your own web server. Finally, the course introduces you with Linux Network Administration Tools. By the end of the course, you will be able to use the operating system confidently. Assessment: This course does not involve any MCQ test. Students need to answer assignment questions to complete the course, the answers will be in the form of written work in pdf or word. Students can write the answers in their own time. Once the answers are submitted, the instructor will check and assess the work. Certification: After completing and passing the course successfully, you will be able to obtain an Accredited Certificate of Achievement. Certificates can be obtained either in hard copy at a cost of £39 or in PDF format at a cost of £24. Who is this Course for? Ubuntu Linux for Beginners is certified by CPD Qualifications Standards and CiQ. This makes it perfect for anyone trying to learn potential professional skills. As there is no experience and qualification required for this course, it is available for all students from any academic background. Requirements Our Ubuntu Linux for Beginners is fully compatible with any kind of device. Whether you are using Windows computer, Mac, smartphones or tablets, you will get the same experience while learning. Besides that, you will be able to access the course with any kind of internet connection from anywhere at any time without any kind of limitation. Career Path After completing this course you will be able to build up accurate knowledge and skills with proper confidence to enrich yourself and brighten up your career in the relevant job market. Ubuntu Linux for Beginners THE COMPANY BEHIND UBUNTU 00:15:00 DOMAIN NAME SYSTEM ON UBUNTU 00:15:00 DDNS Changes 00:30:00 UFW ON UBUNTU 00:30:00 UFW FEATURES 00:15:00 MAIL SERVER ON UBUNTU Part 1 00:30:00 MAIL SERVER ON UBUNTU Part 2 00:15:00 KERBEROS AND FEDERATION SERVICES ON UBUNTU 00:30:00 WORKING WITH WEB SERVERS ON UBUNTU 00:15:00 WORKING WITH DATABASE SERVERS ON UBUNTU 00:15:00 Order Your Certificate and Transcript Order Your Certificates and Transcripts 00:00:00

Description: The 70-640 - Configuring Windows Server 2008 R2 Active Directory course provides the required information that you should know about 70-640: Configuring Windows Server 2008 R2 Active Directory. The course will teach you how to install the Active Directory role, or how to work with Active Directory objects. In the course, you will also learn about the GPOs (Group Policy Adjectives), what Group Policy objects are, restricted Group Policies. You will know analysing security settings, using the Security Configuration Wizard, deploying software with Group Policy, understanding Group Policy Scope, how Group Policy settings are processed, verifying Group Policy settings, and enabling Auditing. You will also be able to manage users and groups with the AD, working With Domain Controllers, adding DNS, securing the authentication process, monitoring and supporting AD, planning Active Directory deployment, IDA solutions, and Active Directory Certificate Services. Assessment: At the end of the course, you will be required to sit for an online MCQ test. Your test will be assessed automatically and immediately. You will instantly know whether you have been successful or not. Before sitting for your final exam you will have the opportunity to test your proficiency with a mock exam. Certification: After completing and passing the course successfully, you will be able to obtain an Accredited Certificate of Achievement. Certificates can be obtained either in hard copy at a cost of £39 or in PDF format at a cost of £24. Who is this Course for? 70-640 - Configuring Windows Server 2008 R2 Active Directory is certified by CPD Qualifications Standards and CiQ. This makes it perfect for anyone trying to learn potential professional skills. As there is no experience and qualification required for this course, it is available for all students from any academic background. Requirements Our 70-640 - Configuring Windows Server 2008 R2 Active Directory is fully compatible with any kind of device. Whether you are using Windows computer, Mac, smartphones or tablets, you will get the same experience while learning. Besides that, you will be able to access the course with any kind of internet connection from anywhere at any time without any kind of limitation. Career Path After completing this course you will be able to build up accurate knowledge and skills with proper confidence to enrich yourself and brighten up your career in the relevant job market. Installing the Active Directory Role What is IDA? FREE 00:16:00 How to Install the AD DS Role 00:11:00 Creating a Windows Server 2008 Forest 00:22:00 The New Windows 2008 Server Core 00:09:00 Installing AD DS Server Core 00:02:00 Domain Controller 00:20:00 Working With Active Directory Objects Working with the MMC 00:19:00 Custom MMC 00:14:00 Working with Objects in Active Directory 00:12:00 How to Search Through Active Directory 00:07:00 Using Active Directory 00:13:00 Securing and Delegating AD Objects 00:12:00 Delegation 00:05:00 Adding Computer Accounts to AD 00:08:00 