2519 Evaluation courses delivered Online

Guided Teaching Practice (20 Hours – 8 Sessions – 4 Days)

This course is designed for beginners and covers a wide range of topics including syntax, data structures, modules, and advanced techniques such as testing and memory allocations. It also includes real-life problem-solving exercises to ensure hands-on learning. Gain efficient programming skills and be proficient in Rust with this course.

This course sets out the procedures that sponsors need to follow to gain authorisation to conduct clinical trials under the Regulation, and it summarises and links to the extensive guidance available from the European Commission and the European Medicines Agency. Its companion course CT12 sets out the procedures that sponsors need to follow to conduct authorised clinical trials in compliance with the Regulation. The two courses therefore provide an ideal foundation for understanding and complying with the new law.

Whether you’re a board member or just curious about corporate governance, this AGRC certificate is for you! Learn what it takes for any firm to build and maintain a robust, dependable, and responsible corporate governance backbone with this self-paced, online certificate delivered by LGCA.

Duration 4 Days 24 CPD hours This course is intended for This course is for the Identity and Access Administrators who are planning to take the associated certification exam, or who are performing identity and access administration tasks in their day-to-day job. This course would also be helpful to an administrator or engineer that wants to specialize in providing identity solutions and access management systems for Azure-based solutions; playing an integral role in protecting an organization. The Microsoft Identity and Access Administrator course explores how to design, implement, and operate an organization?s identity and access management systems by using Microsoft Entra ID. Learn to manage tasks such as providing secure authentication and authorization access to enterprise applications. You will also learn to provide seamless experiences and self-service management capabilities for all users. Finally, learn to create adaptive access and governance of your identity and access management solutions ensuring you can troubleshoot, monitor, and report on your environment. The Identity and Access Administrator may be a single individual or a member of a larger team. Learn how this role collaborates with many other roles in the organization to drive strategic identity projects. The end goal is to provide you knowledge to modernize identity solutions, to implement hybrid identity solutions, and to implement identity governance. Prerequisites SC-900T00: Microsoft Security, Compliance, and Identity Fundamentals AZ-104T00 - Microsoft Azure Administrator 1 - Explore identity in Microsoft Entra ID Explain the identity landscape Explore zero trust with identity Discuss identity as a control plane Explore why we have identity Define identity administration Contrast decentralized identity with central identity systems Discuss identity management solutions Explain Microsoft Entra Business to Business Compare Microsoft identity providers Define identity licensing Explore authentication Discuss authorization Explain auditing in identity 2 - Implement initial configuration of Microsoft Entra ID Configure company brand Configure and manage Microsoft Entra roles Configure delegation by using administrative units Analyze Microsoft Entra role permissions Configure and manage custom domains Configure tenant-wide setting 3 - Create, configure, and manage identities Create, configure, and manage users Create, configure, and manage groups Configure and manage device registration Manage licenses Create custom security attributes Explore automatic user creation 4 - Implement and manage external identities Describe guest access and Business to Business accounts Manage external collaboration Invite external users - individually and in bulk Demo - manage guest users in Microsoft Entra ID Manage external user accounts in Microsoft Entra ID Manage external users in Microsoft 365 workloads Implement and manage Microsoft Entra Verified ID Configure identity providers Implement cross-tenant access controls 5 - Implement and manage hybrid identity Plan, design, and implement Microsoft Entra Connect Implement manage password hash synchronization (PHS) Implement manage pass-through authentication (PTA) Demo - Manage pass-through authentication and seamless single sign-on (SSO) Implement and manage federation Trouble-shoot synchronization errors Implement Microsoft Entra Connect Health Manage Microsoft Entra Health 6 - Secure Microsoft Entra users with multifactor authentication What is Microsoft Entra multifactor authentication? Plan your multifactor authentication deployment Configure multi-factor authentication methods 7 - Manage user authentication Administer FIDO2 and passwordless authentication methods Explore Authenticator app and OATH tokens Implement an authentication solution based on Windows Hello for Business Deploy and manage password protection Configure smart lockout thresholds Implement Kerberos and certificate-based authentication in Microsoft Entra ID Configure Microsoft Entra user authentication for virtual machines 8 - Plan, implement, and administer Conditional Access Plan security defaults Plan Conditional Access policies Implement Conditional Access policy controls and assignments Test and troubleshoot Conditional Access policies Implement application controls Implement session management Implement continuous access evaluation 9 - Manage Microsoft Entra Identity Protection Review identity protection basics Implement and manage user risk policy Monitor, investigate, and remediate elevated risky users Implement security for workload identities Explore Microsoft Defender for Identity 10 - Implement access management for Azure resources Assign Azure roles Configure custom Azure roles Create and configure managed identities Access Azure resources with managed identities Analyze Azure role permissions Configure Azure Key Vault RBAC policies Retrieve objects from Azure Key Vault Explore Microsoft Entra Permissions Management 11 - Plan and design the integration of enterprise apps for SSO Discover apps by using Microsoft Defender for Cloud Apps and Active Directory Federation Services app report Configure connectors to apps Design and implement app management roles Configure preintegrated gallery SaaS apps Implement and manage policies for OAuth apps 12 - Implement and monitor the integration of enterprise apps for SSO Implement token customizations Implement and configure consent settings Integrate on-premises apps with Microsoft Entra application proxy Integrate custom SaaS apps for single sign-on Implement application-based user provisioning Monitor and audit access to Microsoft Entra integrated enterprise applications Create and manage application collections 13 - Implement app registration Plan your line of business application registration strategy Implement application registration Register an application Configure permission for an application Grant tenant-wide admin consent to applications Implement application authorization Manage and monitor application by using app governance 14 - Plan and implement entitlement management Define access packages Configure entitlement management Configure and manage connected organizations Review per-user entitlements 15 - Plan, implement, and manage access review Plan for access reviews Create access reviews for groups and apps Create and configure access review programs Monitor access review findings Automate access review management tasks Configure recurring access reviews 16 - Plan and implement privileged access Define a privileged access strategy for administrative users Configure Privileged Identity Management for Azure resources Plan and configure Privileged Access Groups Analyze Privileged Identity Management audit history and reports Create and manage emergency access accounts 17 - Monitor and maintain Microsoft Entra ID Analyze and investigate sign-in logs to troubleshoot access issues Review and monitor Microsoft Entra audit logs Export logs to third-party security information and event management system Analyze Microsoft Entra workbooks and reporting Monitor security posture with Identity Secure Score

