9727 Environment courses delivered On Demand

Unlock the potential to transform young lives with our comprehensive diploma designed for those passionate about supporting students with special educational needs. Our meticulously crafted programme offers a deep dive into the essential frameworks and practices that will empower you to create an inclusive, nurturing environment where every pupil can thrive. With a keen focus on understanding the unique challenges faced by students with disabilities, you'll learn how to foster their participation and enhance their learning experiences. Key Features: CPD Certified Free Certificate from Reed CIQ Approved Developed by Specialist Lifetime Access Guided by experienced educators, you'll explore strategies for boosting student performance and delve into the intricacies of whole-school planning and organisation. Gain insights into effective assessment techniques and discover the vital role of teamwork in supporting SEN students. From crafting individualised plans to promoting an inclusive classroom ethos, our diploma provides you with the knowledge and confidence to make a meaningful impact. Join us in redefining education and becoming a beacon of support for those who need it most. Course Curriculum Module 01: Special Educational Needs (SEN) Teacher Module 02: Statutory and Regulatory Context for SEN Part 01 Module 02: Statutory and Regulatory Context for SEN Part 02 Module 03: Principles and Practice of Leadership in Different Contexts Module 04: How SEN and Disabilities Affect Pupils' Participation and Learning Module 05: Strategies for Improving the Performance of the Pupils with SEN Module 06: Whole-School Planning and Organisation Module 07: Assessment Module 08: Teamwork for SEN: Roles and Functions Module 09: Planning for Individual Students with SEN Module 10: Teaching and Learning in the Inclusive School Learning Outcomes: Understand SEN teaching principles and statutory regulations for effective practice. Apply leadership principles in diverse educational contexts for inclusive environments. Analyze how SEN and disabilities influence pupil participation and learning. Implement strategies to enhance performance of pupils with special needs. Develop whole-school plans and organization strategies for SEN integration. Apply assessment techniques and teamwork principles to support SEN students. CPD 10 CPD hours / points Accredited by CPD Quality Standards Level 5 Diploma on SEN Teaching 3:56:37 1: Module 01: Special Educational Needs (SEN) Teacher 05:24 2: Module 02: Statutory and Regulatory Context for SEN Part 01 17:07 3: Module 03: Statutory and Regulatory Context for SEN Part 02 28:22 4: Module 04: Principles and Practice of Leadership in Different Contexts 26:31 5: Module 05: How SEN and Disabilities Affect Pupils' Participation and Learning 21:22 6: Module 06: Strategies for Improving the Performance of the Pupils with SEN 16:33 7: Module 07: Assessment 13:39 8: Module 08: Teamwork for SEN: Roles and Functions 57:21 9: Module 09: Planning for Individual Students with SEN 17:55 10: Module 10: Teaching and Learning in the Inclusive School 31:23 11: CPD Certificate - Free 01:00 Who is this course for? Aspiring SEN teachers seeking comprehensive knowledge and skills. Current educators aiming to specialize in SEN teaching practices. Education professionals desiring to advance in leadership roles. Individuals passionate about fostering inclusive learning environments. Those committed to improving outcomes for students with special needs. Career path SEN Teacher Special Educational Needs Coordinator (SENCO) Inclusion Support Assistant Learning Support Assistant Education Officer Behaviour Specialist Certificates Digital certificate Digital certificate - Included Reed Courses Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

Elevate your administrative prowess with our Administrative Assistant course. Learn to manage daily routines, communication, records, and office technology effectively. Become the organizational backbone in any professional setting with top-tier relationship and conflict management skills.

