12264 Teaching & Training courses in Cardiff delivered Online

In today's dynamic landscape, starting a business or social enterprise is not just about profit; it's about making a meaningful impact. The Stone Soup Approach course equips individuals with essential skills to navigate this terrain. Understanding social entrepreneurship is crucial as it blends business acumen with societal welfare. Through modules like Introduction to Social Enterprise and Entrepreneurship, Establishing Your Organisation, and Managing Funds, participants grasp the fundamentals of sustainable ventures. Learning to create a brand and manage a social enterprise ensures credibility and longevity in the market. This course is indispensable, offering practical insights applicable in daily life and professional endeavors. In the UK job market, where such skills are highly sought-after, completion of this course enhances employability. The median salary for roles in this sector averages £30,000 annually. As the demand for socially conscious ventures rises steadily, with an increase of 10% annually, the Stone Soup Approach course becomes a strategic investment for aspiring entrepreneurs and changemakers alike. Key Features: CPD Certified Starting a Business course Free Certificate Developed by Specialist Lifetime Access Course Curriculum: Module 01: Introduction to Social Enterprise and Entrepreneurship Module 02: Establishing Your Organisation Module 03: Creating a Brand Module 04: Managing Funds Module 05: Managing a Social Enterprise Learning Outcomes: Analyze Social Enterprise fundamentals for strategic entrepreneurial decision-making. Develop effective organisational structures for successful business or social enterprises. Craft compelling brand strategies aligning with the Stone Soup Approach ethos. Apply financial management techniques for efficient resource allocation in your enterprise. Implement strategies to balance social impact and business sustainability effectively. Demonstrate proficiency in overseeing and adapting to the unique challenges faced. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Starting a Business or Social Enterprise - The Stone Soup Approach course is accessible to anyone eager to learn more about this topic. Through this course, you'll gain a solid understanding of Starting a Business or Social Enterprise - The Stone Soup Approach. Moreover, this course is ideal for: Aspiring Entrepreneurs seeking to merge business success with social impact. Individuals with a passion for creating positive change through entrepreneurship. New Business Owners aiming for sustainable impact in their ventures. Social Innovators looking to establish and manage impactful enterprises. Those eager to cultivate a brand that reflects their social values. Requirements There are no requirements needed to enrol into this Starting a Business or Social Enterprise - The Stone Soup Approach course. We welcome individuals from all backgrounds and levels of experience to enrol into this Starting a Business or Social Enterprise - The Stone Soup Approach course. Career path Social Enterprise Manager - £25K to 45K/year Community Development Officer - £20K to 35K/year Social Innovation Consultant - £30K to 60K/year Impact Investment Analyst - £35K to 55K/year Corporate Social Responsibility Manager - £35K to 60K/year Certificates Digital certificate Digital certificate - Included Will be downloadable when all lectures have been completed.

Are you ready to dive into the lucrative world of gold trading? Our comprehensive Gold Trading Training Course is designed to equip you with the knowledge and skills to excel in this exciting market. Whether you're a beginner or an experienced trader, this course will guide you through the essential concepts and advanced strategies needed to succeed. Key Features: CPD Certified Free Certificate Developed by Specialist Lifetime Access In this Gold Trading Training Course, learners will start by understanding the fundamentals of gold, its history, and its value in the global market. They will then move on to the basics of trading, including key concepts and strategies. The course covers how the stock market works and its relationship to gold trading. Learners will gain insights into the specifics of trading gold, including how to analyze gold prices and market trends. Additionally, the course explores gold mining stocks, teaching learners how to evaluate and invest in these stocks effectively. By the end of the course, participants will be equipped with the knowledge and skills to trade gold confidently and understand the factors that influence gold prices and the stock market. Course Curriculum Module 01: Introduction to Gold Module 02: Basics of Trading Module 03: Stock Market Module 04: The Gold Trade Module 05: Gold Mining Stocks Learning Outcomes Understand gold's historical significance and its role in modern economies. Learn fundamental principles and strategies of trading. Gain knowledge of stock market operations and dynamics. Master techniques and strategies specific to the gold trade. Evaluate and invest in gold mining stocks effectively. Develop informed trading decisions using gold market insights. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Aspiring gold traders. Stock market enthusiasts. Investors interested in gold. Finance students. Individuals seeking trading knowledge. Career path Gold Trader Stock Market Analyst Investment Advisor Gold Mining Analyst Financial Consultant Commodities Broker Certificates Digital certificate Digital certificate - Included Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

