7725 Courses in Cardiff delivered On Demand

In this competitive job market, you need to have some specific skills and knowledge to start your career and establish your position. This School Administration, Management and Leadership 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 School Administration, Management and Leadership 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 School Administration, Management and Leadership 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 School Administration, Management and Leadership 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 School Administration, Management and Leadership. 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 School Administration, Management and Leadership 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 **School Administrator Training** Module 01: Introduction to School Administration Introduction to School Administration 00:12:00 Module 02: Types of Schools in the UK Types of Schools In The UK 00:15:00 Module 03: Workplace Development Workplace Development 00:12:00 Module 04: Creating and Maintaining a School Culture Creating and Maintaining a School Culture 00:13:00 Module 05: Educational Administration and Management Educational Administration and Management 00:11:00 Module 06: Safeguarding Students Safeguarding Students 00:14:00 Module 07: Child Development Child Development 00:13:00 Module 08: Serious Behavioural Issues and Problems of Students Serious Behavioural Issues and Problems of Students 00:12:00 Module 09: Managing School Premises Managing School Premises 00:10:00 Module 10: Safety and Maintenance As an Administrator Safety and Maintenance as an Administrator 00:08:00 Module 11: Self-Management and Dealing with Stress Self-Management and Dealing with Stress 00:14:00 **Leadership and Management** Introduction Leadership & Management PROMO 00:03:00 Prof. Paul Course Intro 00:03:00 Leadership Training Leadership Skills Training 00:32:00 Management Training Management Skills Training 00:39:00 Culture Training Creating A Great Culture 00:37:00 Teamwork Training Teamwork - Create High Performance Teams 00:37:00 Time Management and Productivity What You Will Learn In This Course 00:01:00 The Productivity Killers & How To Overcome Them 00:04:00 The Right Way to Use Your Willpower To Be More Productive 00:01:00 The Magic Of Planning Your Day The Right Way 00:02:00 5 Steps To Unlimited Productivity 00:07:00 What You Should Do When You Arrive at The Office 00:06:00 How to Enter the FLOW to Unleash Your Productivity & Results 00:02:00 Delegate & Say No For More Productivity 00:04:00 Your Time in The Morning For More Productivity 00:04:00 How To Kill Procrastination 00:02:00 Recap + More Productivity Advice 00:05:00 **Workplace Professionalism** Positioning Yourself as a Professional Attitude in the Workplace 00:10:00 Professionalism 00:03:00 Making Changes through Personal Accountability 00:07:00 Enhancing Your Professional Image Your Image as a Whole 00:05:00 Becoming More Marketable 00:03:00 Communicating and Image 00:08:00 Expanding Your Skills Time Management 00:14:00 Project Management Techniques 00:03:00 Making Decisions 00:06:00 Communicating for Results Keys to Effective Communication 00:26:00 Presentations 00:09:00 Meetings 00:07:00 Building Relationships and Networks Work and Your Personality 00:05:00 Networking 00:07:00 Roles in the Office 00:18:00 Certificate and Transcript Order Your Certificates or Transcripts 00:00:00