Organizing AD with Container Objects 00:13:00 Joining the Demo 00:08:00 Working With Computer Objects and Accounts 00:17:00 Recycling the Computer Account 00:01:00 Automating Computer Account Creation 00:08:00 Automating Computer Creation 00:04:00 Understanding GPOs Using Group Policy 00:04:00 What Are Group Policy Objects 00:21:00 Group Policy 00:05:00 Restricted Group Policies 00:02:00 Restrcted Group 00:03:00 Analyzing Security Settings 00:12:00 Using The Security Configuration Wizard 00:05:00 SCW 00:08:00 Deploying Software with Group Policy 00:10:00 Software Deployment 00:02:00 Understanding Group Policy Scope 00:11:00 How Group Policy Settings are Processed 00:09:00 Group Policy Scope 00:11:00 Verifying Group Policy Settings 00:05:00 Verifying Group Policy 00:03:00 Enabling Auditing 00:13:00 Auditing 00:05:00 Managing Users and Groups with AD Automating User Account Creation 00:10:00 Automating User Accounts 00:07:00 Working with User Attributes 00:15:00 User Account Administrative Tasks 00:05:00 Supporting User Accounts 00:04:00 Using PowerShell to Create User Accounts 00:09:00 Creating Users with PowerShell 00:07:00 Creation and Management 00:08:00 The Basics of Groups 00:25:00 Managing Group 00:08:00 Best Practices for Using AD Groups 00:08:00 Automating Group Creation 00:05:00 Automating Creation of Groups 00:06:00 Advanced Group Options 00:09:00 Administering Groups 00:05:00 Working With Domain Controllers Installation Options 00:06:00 How to Install a Domain Controller 00:06:00 Introducing the Operations Masters 00:11:00 Designing Where to Deploy the Operation Masters 00:14:00 FSMO 00:03:00 SYSVOL Replication with DFS 00:02:00 Adding DNS DNS Basics 00:15:00 DNS Definitions and Terms 00:17:00 DNS 00:05:00 Setting up DNS for the Enterprise 00:09:00 Global Names 00:09:00 Securing the Authentication Process Password Security Policies 00:15:00 Passwords 00:03:00 Introducing the Read-Only Domain Controller 00:06:00 Installing the RODC 00:05:00 Auditing Authentication Events 00:03:00 Account Logging 00:03:00 Monitoring and Supporting AD Preparing for Recovery 00:10:00 Active Directory Tools 00:24:00 Monitoring Active Directory Performance 00:11:00 Performance Monitor 00:09:00 Planning Active Directory Deployment What Are Sites 00:27:00 Deciding on Site Boundaries 00:07:00 Sites and Subnets 00:08:00 Working with Global Catalog Placement with AD Partitions 00:09:00 Controlling Replication Between Sites 00:20:00 Managing the Global Catalog 00:04:00 Configuring AD Trust Relationships 00:32:00 Trusts 00:03:00 Choosing the Domain and Forest Functional Levels 00:07:00 IDA Solutions Understanding AD FS 00:10:00 Installing AD FS 00:01:00 Configuring and Using AD FS 00:03:00 Understanding AD RMS 00:10:00 Installing AD RMS 00:03:00 Configuring and Using AD RMS 00:07:00 Understanding AD LDS 00:08:00 Installing AD LDS 00:02:00 Installing AD LDS 00:05:00 Configuring and Using AD LDS 00:07:00 Security Review 00:04:00 Active Directory Certificate Services Understanding AD CS 00:29:00 Installing AD CS 00:02:00 Configuring and Using AD CS 00:08:00 Mock Exam Mock Exam- 70-640 - Configuring Windows Server 2008 R2 Active Directory 00:20:00 Final Exam Final Exam- 70-640 - Configuring Windows Server 2008 R2 Active Directory 00:20:00 Certificate and Transcript Order Your Certificates and Transcripts 00:00:00

Description A proper plan finishes the half work. Sometimes this plan needs a team affords. Considering this fact, Office 365 incorporates an effective tool named MS Planner to engage all team members at a time effectively. To know more about its function you may have a look at the MS Planner course. The course makes you acquainted with the attributes and functions of MS planner. It shows how to make an effective team-work assigning and organizing new tasks, providing file, chat, and updated information of work progress. It also teaches you how to make tour plans, collaborate with tasks, and manage a project easily. It teaches you the effective issues of planning a project besides the direction of member adding procedure, getting notifications, and work with the different aspects. At the end of the course, a learner will be able to manage tasks and projects more efficiently. Assessment: This course does not involve any MCQ test. Students need to answer assignment questions to complete the course, the answers will be in the form of written work in pdf or word. Students can write the answers in their own time. Once the answers are submitted, the instructor will check and assess the work. Certification: After completing and passing the course successfully, you will be able to obtain an Accredited Certificate of Achievement. Certificates can be obtained either in hard copy at a cost of £39 or in PDF format at a cost of £24. Who is this Course for? MS Planner is certified by CPD Qualifications Standards and CiQ. This makes it perfect for anyone trying to learn potential professional skills. As there is no experience and qualification required for this course, it is available for all students from any academic background. Requirements Our MS Planner is fully compatible