Are you ready to go on a journey into the realm of storytelling? Our "Novel Writing: Planning, Plotting and Publishing" course is crafted to empower aspiring authors with the essential skills to bring their literary dreams to life. Begin by uncovering the art of inspiration, learning to cultivate and refine ideas that resonate with your chosen readership. Delve into the intricacies of crafting compelling narratives, where every plot twist and setting breathes life into your story world. Even the most seasoned writers face moments of uncertainty; conquer these hurdles with strategies to banish writer's block and reignite your creative spark. With a keen eye for detail, master the art of editing, transforming rough drafts into polished manuscripts that shine. Our course not only equips you with the skills to start writing but also guides you through the intricacies of the publishing world. Prepare to see your novel in print as you navigate the path from manuscript to publication, ensuring your literary journey culminates in success. Course Curriculum: Module 01: Finding Ideas and Selecting Your Audience Module 02: Planning and Plotting Using Stories, Narrative and Setting Module 03: Bringing Your Characters to Life Module 04: Making That First Draft Module 05: Overcoming the Dreaded Writer's Block Module 06: Editing Effectively Module 07: Getting Started with Novel Writing Module 08: Getting Your Work Published Learning Outcomes: Generate ideas and identify target readers for effective novel planning. Develop plots, narratives, and settings to structure compelling stories. Create vibrant characters that resonate with readers throughout the novel. Produce an initial draft of a novel using structured writing techniques. Apply strategies to overcome writer's block during the writing process. Edit manuscripts efficiently to refine and improve novel manuscripts. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Aspiring novelists seeking structured guidance in writing fiction. Writers looking to enhance their storytelling and planning skills. Individuals interested in exploring the process of novel publication. Fiction enthusiasts wanting to improve their writing and manuscript editing. Beginners in novel writing looking for comprehensive foundational knowledge. Career path Novelist Fiction Writer Manuscript Editor Publishing Assistant Creative Writing Instructor Certificates Digital certificate Digital certificate - Included Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

Take on a fulfilling journey into the world of Nursery Nurse Training, where you'll delve into the essential aspects of nurturing and educating young children. This comprehensive course equips you with the foundational knowledge and practical skills needed to excel in early years education. Discover the intricacies of child growth and development, understanding how to foster a supportive environment that promotes their well-being and learning. Learn about nutrition tailored to children's needs, ensuring they receive healthy, balanced meals crucial for their development. Safety and health are paramount, as you grasp protocols ensuring children's welfare in early years settings. Gain expertise in observing and assessing children's progress, honing your ability to provide tailored support and learning experiences. Key Features: CPD Certified Free Certificate Developed by Specialist Lifetime Access Additionally, learn to collaborate effectively with parents and carers, fostering strong partnerships that enhance children's learning experiences. Embrace diversity and inclusivity, promoting environments where every child feels valued and supported. This course empowers you to design and implement early learning curricula, ensuring each child receives a nurturing education tailored to their unique needs and abilities. Join us and embark on a rewarding career dedicated to shaping young minds with confidence and expertise. Course Curriculum Module: 01 Introduction to Nursery Nurse Module: 02 Curriculum and Developing Early Learning Module: 03 Understanding the Growth and Development of Children Module: 04 Nutrition and Healthy Food for Children Module: 05 Health and Safety of Children in the Early Years Module: 06 Observations and Assessment of Children in the Early Years Setting Module: 07 Play and Learning in Children's Education Module: 08 Safeguarding, Protection and Welfare of Young Children Module: 09 Working in Partnership with Parents and Carers Module: 10 Promoting Equality, Diversity and Inclusive Practice in Early Years Learning Module: 11 Curriculum and Developing Early Learning Learning Outcomes: Demonstrate understanding of nursery nurse roles and responsibilities. Analyse stages of child development for effective care planning. Apply knowledge of nutrition to promote children's health and growth. Implement health and safety practices in early years settings. Utilise observation techniques for assessing children's developmental progress. Facilitate inclusive learning environments through play-based educational activities. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Individuals aspiring to work with young children in nursery settings. Those interested in promoting child health and well-being. People aiming to support early childhood education initiatives. Individuals seeking to enhance skills in child development practices. Those looking to contribute to diverse and inclusive educational environments. Career path Nursery Nurse Early Years Practitioner Childcare Assistant Preschool Teacher Family Support Worker Playgroup Leader Certificates Digital certificate Digital certificate - Included Will be downloadable when all lectures have been completed.