In today's modern world, understanding and addressing anxiety in children and young people, especially during the COVID-19 pandemic, is paramount. This course delves deeply into the causes and manifestations of anxiety disorders, with specific focus on its impact on children and youth. Given the unprecedented challenges posed by the pandemic, learning to support and manage anxiety in this demographic is crucial. Through modules dedicated to the effects of COVID-19 on children and young people, as well as strategies for supporting them during these trying times, participants gain invaluable skills. Additionally, the course explores methods for managing anxiety within families and provides guidance on bereavement during the pandemic. By mastering these techniques, individuals not only enhance their ability to mitigate anxiety in children and youth but also boost their employability, especially in the UK where mental health awareness in educational and social settings is increasingly prioritized. Enroll in this course today to acquire essential knowledge and skills in addressing anxiety in children and young people, and make a meaningful difference in their lives. Key Features: CPD Certified Anxiety in Children and Young People Course Free Certificate Developed by Specialist Lifetime Access Course Curriculum Module 01: Anxiety and It's Causes Module 02: Anxiety Disorders Module 03: Anxiety in Children Module 04: Anxiety in Young People Module 05: Impact of Covid 19 on Children and Women and Young People Module 06: Supporting Children During Covid 19 Module 07: Supporting Young People During Covid 19 Module 08: Managing Anxiety in Families with Children and Youth During the COVID-19 Outbreak Module 09: Treatment of Anxiety Disorder Module 10: Bereavement Guide During COVID 19 Learning Outcomes: Identify causes and triggers of anxiety in children and adolescents. Recognize different types of anxiety disorders affecting young individuals. Understand the specific manifestations of anxiety in children. Explore the impact of COVID-19 on the mental health of children. Implement effective strategies for managing anxiety within families. Provide essential support and guidance to children and young people during COVID-19. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Anxiety in Children and Young People course is accessible to anyone eager to learn more about this topic. Through this course, you'll gain a solid understanding of Anxiety in Children and Young People. Moreover, this course is ideal for: Parents seeking to understand and support their children better. Educators aiming to create a supportive environment for their students. Mental health professionals looking to enhance their understanding and skills. Social workers striving to assist vulnerable children and young people. Anyone concerned about the well-being of children and adolescents. Requirements There are no requirements needed to enrol into this Anxiety in Children and Young People during COVID-19 course. We welcome individuals from all backgrounds and levels of experience to enrol into this Anxiety in Children and Young People during COVID-19 course. Career path After finishing this Anxiety in Children and Young People course you will have multiple job opportunities waiting for you. Some of the following Job sectors of Anxiety in Children and Young People are: Child and Adolescent Psychiatrist - £60K to 90K/year Clinical Psychologist specializing in Child Mental Health - £40K to 70K/yr School Counsellor - £25K to 40K/yr Family Therapist - £30K to 50K/yr Certificates Digital certificate Digital certificate - Included Will be downloadable when all lectures have been completed.

Updated 2024 | Level 4 HLTA | Ofqual Regulated | By Focus Awards | Tutor Support | 100% Online | For Teaching Assistants

Are you wondering if your energy costs can be lower? Or are you someone who are having issues of their power consumption and wants to learn how to control it? Find out how to know the basics of energy and how it should be utilised in this course! Description: Energy is an essential utility for people because it is useful and more convenient to have it. However, since supply has been low these days, it is important that you should be learning all about low energy and how costs can have lower energy costs. This course will start in determining all the current costs and will teach you how to do a cost over savings analysis for your energy consumption. Then you will be able to get started in finding your biggest needs. Furthermore, discussion on energy savings will be tackled then and how you will be able to start from small to significant savings will be discussed in this course. Then, you will also be able to know about window savings and its advantages. One of the most important things to know is the window savings and its uses which will be tackled in this course. Moreover, you will understand how to use the advantages of using the fireplace and how energy conservation habits were developed. You're going to use the thermostat and understand how it works and save energy while using it. Who is the course for? Businessmen, entrepreneurs or any electric-related workers who want to lower energy, not just for ourselves, for our future and the environment. People who have an interest in energy conservation management. Entry Requirement: This course is available to all learners, of all academic backgrounds. Learners should be aged 16 or over to undertake the qualification. Good understanding of English language, numeracy and ICT are required to attend this course. Assessment:  At the end of the course, you will be required to sit an online multiple-choice test. Your test will be assessed automatically and immediately so that you will instantly know whether you have been successful. Before sitting for your final exam you will have the opportunity to test your proficiency with a mock exam. Certification: After you have successfully passed the test, you will be able to obtain an Accredited Certificate of Achievement. You can however also obtain a Course Completion Certificate following the course completion without sitting for the test. Certificates can be obtained either in hardcopy at a cost of £39 or in PDF format at a cost of £24. PDF certificate's turnaround time is 24 hours and for the hardcopy certificate, it is 3-9 working days. Why choose us? Affordable, engaging & high-quality e-learning study materials; Tutorial videos/materials from the industry leading experts; Study in a user-friendly, advanced online learning platform; Efficient exam systems for the assessment and instant result; The UK & internationally recognised accredited qualification; Access to course content on mobile, tablet or desktop from anywhere anytime; The benefit of career advancement opportunities; 24/7 student support via email. Career Path: The How to Lower Energy Cost is a useful qualification to possess and would be beneficial for the following careers: Advisor for Management and Energy Building Energy Analyst Building Consultant Businessmen Campus Energy Manager Electric Technicians Electric Utility Analyst Entrepreneurs Sustainability Leader Utilities Analyst. How to Lower Energy Cost Introduction 00:15:00 Determining The Current Costs 00:15:00 Cost over Savings Analysis 01:00:00 Getting Started By Finding Your Biggest Needs 01:00:00 Start Small For Big Savings 01:00:00 You're Window Savings 02:00:00 The Fireplace Advantage 01:00:00 Energy Saving Habits to Develop 02:00:00 The Thermostat 01:00:00 Energy Star: Understanding What It is 02:00:00 Outside the Home: Landscaping For Energy Benefits 01:00:00 Alternative Sources of Fuel 01:00:00 The Energy Efficient New Home 00:30:00 Conclusion 00:15:00 Mock Exam Mock Exam- How to Lower Energy Cost 00:20:00 Final Exam Final Exam- How to Lower Energy Cost 00:20:00 Order Your Certificate and Transcript Order Your Certificates and Transcripts 00:00:00