About this training course This 5-days comprehensive training not only an introduction into the issue associated with the development of oil and gas fields but also provides an in depth understanding of the issues to be considered in the development of these fields. The theme throughout this training course is Flow Assurance and Innovative Technologies. Each day consists of lectures in the morning and a hands-on workshop in the afternoon. The workshop allows the participants to appreciate the design process associated with field developments. Various software will be available during the workshop to predict Multiphase flows through wells, pipelines and risers, as well as evaluating reservoir production profiles using alternative technologies to develop reservoirs. Further software to assess Surge and environmental safety will also be available. The field design approach will consider an integrated solution through modelling the reservoir decline, wells, flowlines, risers and the host facility. The participants will have a total appreciation of the methodology required to develop offshore oil and gas fields and have an understanding of all of the Flow Assurance issues and technology requirements. Training Objectives After the completion of this training course, participants will be able to: Understand the process required and identify data to analyse Flow Assurance for oil and gas fields. Examine and Identify the Flow Assurance issues required to be evaluated for oil and gas fields design. These include; Wax, Hydrates, Slugging, Corrosion, Sand Erosion, Scaling and Surge. Establish the studies to be undertaken for each area of Flow Assurance including 'Rules of Thumb' and software to be used. Prioritize the need for innovative methods and the technologies to solve Flow Assurance issues and the need for economics considerations. Appreciate the need for an integrated analysis of the oil and fields from the reservoir to the host processing facility. Gain an appreciation of the emerging and enabling technologies for offshore fields application. Dive deeper into the operational strategies requirements to mitigate Flow Assurance issues. Target Audience This training course is suitable and will greatly benefit the following specific groups: Reservoir Engineers Flow Assurance Engineers Thermodynamics Engineers Process and Chemical Engineers Pipeline Engineers Facilities Engineers Control and Subsea Engineers working in the Oil and Gas industries Engineers in other disciplines may attend that require an appreciation of Flow Assurance Course Level Intermediate Training Methods The training instructor relies on a highly interactive training method to enhance the learning process. This method ensures that all participants gain a complete understanding of all the topics covered. The training environment is highly stimulating, challenging, and effective because the participants will learn by case studies which will allow them to apply the material taught in their own organization. Course Duration: 5 days in total (35 hours). Training Schedule 0830 - Registration 0900 - Start of training 1030 - Morning Break 1045 - Training recommences 1230 - Lunch Break 1330 - Training recommences 1515 - Evening break 1530 - Training recommences 1700 - End of Training Course delivery: This course is limited to a maximum of 20 participants only. A basic understanding of thermo-hydraulics would be advantageous. Morning Lectures and afternoon hands-on practical workshop. Special features: PC-based simulation software demonstration Workshop for hands-on training Course References & Additional resources: 'Flow Assurance for Oil and Gas Fields Production Transport', 1st Edition Handouts Pre & Post Assessment Trainer Your expert course leader is a renowned specialist in flow assurance management for the oil & gas field developments. His expertise enables him to support the operating and contracting companies as well as financial institutions regarding due diligence on offshore development investment decisions and associated operational system risks. Technical assessment of fields for acquisition and production enhancement opportunity. He possesses specialist expertise in evaluating difficult pipeline fluids transport such as Ethylene, Carbon Dioxide and Hydrogen through feasibility studies and technical reviews for clients. He has an exceptional academic background and natural leadership abilities are supported by practical experience of diverse projects worldwide, along with numerous publications at key conferences and publication of four books. Particular interests in developing novel and innovative technologies for subsea applications to solve difficult flow assurance problem areas and improve field development economics. He has worked on major industry projects including; Concorde aircraft fuelling system, the Channel Tunnel aerodynamics and the first deep water oil field development (Foinaven) in the West of Shetland. He is also currently developing a renewable energy solar farm and carbon neutral energy crop (Miscanthus) for domestic and commercial power generation application. He has developed in-house resources including specialist oil & gas field development evaluation software for subsea and onshore field infrastructure development options including; costing and financial analysis, reservoir viability, flow assurance assessment, subsea processing and boosting technologies, flow induced vibrations, surge analysis, heat transfer and chemical injection systems.