In the bustling realm of modern recruitment, the key to success lies not just in understanding the industry, but in mastering its dynamic evolution. Picture this: a journey through the intricacies of recruitment, intertwined with the vibrant tapestry of social media. Here, in this immersive online course, you'll embark on a voyage that illuminates every facet of this synergy. Key Features: CPD Certified Free Certificate Developed by Specialist Lifetime Access Delve into the heart of recruitment strategies, where every click, every post, becomes a potent tool in sculpting your brand's identity. Explore the diverse landscape of social media platforms, each offering a unique avenue for connection and engagement. From the bustling marketplace of ideas to the corridors of targeted advertising, discover how to harness the power of social media to amplify your reach and resonate with your audience. But our voyage doesn't end there. Navigate through the labyrinth of recruitment processes, from initial outreach to the intricacies of in-house selection. Unravel the intricacies of UK recruitment legislation, ensuring your journey is not just fruitful, but firmly anchored in compliance and best practices. Join us, and let's embark on this transformative odyssey, where the horizon is limitless, and the destination, unparalleled success. Course Curriculum Module 01: The Recruitment Industry Module 02: Recruitment & Social Media Platforms Module 03: Social Media Marketplace Module 04: Promoting Your Brand Module 05: Target Audience & Selecting the Platform Module 06: Process Of Recruitment Module 07: In-House Recruitment Module 08: The UK Recruitment Legislation Learning Outcomes: Analyze recruitment trends and industry dynamics for strategic advantage. Utilize various social media platforms effectively for recruitment purposes. Identify target audiences and select appropriate social media platforms. Implement recruitment processes incorporating social media strategies seamlessly. Navigate UK recruitment legislation to ensure compliance and ethical practices. Enhance in-house recruitment strategies through innovative social media approaches. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? HR professionals seeking advanced recruitment strategies enhancement. Marketing specialists aiming to integrate social media into recruitment efforts. Business owners desiring to optimize recruitment processes with social media. Recruitment consultants looking to expand their knowledge of digital strategies. Recent graduates interested in pursuing careers in recruitment or marketing. Career path Recruitment Consultant HR Manager Social Media Manager Marketing Executive Talent Acquisition Specialist Recruitment Coordinator Certificates Digital certificate Digital certificate - Included Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

Are you ready to unlock the secret to crafting captivating lessons that leave a lasting impact on your students? Imagine stepping into your classroom with confidence, armed with the expertise to design lessons that not only educate but inspire. Delve into the art of lesson planning with our meticulously curated course, where each module acts as a beacon guiding you through the intricacies of educational design. Key Features: CPD Certified Free Certificate from Reed CIQ Approved Developed by Specialist Lifetime Access Discover the foundational principles behind effective teaching methodologies, ensuring every moment in the classroom is purposeful and engaging. From understanding the nuances of curriculum development to mastering the art of incorporating cutting-edge technology, this course equips you with the tools needed to create dynamic learning experiences. Explore the anatomy of a well-structured lesson, learning how to seamlessly integrate objectives and learning aims to drive student success. Embrace the journey of educational enlightenment as you navigate through the realms of assessment and evaluation, empowering you to measure progress accurately and adjust your approach accordingly. With a blend of theory and practical insights, this course is your gateway to becoming a master architect of education, sculpting lessons that ignite curiosity and foster a love for learning. Elevate your teaching prowess and embark on a transformative voyage towards educational excellence. Course Curriculum Module 01: An Introduction to Planning and Teaching Module 02: Planning and Preparation in Teaching Module 03: Curriculum Module 04: Structure and Format Module 05: Methodology Module 06: Objectives and Learning Aims Module 07: Assessment and Evaluation Module 08: Incorporating Technology in Lesson Planning Learning Outcomes: Plan effective lessons integrating diverse teaching methodologies for engagement. Develop clear learning objectives aligning with curriculum standards effectively. Implement assessment strategies to evaluate student progress and learning outcomes. Utilize technology tools to enhance lesson delivery and student engagement. Adapt lesson plans to accommodate diverse student needs and abilities. Demonstrate understanding of curriculum structure and format in lesson planning. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Aspiring teachers seeking foundational knowledge in lesson planning methods. Experienced educators aiming to refine their lesson planning skills. Teaching assistants looking to enhance their contribution to lesson preparation. Education administrators interested in understanding the lesson planning process. Individuals considering a career change to teaching or education-related roles. Career path Primary School Teacher Secondary School Teacher Special Educational Needs Coordinator (SENCO) Curriculum Developer Education Consultant Teaching Assistant Certificates Digital certificate Digital certificate - Included Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