Description Master the use of Google G Suite to boost your productivity and enjoy the benefits of business email, video conferencing, online storage and file sharing with the intensive Google G Suite Essential Training course. Google G Suite, formerly known as Google Apps, is a collection of applications or collaborative productivity apps, especially for email that includes Google Drive, Google Docs, Slides, and Drawings, Google Sheets and Forms, Google Hangouts, Google Calendar, and Google sites. A G suit email looks like any Gmail account. The only difference is G Suit email will be like example@yourdomail.com instead of the Gmail account like example@gmail.com. Google G Suit provides business professional email, shared calendars, online document editing and storage, video meetings, and much more. Throughout the course, you will learn the essential features of Google G suits such as navigating in the G-Suite (Google Apps) environment, storing documents by using Google Drive, communicating using Google Hangouts, and collaborating by using Google Sites. Then the course shows you how to manage your schedules using Google calendar. Finally, the course teaches you how to collaborate and share files with Google Docs, Slides, and Drawings, Google Sheets and Forms. In short, the course covers all the essential features and functions of the Productivity app Google G Suite. Assessment: At the end of the course, you will be required to sit for an online MCQ test. Your test will be assessed automatically and immediately. You will instantly know whether you have been successful or not. Before sitting for your final exam you will have the opportunity to test your proficiency with a mock exam. Certification: After completing and passing the course successfully, you will be able to obtain an Accredited Certificate of Achievement. Certificates can be obtained either in hard copy at a cost of £39 or in PDF format at a cost of £24. Who is this Course for? Google G Suite Essential Training is certified by CPD Qualifications Standards and CiQ. This makes it perfect for anyone trying to learn potential professional skills. As there is no experience and qualification required for this course, it is available for all students from any academic background. Requirements Our Google G Suite Essential Training is fully compatible with any kind of device. Whether you are using Windows computer, Mac, smartphones or tablets, you will get the same experience while learning. Besides that, you will be able to access the course with any kind of internet connection from anywhere at any time without any kind of limitation. Career Path After completing this course you will be able to build up accurate knowledge and skills with proper confidence to enrich yourself and brighten up your career in the relevant job market. Lesson 1: About G Suite TOPIC A Overview 00:05:00 TOPIC B Signing In 00:15:00 Lesson 2: Google Drive TOPIC A Getting Started with Google Drive 00:15:00 TOPIC B Work with Files 00:15:00 TOPIC C Organize and Search Google Drive 00:15:00 Lesson 3: Google Docs (Part 1) TOPIC A Getting Started with Google Docs 00:15:00 TOPIC B Composing and Editing Google Docs (Part 1) 00:15:00 TOPIC C Composing and Editing Google Docs (Part 2) 00:15:00 Lesson 4: Google Docs (Part 2) TOPIC A Working with Images and Tables 00:15:00 TOPIC B Collaborate with Google Docs 00:15:00 TOPIC C Reviewing and Distributing Documents 00:15:00 Lesson 5: Google Sheets TOPIC A Getting Started with Google Sheets 00:15:00 TOPIC B Editing Spreadsheets 00:15:00 TOPIC C Working with Spreadsheet Data 00:15:00 TOPIC D Formatting and Finalizing Spreadsheets 00:15:00 Lesson 6: Google Slides TOPIC A Getting Started with Google Slides 00:15:00 TOPIC B Formatting a Presentation 00:15:00 TOPIC C Editing Google Slides 00:15:00 TOPIC D Presenting and Sharing Google Slides 00:15:00 Order Your Certificates and Transcripts Order Your Certificates and Transcripts 00:00:00