Respiratory protection is essential for maintaining a safe and healthy environment in various industries, and this Respiratory Protection and Safety Training Course offers a thorough understanding of how to effectively manage and use respiratory protective equipment. Whether you're working in construction, healthcare, or industrial sectors, this course will provide you with the knowledge to minimise health risks associated with inhaling harmful substances. You’ll gain insight into the types of respirators available, their specific uses, and the correct way to maintain and care for them to ensure long-lasting protection. This training also highlights the importance of recognising the signs of exposure to hazardous particles and gases. By mastering safety protocols, you can confidently safeguard yourself and others from respiratory dangers. From understanding fit-testing methods to learning about the selection process of the appropriate respiratory equipment, this course will prepare you for all the critical aspects of respiratory safety. The course is perfect for anyone looking to boost their workplace safety knowledge, with a focus on ensuring that everyone in your environment is properly protected and informed. Key Features CPD Accredited FREE PDF + Hardcopy certificate Fully online, interactive course Self-paced learning and laptop, tablet and smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Course Curriculum Module 01: Introduction to Respiratory Protection Module 02: Selecting the Right Respirator Module 03: Proper Use of Respirators Module 04: Respirator Maintenance Module 05: Respiratory Protection Program Module 06: Regulatory Compliance Module 07: Respiratory Protection in Special Cases Learning Outcomes: Understand respiratory protection principles for enhanced safety. Demonstrate proficiency in selecting appropriate respirators. Apply correct techniques for the optimal use of respirators. Implement effective maintenance practices for respiratory equipment. Develop and execute respiratory protection programmes. Ensure regulatory compliance in diverse laboratory scenarios. Accreditation This course is CPD Quality Standards (CPD QS) accredited, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in your chosen field. Certificate After completing this course, you will get a FREE Digital Certificate from Training Express. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Laboratory technicians Safety officers Environmental scientists Researchers Health and safety professionals Students in related fields Industrial hygienists Compliance officers Career path Laboratory Safety Officer Environmental Health and Safety Specialist Research Assistant Compliance Analyst Industrial Hygiene Technician Safety Coordinator Certificates Digital certificate Digital certificate - Included Once you've successfully completed your course, you will immediately be sent a FREE digital certificate. Hard copy certificate Hard copy certificate - Included Also, you can have your FREE printed certificate delivered by post (shipping cost £3.99 in the UK). For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10. Our certifications have no expiry dates, although we do recommend that you renew them every 12 months.

Improving school attendance is a vital step towards enhancing student success and overall school performance. This course delves into the many elements that influence attendance, from individual circumstances to broader school policies. By understanding these factors, schools can identify barriers that prevent students from attending regularly and develop effective strategies to address them. The course also highlights the importance of creating a supportive and welcoming environment, which plays a crucial role in encouraging consistent attendance. Designed with education professionals in mind, this course covers essential topics such as family and community engagement, fostering a positive school culture, and methods to boost student motivation and participation. It provides guidance on how to implement targeted interventions to support students who struggle with attendance. This approach ensures schools are well-equipped to promote attendance improvements that benefit students’ academic journeys and overall wellbeing. Whether you are a school leader, teacher, or support staff, this course offers valuable insights to help build a more engaged and present school community. Key Features CPD Accredited FREE PDF + Hardcopy certificate Fully online, interactive course Self-paced learning and laptop, tablet and smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Course Curriculum of Improving School Attendance Module 01 : Introduction to School Attendance Module 02 : Factors Affecting Attendance in Schools Module 03 : Systems and Policies of School Module 04 : Engaging Families and Communities Module 05 : Creating a Positive School Culture Module 06 : Supporting Student Engagement and Motivation Module 07 : Interventions and Assistance Learning Outcomes: Analyze attendance data to identify key influencing factors. Implement tailored policies and systems to enhance attendance. Strengthen family and community involvement for better attendance. Foster a nurturing school culture that encourages attendance. Employ strategies to boost student engagement and motivation. Execute targeted interventions and assistance for struggling students. Accreditation This course is CPD Quality Standards (CPD QS) accredited, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in your chosen field. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? School Administrators seeking to improve attendance rates. Teachers aiming to create a more engaging learning environment. Education Consultants focused on attendance-related issues. Parent-Teacher Association members concerned about attendance. Community Leaders invested in school attendance initiatives. Local Government Officials working on education improvement. Educational Researchers interested in attendance data analysis. School Counselors dedicated to student well-being. Career path Attendance Officer Education Consultant School Administrator Community Engagement Coordinator Educational Researcher School Counselor Certificates Digital certificate Digital certificate - Included Once you've successfully completed your course, you will immediately be sent a FREE digital certificate. Hard copy certificate Hard copy certificate - Included Also, you can have your FREE printed certificate delivered by post (shipping cost £3.99 in the UK). For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10. Our certifications have no expiry dates, although we do recommend that you renew them every 12 months.