In the modern world, the Nanny Care Worker Training Course plays a pivotal role in meeting the increasing demand for skilled professionals in childcare. Understanding child development, providing care for children, and ensuring their safety are core components of this course. With modules covering topics such as establishing routines and relationships, time management, and healthy living, graduates emerge equipped with the necessary skills to excel in the field. In the UK, where the demand for qualified Nanny Care Workers is on the rise, completing this course significantly enhances job prospects. Employers value candidates who have undergone formal training, leading to a higher likelihood of securing lucrative job opportunities. The average salary for Nanny Care Workers in the UK reflects this demand, ranging from £18,000 to £30,000 per annum. Moreover, the advantages of this course extend beyond immediate job placement, as it ensures professionals stay abreast of industry standards and best practices. With the childcare sector experiencing a steady increase, the importance of skilled Nanny Care Workers is only expected to grow, with a projected rise of 5% in employment opportunities over the next few years. Key Features: CPD Certified Nanny Care Worker Course Free Certificate Developed by Specialist Lifetime Access Course Curriculum: Module 01: Introduction To Nanny Care Workers Module 02: Understanding Child Development Module 03: Care For Children Module 04: Healthy Food, Healthy Living Module 05: Keeping Children Healthy & Safe Module 06: Early Years Provision Module 07: Establishing Relationships and Routines Module 08: Time Management For Nannies Module 09: Nanny's Job Profile Module 10: Establishing A Nanny's Career Learning Outcomes: Identify key responsibilities of nanny care workers in childcare settings. Demonstrate understanding of child development stages and milestones effectively. Apply appropriate techniques for nurturing and caring for children's well-being. Implement strategies for promoting healthy eating habits and lifestyle choices. Ensure the safety and well-being of children through risk management practices. Establish effective routines and build nurturing relationships with children. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Nanny Care Worker Training course is accessible to anyone eager to learn more about this topic. Through this course, you'll gain a solid understanding of Nanny Care Worker Training. Moreover, this course is ideal for: Individuals aspiring to work as professional nanny care workers. Parents seeking to enhance childcare knowledge and skills. Early childhood educators interested in expanding career opportunities. Individuals transitioning to careers in childcare and early years provision. Anyone passionate about providing high-quality care for children. Requirements There are no requirements needed to enrol into this Nanny Care Worker Training course. We welcome individuals from all backgrounds and levels of experience to enrol into this Nanny Care Worker Training course. Career path After finishing this Nanny Care Worker Training course you will have multiple job opportunities waiting for you. Some of the following Job sectors of Nanny Care Worker Training are: Nursery Nurse - £18K to 24K/year. Childcare Worker - £17K to 22K/year. Early Years Educator - £18K to 25K/year. Childminder - £17K to 28K/year. Preschool Teacher - £18K to 30K/year. Certificates Digital certificate Digital certificate - Included Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