This qualification is designed for learners aged pre-16 and above who wish to develop skills and knowledge in cookery. This course has been designed to be as affordable for families as possible and it is entirely possible to complete this qualification from a standard domestic kitchen. Please note, this is not a GCSE but is a GCSE Level course which is why it is designed to span 2 years, although we offer complete flexibility on the timeframe that learners can complete within. This qualification is a Level 2 Qualification and is Ofqual approved carrying 15 credits. Other examples of Level 2 qualifications are BTEC Level 2 and the Silver Arts Award. Feedback from our past learners shows that this qualiifcation is widely regarded as level to a grade A*-C/4-9 at GCSE standard when applying for college or work placements. Please also note, that whether this course is recognised as a GCSE equivalent by colleges and further education establishments, can vary according to location, college and even between courses at the same college. If reliant on this qualification for entry onto another course, it is recommended that you establish with the college whether or not this will aid admission, before committing to the course. Click here to download the 2023 Level 2 Cookery Info Pack.pdf The following video explains in detail how the course works and what the course covers: We don't impose any minimum or maximum ages on our learners as we recognise that every learner is an individual and is on their own unique learning journey. We believe, that their adult facilitator is the best person to judge whether a learner is ready for a particular course, but to enable you to make this decision we provide a workbook, free for you to try. Simpy email technologytriumphs@outlook.com to request a free sample session. We are also happy to advise you with this decision so do reach out to us if you would like our guidance on this. As part of your Induction pack, your learner will receive a free apron to use within their course, but aside from this we have designed the courses to utilise as affordable as possible. The following is not an exhaustive list, but does highlight the main costs associated with the course. *** PLEASE CLICK HERE TO BOOK *** UNIT SUMMARIES 601/3232/2/COO Credit Value: 15 Total Qualification Time: 150 hours   1 Be able to use materials, tools and equipment to develop craft techniques  1.1 Assess the properties of available materials for craft item(s) including the visual and tactile qualities  1.2 Select materials, tools, equipment and techniques to support craft ideas and give reasons for choices  1.3 Use appropriate tools and equipment for selected techniques  1.4 Develop craft techniques, making effective use of materials, tools and equipment  1.5 Maintain a safe working environment by ensuring safe use of materials, tools and equipment   1 Understand the market within a chosen craft area  1.1 Explore enterprises within a chosen craft area  1.2 Explain what makes them successful  1.3 Describe the market(s) for chosen craft area  1.4 Identify opportunities in chosen market(s)  1.5 Explain the importance of listening to stakeholders when developing ideas  1.6 Explain the importance of balancing risk against the potential reward of creative ideas  1.7 Identify appropriate financial tools to support creative enterprising ideas  1.8 Identify ways to market a creative product   2 Understand employment opportunities within a chosen craft area  The learner can:  2.1 Explore employment opportunities within a chosen craft area  2.2 Describe the characteristics of an enterprising individual in a chosen craft area  2.3 Identify own strengths and areas for development within a chosen craft area  2.4 Produce an action plan for personal development/career aspirations    1 Be able to develop craft ideas  The learner can:  1.1 Use a range of different sources to develop craft ideas  1.2 Develop visual language to communicate craft ideas  1.3 Use feedback and evaluation of own work to develop craft ideas  1.4 Adapt craft ideas in response to feedback and evaluation of own work  1.5 Select preferred craft idea giving reasons for  1.6 Maintain a safe working environment   1 Be able to create and present final craft item(s)  The learner can:  1.1 Use chosen idea to create a production plan 1.2 Use selected tools, materials, equipment and techniques to produce final craft work  1.3 Display craft work in an appropriate way/setting  1.4 Maintain a safe working environment    2 Know how to evaluate the creative and craft making processes  The learner can:  2.1 Evaluate the creative process  2.2 Review final craft item to identify opportunities for improvement or further development