Register on the Interior Design: Space Planning today and build the experience, skills and knowledge you need to enhance your professional development and work towards your dream job. Study this course through online learning and take the first steps towards a long-term career. The course consists of a number of easy to digest, in-depth modules, designed to provide you with a detailed, expert level of knowledge. Learn through a mixture of instructional video lessons and online study materials. Receive online tutor support as you study the course, to ensure you are supported every step of the way. Get a digital certificate as a proof of your course completion. The Interior Design: Space Planning course is incredibly great value and allows you to study at your own pace. Access the course modules from any internet-enabled device, including computers, tablet, and smartphones. The course is designed to increase your employability and equip you with everything you need to be a success. Enrol on the now and start learning instantly! What You Get With The Interior Design: Space Planning course Receive a e-certificate upon successful completion of the course Get taught by experienced, professional instructors Study at a time and pace that suits your learning style Get instant feedback on assessments 24/7 help and advice via email or live chat Get full tutor support on weekdays (Monday to Friday) Course Design The course is delivered through our online learning platform, accessible through any internet-connected device. There are no formal deadlines or teaching schedules, meaning you are free to study the course at your own pace. You are taught through a combination of Video lessons Online study materials Certification After the successful completion of the final assessment, you will receive a CPD-accredited certificate of achievement. The PDF certificate is for £9.99, and it will be sent to you immediately after through e-mail. You can get the hard copy for £15.99, which will reach your doorsteps by post. Who Is This Course For: The course is ideal for those who already work in this sector or are an aspiring professional. This course is designed to enhance your expertise and boost your CV. Learn key skills and gain a professional qualification to prove your newly-acquired knowledge. Requirements: The online training is open to all students and has no formal entry requirements. To study the Interior Design: Space Planning course, all your need is a passion for learning, a good understanding of English, numeracy, and IT skills. You must also be over the age of 16.

The Data Science Mini Bundle is your launchpad into the fastest-growing digital field. With employers across tech, finance, healthcare, and beyond desperately seeking data-savvy minds, this bundle gives you the edge with five career-relevant course titles designed for hireability—no fluff, no filler. If you’re looking to secure a data-related role, this is the smart, affordable, and practical way in. From Data Analysis and Python to Mathematics and MS Excel, this bundle turns your potential into an application-ready CV. Description Data science isn’t optional anymore—it’s essential. And with the Data Science Mini Bundle, you’re not just learning—you’re aligning yourself with what today’s employers are looking for. Data Analysis is now a default requirement in finance, marketing, tech, and even HR. Add MS Excel, and you’re covering one of the most-requested tools in digital job descriptions. Python is one of the top programming languages for data and automation—and it’s a golden keyword on any tech-focused resume. Combine it with Mathematics and you show not just programming ability, but also analytical depth. MS Word wraps it up by showing you can communicate your findings clearly, making your insights useful to teams and decision-makers. Every keyword in this bundle—Data Analysis, MS Excel, Python, Mathematics, MS Word—represents a skill with high employment value. You’re not buying lessons; you’re building a future-proof career profile. FAQ Q: Will this help me get a job in tech or data science? A: Yes. Data Analysis, Python, and MS Excel are industry-standard requirements. Q: I’m not a programmer. Is this still for me? A: Definitely. You don’t need to be a full-time coder to benefit from Python and Mathematics. Q: Can I use these skills in non-tech fields? A: Yes. Data Analysis and MS Word are essential across nearly all sectors. Q: Is this suitable for beginners? A: Yes. It's structured to make complex topics accessible. Q: Will I get lifetime access? A: Absolutely. Learn when and how it suits you. Q: Why choose this bundle over others? A: Because it gives you five high-demand keywords on your CV, for one low price.