with any kind of device. Whether you are using Windows computer, Mac, smartphones or tablets, you will get the same experience while learning. Besides that, you will be able to access the course with any kind of internet connection from anywhere at any time without any kind of limitation. Career Path After completing this course you will be able to build up accurate knowledge and skills with proper confidence to enrich yourself and brighten up your career in the relevant job market. Introduction Introduction FREE 00:03:00 Working with Planner Overview of Planner 00:03:00 Creating a New Plan 00:04:00 Using Boards and Buckets 00:04:00 Working with Tasks 00:05:00 Working with Members 00:05:00 Using Notifications 00:05:00 Changing Views 00:07:00 Conclusion Course Recap 00:02:00 Order Your Certificate and Transcript Order Your Certificates and Transcripts 00:00:00

Description: Project planning is an art. There is so much to it: coordinating, scheduling, calendaring, organizing, budgeting, costs, resource management, etc. Without the right tools, it can become overwhelming. In this Microsoft Project 2010 Advanced - Complete Video Course you will be introduced with the advanced project management features Microsoft Project has to offer such as critical paths, scheduling, and calendars. This series builds on the concepts and skills taught in the Basic course. You will learn how to work with templates, create baseline plans, monitor and update projects, analyze project statistics, handle delays and conflicts, consolidate project files, share resources, and customize Project. You will also learn how to communicate project information by using Project Server 2010 and how to integrate Project data with other Office applications. If you already have a good grounding in Microsoft Project, this course will provide you with the knowledge and skills to use Microsoft Project 2010 at an expert level. Assessment: At the end of the course, you will be required to sit for an online MCQ test. Your test will be assessed automatically and immediately. You will instantly know whether you have been successful or not. Before sitting for your final exam you will have the opportunity to test your proficiency with a mock exam. Certification: After completing and passing the course successfully, you will be able to obtain an Accredited Certificate of Achievement. Certificates can be obtained either in hard copy at a cost of £39 or in PDF format at a cost of £24. Who is this Course for? Microsoft Project 2010 Advanced - Complete Video Course is certified by CPD Qualifications Standards and CiQ. This makes it perfect for anyone trying to learn potential professional skills. As there is no experience and qualification required for this course, it is available for all students from any academic background. Requirements Our Microsoft Project 2010 Advanced - Complete Video Course is fully compatible with any kind of device. Whether you are using Windows computer, Mac, smartphones or tablets, you will get the same experience while learning. Besides that, you will be able to access the course with any kind of internet connection from anywhere at any time without any kind of limitation. Career Path After completing this course you will be able to build up accurate knowledge and skills with proper confidence to enrich yourself and brighten up your career in the relevant job market. Using Templates and Importing Data Working with Templates 00:12:00 Creating Projects From Other Projects 00:06:00 Managing a Project Setting Baselines 00:08:00 Updating an Active Project 00:19:00 Monitoring Progress 00:08:00 Analyzing and Adjusting the Plan Analyzing the Plan 00:07:00 Delays and Conflicts 00:17:00 Team Planner View 00:10:00 Working with Reports Standard Reports 00:12:00 Visual Reports 00:07:00 Customizing Project Custom Views 00:10:00 Working with Tables 00:07:00 Gantt Chart Formatting 00:00:00 Custom Fields 00:13:00 Managing Multiple Projects Consolidating and Sharing Projects 00:15:00 Sharing Resources Among Projects 00:04:00 Exchanging Project Information Collaboration 00:03:00 Hyperlinks 00:03:00 Exporting to Office Applications 00:09:00 Mock Exam Mock Exam- Microsoft Project 2010 Advanced - Complete Video Course 00:20:00 Final Exam Final Exam- Microsoft Project 2010 Advanced - Complete Video Course 00:20:00 Certificate and Transcript Order Your Certificates and Transcripts 00:00:00