This qualification is designed for learners aged pre-16 and above who wish to develop skills and knowledge in cake decorating. This course has been designed to be as affordable for families as possible and it is entirely possible to complete this qualification from a standard domestic kitchen. Please note, this is not a GCSE but is a GCSE Level course which is why it is designed to span 2 years, although we offer complete flexibility on the timeframe that learners can complete within. This qualification is a Level 2 Qualification and is Ofqual approved carrying 15 credits. Other examples of Level 2 qualifications are BTEC Level 2 and the Silver Arts Award. Feedback from our past learners shows that this qualiifcation is widely regarded as level to a grade A*-C/4-9 at GCSE standard when applying for college or work placements. Please also note, that whether this course is recognised as a GCSE equivalent by colleges and further education establishments, can vary according to location, college and even between courses at the same college. If reliant on this qualification for entry onto another course, it is recommended that you establish with the college whether or not this will aid admission, before committing to the course. Click here to download the Level 2 Cake Decorating Information Pack.pdf We recently hosted an Open Day live which can be watch on replay here: We don't impose any minimum or maximum ages on our learners as we recognise that every learner is an individual and is on their own unique learning journey. We believe, that their adult facilitator is the best person to judge whether a learner is ready for a particular course, but to enable you to make this decision we provide a workbook, free for you to try. Simpy email technologytriumphs@outlook.com to request a free sample session. We are also happy to advise you with this decision so do reach out to us if you would like our guidance on this. As part of your Induction pack, your learner will receive a free apron to use within their course, but aside from this we have designed the courses to utilise as affordable as possible. The following is not an exhaustive list, but does highlight the main costs associated with the course. UNIT SUMMARIES 601/3232/2/CAK Credit Value: 15 Total Qualification Time: 150 hours   1 Be able to use materials, tools and equipment to develop craft techniques  1.1 Assess the properties of available materials for craft item(s) including the visual and tactile qualities  1.2 Select materials, tools, equipment and techniques to support craft ideas and give reasons for choices  1.3 Use appropriate tools and equipment for selected techniques  1.4 Develop craft techniques, making effective use of materials, tools and equipment  1.5 Maintain a safe working environment by ensuring safe use of materials, tools and equipment   1 Understand the market within a chosen craft area  1.1 Explore enterprises within a chosen craft area  1.2 Explain what makes them successful  1.3 Describe the market(s) for chosen craft area  1.4 Identify opportunities in chosen market(s)  1.5 Explain the importance of listening to stakeholders when developing ideas  1.6 Explain the importance of balancing risk against the potential reward of creative ideas  1.7 Identify appropriate financial tools to support creative enterprising ideas  1.8 Identify ways to market a creative product   2 Understand employment opportunities within a chosen craft area  The learner can:  2.1 Explore employment opportunities within a chosen craft area  2.2 Describe the characteristics of an enterprising individual in a chosen craft area  2.3 Identify own strengths and areas for development within a chosen craft area  2.4 Produce an action plan for personal development/career aspirations    1 Be able to develop craft ideas  The learner can:  1.1 Use a range of different sources to develop craft ideas  1.2 Develop visual language to communicate craft ideas  1.3 Use feedback and evaluation of own work to develop craft ideas  1.4 Adapt craft ideas in response to feedback and evaluation of own work  1.5 Select preferred craft idea giving reasons for  1.6 Maintain a safe working environment   1 Be able to create and present final craft item(s)  The learner can:  1.1 Use chosen idea to create a production plan 1.2 Use selected tools, materials, equipment and techniques to produce final craft work  1.3 Display craft work in an appropriate way/setting  1.4 Maintain a safe working environment    2 Know how to evaluate the creative and craft making processes  The learner can:  2.1 Evaluate the creative process  2.2 Review final craft item to identify opportunities for improvement or further development