Want to stand out in the competitive world of design? The Interior Design – Home & Corporate Interiors Mini Bundle gives you a credible, hireable foundation to work in domestic, commercial, or luxury design spaces. Blending Interior Design, Architecture, Drawing, Property Law, and Time Management, this bundle speaks the language of hiring firms and clients alike. This is more than a design course—it’s your entry point to being a serious contender in a billion-pound industry. Don’t wait until demand surpasses availability. Start building your design career now. Description Interior design is no longer just about flair—it’s about functionality, law, and logistics. The Interior Design – Home & Corporate Interiors Mini Bundle was built to match the multi-faceted expectations of today’s design employers. From Drawing and Interior Design concepting to understanding Architecture principles, Property Law, and sharp Time Management, this bundle shows that you're more than a decorator—you’re a design professional. Whether working with residential clients or managing corporate fit-outs, knowing Interior Design, Architecture, Drawing, Property Law, and Time Management gives you instant relevance. You’ll be prepared to juggle client demands, space limitations, and compliance checks—all while hitting deadlines. This isn’t a hobby track—it’s the start of a serious design career. Make sure you enrol before availability runs dry. FAQ Q: Who is this bundle ideal for? A: Anyone looking to work in residential design, commercial interiors, property styling, or client-facing design roles. Q: What industries recognise these skills? A: Interior design firms, real estate developers, architecture firms, and corporate styling agencies. Q: Why are Property Law and Time Management included? A: Because real projects involve legal compliance and strict timelines, not just creativity. Q: Will this help me get hired? A: Yes—recruiters value candidates who know both Interior Design and practical site dynamics. Q: Can I use this for freelance work too? A: Absolutely. It gives a strong foundation to pitch clients with confidence. Q: How flexible is the bundle? A: It’s structured for independent learners managing multiple priorities. Q: Is this only for creative types? A: No—Drawing, Architecture, Property Law, and Time Management make it highly functional, too. Q: Are places limited? A: Yes. This is a high-demand area—secure your place early.

Creatives thrive on vision—but they get hired when they pair it with skills. The Art and Photography Mini Bundle is made for the modern creative professional who doesn’t just want to create—they want to earn. This bundle blends photography, digital photography, communication skills, Adobe Premier Pro, and freelancing into one job-ready track designed to get you booked, hired, or commissioned—fast. Today’s creative economy rewards multi-skilled professionals. If your dream job includes art, photos, content, or independence, this bundle delivers exactly what you need to make it real. Description The art and media world isn’t what it used to be. Clients expect more. Platforms move faster. And if you want to build a real career out of your talent, you need to back it with the right skills. This bundle starts with visual fundamentals in photography and digital photography, layered with editing expertise in Adobe Premier Pro. But here’s where the career boost comes in: communication skills that turn inquiries into contracts, and freelancing tools that let you set your own rates, terms, and workflows. Whether you’re applying to agencies, selling prints, offering brand content, or freelancing across digital platforms, these five skill areas—photography, digital photography, communication skills, Adobe Premier Pro, and freelancing—make you visible and valuable. In the creative field, it's not the most talented who get hired—it's the most prepared. Let this bundle be your competitive edge. FAQ Who is this for? Freelance photographers, digital content creators, marketing assistants, visual artists, and anyone looking to earn through visual storytelling. If photography, digital photography, communication skills, Adobe Premier Pro, or freelancing are part of your career plans, this is for you. Why are freelancing skills included? Because most photographers and artists will work independently at some point. Freelancing gives you freedom, but you need communication skills, editing strength via Adobe Premier Pro, and production fluency in photography and digital photography to succeed. What’s the job-readiness angle here? Every single course is tied to job-relevant, real-world deliverables. Whether it’s building your first client pitch or submitting work to agencies, having photography, digital photography, communication skills, Adobe Premier Pro, and freelancing in your arsenal makes you not just creative—but employable.