Unlock the keys to effective phonics instruction with our comprehensive Phonics Teaching Training course. Designed for educators passionate about enhancing literacy skills, this program covers essential techniques and strategies tailored for diverse learning environments. Key Features: CPD Certified Free Certificate Developed by Specialist Lifetime Access In the Phonics Teaching Training course, learners will gain comprehensive skills in teaching phonics effectively. They will understand how to adapt phonics education for deaf children and engage with parents and caregivers to support learning. The course covers the widely-used Jolly Phonics method and emphasizes the crucial role of early phonics instruction in language development. Learners will develop a deep understanding of speaking and phonological awareness, essential for teaching phonics at different levels. They will learn strategies to meet individual learning needs and how to conduct systematic assessments and maintain accurate records. By the end of the course, participants will be equipped to teach phonics at advanced levels and understand the nuances of effective phonics teaching in educational settings. Course Curriculum Module 01: Phonics for Deaf Children Module 02: Career as Phonics Teacher Module 03: Introduction to Phonics Education Module 04: Involving Parents and Carers Module 05: Jolly Phonics Module 06: Role of Early Phonics Teaching Module 07: Speaking and Phonological Awareness Module 08: Meeting Individual Needs Module 09: Systematic Assessment and Record Keeping Module 10: Teaching Higher Level of Phonics Module 11: Teaching Phonics Learning Outcomes Understand phonics principles for teaching deaf children effectively. Explore career opportunities as a phonics teacher in education sector. Gain foundational knowledge of phonics education techniques and methods. Engage parents and carers in supporting phonics learning at home. Apply Jolly Phonics methodology to enhance teaching effectiveness. Implement early phonics teaching strategies to foster literacy skills. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Teachers aspiring to specialize in phonics education. Educators interested in improving phonological awareness techniques. Individuals preparing to work with children in educational settings. Professionals seeking to enhance literacy teaching skills. Parents looking to support their children's phonics development. Career path Phonics Teacher Early Years Educator Special Educational Needs (SEN) Teacher Literacy Coordinator Learning Support Assistant Educational Consultant Certificates Digital certificate Digital certificate - Included Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

Take on the journey of building a successful e-commerce business on a shoestring budget is not only possible but also essential in today's digital world. This course is designed to equip you with the vital skills needed to thrive in the competitive e-commerce landscape without breaking the bank. Learning how to conduct market research on a budget, source and manage products effectively, and employ budget-friendly digital marketing strategies are key components that will transform your business approach. In the modern world, where e-commerce is booming with an annual growth rate of 23%, understanding these aspects can significantly enhance your professional career. By mastering e-commerce business fundamentals, you can open up a plethora of job opportunitiesin the UK, where e-commerce managers earn an average salary of £35,000 to £50,000 per year. Moreover, the ability to scale an e-commerce business with limited resources is a highly sought-after skill that can set you apart in the job market. This course not only helps in professional growth but also in daily life by fostering a mindset of resourcefulness and strategic planning. The e-commerce sector is rapidly increasing, making now the perfect time to dive in and reap the benefits of a booming industry. Key Features: CPD Certified How to Build a E-Commerce Business Course Free Certificate Developed by Specialist Lifetime Access Course Curriculum: Module 01: Introduction to E-Commerce and Budget Constraints Module 02: Market Research on a Budget Module 03: Effective Product Sourcing and Management Module 04: Budget-Friendly Digital Marketing Strategies Module 05: Financial Management for Small E-Commerce Businesses Module 06: Scaling Your E-Commerce Business with Limited Resources Learning Outcomes: Analyze e-commerce landscapes, mitigating challenges with budget constraints effectively. Execute market research on a budget, identifying profitable niches and trends. Source and manage products strategically, ensuring cost-effectiveness and customer satisfaction. Implement budget-friendly digital marketing strategies, optimizing online visibility and conversion. Navigate financial management for small e-commerce businesses, maintaining profitability. Master the art of scaling an e-commerce business with limited resources. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This How to Build a Successful E-Commerce Business on a Shoestring Budget course is accessible to anyone eager to learn more about this topic. Through this course, you'll gain a solid understanding of How to Build a Successful E-Commerce Business on a Shoestring Budget. Moreover, this course is ideal for: Entrepreneurs aiming to establish a cost-effective online business venture. Small business owners seeking to enhance e-commerce operations on a budget. Start-up enthusiasts desiring to navigate the complexities of budget constraints. Marketing professionals interested in budget-efficient digital strategies for e-commerce. Individuals aspiring to scale their e-commerce ventures with limited resources. Requirements There are no requirements needed to enrol into this How to Build a Successful E-Commerce Business on a Shoestring Budget course. We welcome individuals from all backgrounds and levels of experience to enrol into this How to Build a Successful E-Commerce Business on a Shoestring Budget course. Career path After finishing this How to Build a Successful E-Commerce Business course you will have multiple job opportunities waiting for you. Some of the following Job sectors of Build a E-Commerce Business Budget are: Certificates Digital certificate Digital certificate - Included Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

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