Level 3 Childminding Course Overview Imagine creating a magical world where laughter rings, curiosity blooms, and little minds blossom under your care. As a childminder, you'll be the guiding star, the nurturing haven, and the playful companion who shapes young lives. This Level 3 Childminding Course equips you with the knowledge, skills, and confidence to embark on this fulfilling path, empowering you to build a thriving childcare business from the comfort of your own home. Across 16 comprehensive modules, you'll delve into the fascinating world of child development, learning the intricacies of caring for children from birth to age five. You'll master the art of creating stimulating activities that nurture their physical, emotional, and intellectual growth. Unlock the secrets of child psychology, understanding how children think, feel, and interact. Discover effective communication strategies to build strong relationships with parents and carers, fostering a collaborative and supportive community. But this course isn't just about theory. It's about practical application. You'll gain hands-on experience through engaging activities, case studies, and scenario-based learning, preparing you for the real-life challenges and rewards of childminding. By the end, you'll be equipped to create a safe, inclusive, and enriching environment where children thrive under your care, leaving a lasting impact on their lives. Why You Should Choose Level 3 Childminding Course Lifetime access to the course No hidden fees or exam charges CPD Accredited certification on successful completion Full Tutor support on weekdays (Monday - Friday) Efficient exam system, assessment and instant results Download Printable PDF certificate immediately after completion Obtain the original print copy of your certificate, dispatch the next working day for as little as £9. Improve your chance of gaining professional skills and better earning potential. Who is this Course for? Level 3 Childminding Course is CPD certified and IAO accredited. This makes it perfect for anyone trying to learn potential professional skills. As there is no experience and qualification required for this course, it is available for all students from any academic backgrounds. Requirements Our Level 3 Childminding Course is fully compatible with any kind of device. Whether you are using Windows computer, Mac, smartphones or tablets, you will get the same experience while learning. Besides that, you will be able to access the course with any kind of internet connection from anywhere at any time without any kind of limitation. Career Path You will be ready to enter the relevant job market after completing this course. You will be able to gain necessary knowledge and skills required to succeed in this sector. All our Diplomas' are CPD and IAO accredited so you will be able to stand out in the crowd by adding our qualifications to your CV and Resume. Level 3 Childminding Course (Nanny, Babysitter, Childminder) Module 01: Introduction to Nursery Nurse Introduction to Nursery Nurse 00:15:00 Module 02: Caring for Children Caring for Children 00:25:00 Module 03: Understanding the Growth and Development of Children Understanding the Growth and Development of Children 00:26:00 Module 04: Introduction to Child Psychology Introduction to Child Psychology 00:03:00 Module 05: Attachment and Relationship Building in Childhood Attachment and Relationship Building in Childhood 00:31:00 Module 06: Factors that Influence Development Factors That Influence Development 00:41:00 Module 07: Personality and Intellectual Development of Children Personality and Intellectual Development of Children 00:32:00 Module 08: Observation and Assessment of Children in the Early Years Setting Observation and Assessment of Children in the Early Years Setting 00:20:00 Module 09: Curriculum and Developing Early Learning Curriculum and Developing Early Learning 00:27:00 Module 10: Promoting Equality, Diversity and Inclusive Practice in Early Years of Learning Promoting Equality, Diversity and Inclusive Practice in Early Years of Learning 00:27:00 Module 11: Safeguarding, Protection and Welfare of Young Children Safeguarding, Protection and Welfare of Young Children 00:26:00 Module 12: Health and Safety of Children in the Early Years Module 11: Health and Safety of Children in the Early Years 00:38:00 Module 13: Nutrition and Healthy Food for Children Nutrition and Healthy Food for Children 00:30:00 Module 14: Play and Learning in Children's Education Play and Learning in Children's Education 00:28:00 Module 15: Working with Children Having Special Needs Working with Children Having Special Needs 00:26:00 Module 16: Working in Partnership with Parents and Carers Working in Partnership with Parents and Carers 00:19:00