The eCommerce Management Mini Bundle is your shortcut to getting hired in the rapidly growing digital economy. If you're eyeing roles in online retail, content-driven commerce, or even launching your own brand, this bundle proves you’re prepared—with full coverage across Online Business, Viral Marketing, Wordpress, Traffic Generation, and Online Entrepreneurship. Today’s ecommerce employers expect more than just interest—they want action-ready talent skilled in Online Business, Viral Marketing, Wordpress, Traffic Generation, and Online Entrepreneurship. This bundle shows them you’ve done the work. Description Whether you're applying for a digital agency, freelancing for brands, managing Shopify stores, or planning your own business, one thing is constant: hiring managers prioritize candidates trained in Online Business, Viral Marketing, Wordpress, Traffic Generation, and Online Entrepreneurship. This bundle covers all of it. From understanding the dynamics of Online Business, to building and managing platforms with Wordpress, to generating leads through smart Traffic Generation, and crafting scalable strategies via Viral Marketing and Online Entrepreneurship, you're proving yourself a multidimensional ecommerce professional. Ecommerce is no longer a trend—it's the backbone of global retail. And the people who succeed are the ones who act fast. If you wait, someone with Online Business, Viral Marketing, Wordpress, Traffic Generation, and Online Entrepreneurship credentials will secure the roles you're targeting. Put simply, the eCommerce Management Mini Bundle is what makes your CV scream “hireable.” FAQ Q: Who should enroll in the eCommerce Management Mini Bundle? A: Anyone who wants to be employable in ecommerce, digital marketing, or startup spaces where Online Business, Viral Marketing, Wordpress, Traffic Generation, and Online Entrepreneurship are essential. Q: Will this help me land freelance clients? A: Absolutely. Clients actively seek freelancers who understand Online Business, Viral Marketing, Wordpress, Traffic Generation, and Online Entrepreneurship. You’ll stand out. Q: Is Wordpress relevant in 2025? A: Yes. Despite new platforms, Wordpress remains foundational in the job market—especially when paired with Online Business, Viral Marketing, Traffic Generation, and Online Entrepreneurship. Q: What’s the hiring edge here? A: The job listings say it all: employers seek Online Business, Viral Marketing, Wordpress, Traffic Generation, and Online Entrepreneurship experience. With this bundle, you tick all five.

Unlock career opportunities in health and sports with the Sports and Wellness Mini Bundle. Tailored for those aiming to excel in Sports Coaching, Sports First Aid, and Nutrition, this bundle also builds your Time Management and Self Organisation skills — essentials for any thriving professional. If you want to become hireable in the booming sports and wellness industries, this bundle is your stepping stone. Description The Sports and Wellness Mini Bundle is crafted to maximize your job relevance in competitive fields. Mastering Sports Coaching lays a strong foundation, while Sports First Aid skills ensure you’re prepared for immediate care scenarios. Nutrition knowledge makes you an asset in wellness-focused roles, addressing modern health demands. Time Management and Self Organisation are critical to professional success, especially in dynamic sports environments. This bundle equips you with these skills alongside Sports Coaching, Sports First Aid, and Nutrition, helping you stand out in the job market. Employers look for candidates with this combination — making the Sports and Wellness Mini Bundle a smart investment. Don’t let opportunity pass you by. The Sports and Wellness Mini Bundle offers exceptional value for money, preparing you for a variety of roles where Sports Coaching, Sports First Aid, Nutrition, Time Management, and Self Organisation skills are highly sought after. Secure your competitive edge now. FAQ Q: How does this bundle support a career in Sports Coaching? A: It offers targeted development in Sports Coaching alongside Sports First Aid and Nutrition, complemented by Time Management and Self Organisation skills. Q: Can the Sports and Wellness Mini Bundle help me in nutrition-related roles? A: Yes, Nutrition is a key part of the bundle, making you well-rounded and hireable in wellness industries. Q: Are Time Management and Self Organisation really important? A: Absolutely — these skills enhance your ability to perform effectively in any sports or wellness job. Q: Will I gain practical skills in Sports First Aid? A: The Sports First Aid component ensures you are prepared for emergency care situations relevant in many job settings. Q: Is this bundle suitable for beginners wanting to enter the sports and wellness sector? A: Yes, it’s designed to make you hireable by building essential skills like Sports Coaching, Sports First Aid, Nutrition, Time Management, and Self Organisation.

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