Description: This diploma in C++ and Python programming course is a great way to get started in programming. It covers the study of the C++ and Python group of languages used to build most of the world's object oriented systems. The course is for interested students with a good level of computer literacy who wish to acquire programming skills. It is also ideal for those who wish to move to a developer role or areas such as software engineering. This is a great course to develop your coding skills. It teaches key features of imperative programming using C and is an ideal preliminary to the Object-Oriented Programming using Python. Join the course now! 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 completing and passing the course successfully, you will be able to obtain an Accredited Certificate of Achievement. Certificates can be obtained either in hard copy at a cost of £39 or in PDF format at a cost of £24. 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 recognized 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 After completing this course you will be able to build up accurate knowledge and skills with proper confidence to enrich yourself and brighten up your career in the relevant job market. Module 01 Introduction FREE 00:29:00 Starter Examples 00:33:00 Learning C Concepts 00:13:00 Module 02 Data Types and Inference 00:20:00 Sizeof and IEEE 754 00:33:00 Constants L and R Values 00:11:00 Operators and Precedence 00:25:00 Literals 00:26:00 Module 03 Classes and Structs FREE 00:22:00 Enums 00:14:00 Unions 00:16:00 Introduction to Pointers 00:11:00 Pointers and Array Indexing 00:12:00 Using Const with Pointers 00:09:00 Pointers to String Literals 00:12:00 References 00:14:00 Smart Pointers 00:22:00 Arrays 00:15:00 Standard Library Strings 00:13:00 More Standard Library Strings 00:18:00 Functions 00:06:00 More Functions 00:16:00 Function Pointers 00:15:00 Control Statements 00:18:00 Module 04 Installing Python FREE 00:17:00 Documentation 00:30:00 Command Line 00:17:00 Variables 00:29:00 Simple Python Syntax 00:15:00 Keywords 00:18:00 Import Module 00:17:00 Additional Topics 00:23:00 Module 05 If Elif Else 00:31:00 Iterable 00:10:00 For 00:11:00 Loops 00:20:00 Execute 00:05:00 Exceptions 00:18:00 Data Types 00:24:00 Module 06 Number Types 00:28:00 More Number Types 00:13:00 Strings 00:20:00 More Strings 00:11:00 Files 00:08:00 Lists 00:15:00 Dictionaries 00:04:00 Tuples 00:07:00 Sets 00:09:00 Module 07 Comprehensions 00:10:00 Definitions 00:02:00 Functions 00:06:00 Default Arguments 00:06:00 Doc Strings 00:06:00 Variadic Functions 00:07:00 Factorial 00:07:00 Function Objects 00:07:00 Module 08 Lambda 00:11:00 Generators 00:06:00 Closures 00:10:00 Classes 00:09:00 Object Initialization 00:05:00 Class Static Members 00:07:00 Classic Inheritance 00:10:00 Data Hiding 00:07:00 Mock Exam Mock Exam - Diploma in C++ and Python Programming 00:30:00 Final Exam Final Exam - Diploma in C++ and Python Programming 00:30:00 Order Your Certificates and Transcripts Order Your Certificates and Transcripts 00:00:00

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Elevate your web development skills with our Python Django Training. Master the Django framework and unleash the power of Python for building robust, scalable, and feature-rich web applications. Join our comprehensive training program to gain hands-on experience, expert guidance, and propel your career in the world of web development. Start your journey today!

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The course 'Deep Learning & Neural Networks Python - Keras' provides a comprehensive introduction to deep learning using the Keras library in Python. It covers topics ranging from basic neural networks to more advanced concepts, such as convolutional neural networks, image augmentation, and performance improvement techniques for various datasets. Learning Outcomes: Understand the fundamental concepts of deep learning and how it differs from traditional machine learning. Gain proficiency in using Keras, a powerful deep learning library, for building and training neural network models. Develop practical skills in creating and optimizing neural network models for different datasets, including image recognition tasks and regression problems. Why buy this Deep Learning & Neural Networks Python - Keras? Unlimited access to the course for forever Digital Certificate, Transcript, student ID all included in the price Absolutely no hidden fees Directly receive CPD accredited qualifications after course completion Receive one to one assistance on every weekday from professionals Immediately receive the PDF certificate after passing Receive the original copies of your certificate and transcript on the next working day Easily learn the skills and knowledge from the comfort of your home Certification After studying the course materials of the Deep Learning & Neural Networks Python - Keras there will be a written assignment test which you can take either during or at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this course for? This Deep Learning & Neural Networks Python - Keras course is ideal for Students Recent graduates Job Seekers Anyone interested in this topic People already working in the relevant fields and want to polish their knowledge and skill. Prerequisites This Deep Learning & Neural Networks Python - Keras does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Deep Learning & Neural Networks Python - Keras 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. Career path As this course comes with multiple courses included as bonus, you will be able to pursue multiple occupations. This Deep Learning & Neural Networks Python - Keras is a great way for you to gain multiple skills from the comfort of your home. 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