Dive into the essentials of workplace safety with the PUWER course. Explore comprehensive modules covering crucial regulations and guidelines related to work equipment. Understand the selection, conformity, and safe functionality of work equipment, along with monitoring, evaluation, and maintenance processes. Equip yourself with the knowledge to ensure a safe and compliant work environment. Learning Outcomes Grasp the core concepts of the Provision and Use of Work Equipment Regulations. Learn how to select and ensure the conformity of work equipment. Understand the safe functionality and operation of various work equipment. Gain insights into monitoring and evaluating work equipment's safety. Acquire knowledge of proper maintenance practices for work equipment. Identify potential hazards and risks associated with work equipment. Develop the ability to ensure compliance with PUWER regulations Why choose this PUWER 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 PUWER 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 PUWER course for? Health and safety professionals seeking to enhance their knowledge. Employers and managers responsible for workplace safety. Workers involved in operating, maintaining, or managing work equipment. Individuals aiming to understand PUWER regulations for workplace safety. Career path Health and Safety Officer - Average Earnings: £25,000 - £35,000 per year. Health and Safety Manager - Average Earnings: £35,000 - £50,000 per year. Occupational Health Specialist - Average Earnings: £30,000 - £45,000 per year. Compliance Officer - Average Earnings: £25,000 - £40,000 per year. Environmental Health and Safety (EHS) Coordinator - Average Earnings: £25,000 - £40,000 per year. Prerequisites This PUWER does not require you to have any prior qualifications or experience. You can just enrol and start learning.This PUWER 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: Provision and Use of Work Equipment Regulations Provision and Use of Work Equipment Regulations 00:48:00 Module 02: Selection and Conformity of Work Equipment Selection and Conformity of Work Equipment 00:25:00 Module 03: Safe Functionality of Work Equipment Safe Functionality of Work Equipment 00:36:00 Module 04: Monitoring and Evaluation of Work Equipment Monitoring and Evaluation of Work Equipment 00:28:00 Module 05: Maintenance of Work Equipment Maintenance and Training of Work Equipment 00:14:00 Assignment Assignment - PUWER 00:00:00

Overview This Deep Learning & Neural Networks Python - Keras: For Dummies course will unlock your full potential and will show you how to excel in a career in Deep Learning & Neural Networks Python - Keras: For Dummies. So upskill now and reach your full potential. Everything you need to get started in Deep Learning & Neural Networks Python - Keras: For Dummies is available in this course. Learning and progressing are the hallmarks of personal development. This Deep Learning & Neural Networks Python - Keras: For Dummies will quickly teach you the must-have skills needed to start in the relevant industry. In This Deep Learning & Neural Networks Python - Keras: For Dummies Course, You Will: Learn strategies to boost your workplace efficiency. Hone your Deep Learning & Neural Networks Python - Keras: For Dummies skills to help you advance your career. Acquire a comprehensive understanding of various Deep Learning & Neural Networks Python - Keras: For Dummies topics and tips from industry experts. Learn in-demand Deep Learning & Neural Networks Python - Keras: For Dummies skills that are in high demand among UK employers, which will help you to kickstart your career. This Deep Learning & Neural Networks Python - Keras: For Dummies course covers everything you must know to stand against the tough competition in the Deep Learning & Neural Networks Python - Keras: For Dummies field.  The future is truly yours to seize with this Deep Learning & Neural Networks Python - Keras: For Dummies. Enrol today and complete the course to achieve a Deep Learning & Neural Networks Python - Keras: For Dummies certificate that can change your professional career forever. Additional Perks of Buying a Course From Institute of Mental Health Study online - whenever and wherever you want. One-to-one support from a dedicated tutor throughout your course. Certificate immediately upon course completion 100% Money back guarantee Exclusive discounts on your next course purchase from Institute of Mental Health Enrolling in the Deep Learning & Neural Networks Python - Keras: For Dummies course can assist you in getting into your desired career quicker than you ever imagined. So without further ado, start now. Process of Evaluation After studying the Deep Learning & Neural Networks Python - Keras: For Dummies course, your skills and knowledge will be tested with a MCQ exam or assignment. You must get a score of 60% to pass the test and get your certificate.  Certificate of Achievement Upon successfully completing the Deep Learning & Neural Networks Python - Keras: For Dummies course, you will get your CPD accredited digital certificate immediately. And you can also claim the hardcopy certificate completely free of charge. All you have to do is pay a shipping charge of just £3.99. Who Is This Course for? 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.  You don't need any educational qualification or experience to enrol in the Deep Learning & Neural Networks Python - Keras: For Dummies course. Do note: you must be at least 16 years old to enrol. Any internet-connected device, such as a computer, tablet, or smartphone, can access this online Deep Learning & Neural Networks Python - Keras: For Dummies course. Moreover, this course allows you to learn at your own pace while developing transferable and marketable skills. 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