There is a high demand for programming aptitudes universally, and not only for developers, programming is essential in every career path way. Add the right technical skills to your resume so you can pursue a more fulfilling career. Our Programming course is ideal for Complete Beginners as well as experienced programmers who want to make Big in the software industry. This comprehensive course will help you get your dream job and achieve unparalleled growth in your career. In this course, you will be introduced to all the basics of programming, and by the end of this course, you will be able to push the limits of what can be done in Scratch. You will learn about sprites, about code blocks that control them, about useful elements like sounds, randomization, sensing, and lots more. While the environment is easy to learn in, what you will learn will be amazing. Course Highlights CPD Accredited Programming Course for Beginners is an award winning and the best selling course that has been given the CPD Certification & IAO accreditation. It is the most suitable course anyone looking to work in this or relevant sector. It is considered one of the perfect courses in the UK that can help students/learners to get familiar with the topic and gain necessary skills to perform well in this field. We have packed CPD Accredited Programming Course for Beginners into 21 modules for teaching you everything you need to become successful in this profession. To provide you ease of access, this course is designed for both part-time and full-time students. You can become accredited in just 17 hours, 55 minutes and it is also possible to study at your own pace. We have experienced tutors who will help you throughout the comprehensive syllabus of this course and answer all your queries through email. For further clarification, you will be able to recognize your qualification by checking the validity from our dedicated website. Why You Should Choose CPD Accredited Programming Course for Beginners Lifetime access to the course No hidden fees or exam charges CPD Accredited certification on successful completion Full Tutor support on weekdays (Monday - Friday) Efficient exam system, assessment and instant results Download Printable PDF certificate immediately after completion Obtain the original print copy of your certificate, dispatch the next working day for as little as £9. Improve your chance of gaining professional skills and better earning potential. Who is this Course for? CPD Accredited Programming Course for Beginners is CPD certified and IAO accredited. This makes it perfect for anyone trying to learn potential professional skills. As there is no experience and qualification required for this course, it is available for all students from any academic backgrounds. Requirements Our CPD Accredited Programming Course for Beginners is fully compatible with any kind of device. Whether you are using Windows computer, Mac, smartphones or tablets, you will get the same experience while learning. Besides that, you will be able to access the course with any kind of internet connection from anywhere at any time without any kind of limitation. Career Path You will be ready to enter the relevant job market after completing this course. You will be able to gain necessary knowledge and skills required to succeed in this sector. All our Diplomas' are CPD and IAO accredited so you will be able to stand out in the crowd by adding our qualifications to your CV and Resume. Introduction To Programming 01:00:00 How To Write A Program 01:00:00 The List Of Programming Languages 00:30:00 Selecting The Right Compiler 00:30:00 What Is An Interpreter 00:30:00 How To Write A Program With An Editor 01:00:00 The Functions Of A Debugger 01:00:00 Build Strong Components For Programming 00:15:00 Profiling And Optimizing Your Program 01:00:00 Installing Your Program 00:15:00 BASIC Programming Language 01:00:00 Getting Started with BASIC Programming Language 01:00:00 BASIC Overview of BASIC Components 01:00:00 BASIC Special Variables 01:00:00 BASIC Probability Functions 01:00:00 Filtering the Data Set or Splitting the Data Set 01:00:00 DATA Blocks 01:00:00 DELETE Statement 01:00:00 FOR...NEXT Statement 01:00:00 IF. . . THEN Statement 01:00:00 Wrapping Up 00:15:00 Mock Exam Mock Exam- CPD Accredited Programming Course for Beginners 00:20:00 Final Exam Final Exam- CPD Accredited Programming Course for Beginners 00:20:00

Level 1 Certificate in Logistics Unlock the world of Logistics with our Level 1 Certificate in Logistics. Explore the intricacies of Logistics Management, Supply Chain, and Procurement. Master the art of Risk Modelling, Reverse Logistics, and advanced Logistics strategies. Learning Outcomes: Describe fundamental Logistic Management Principles. Analyze the intricacies of Shipment and Supply Chain in Logistics. Demonstrate proficiency in Sourcing, Purchasing, and Procurement within Logistics. Explore the principles and practices of Reverse Logistics and Recycling in the supply chain. Evaluate the role of Technology in Logistics Management. Assess Sustainable Practices in Logistics and their impact on the environment. Develop strategies for Efficient Inventory Management in Logistics. Explain the significance of Global Logistics and its impact on international trade. Formulate effective strategies for Cost-effective Transportation and Distribution in Logistics. More Benefits: LIFETIME access Device Compatibility Free Workplace Management Toolkit Level 1 Certificate in Logistics Course Syllabus Logistic Management Principles: Gain a solid understanding of logistics fundamentals. Shipment and Supply Chain: Learn how to manage efficient shipments within the supply chain. Supply Chain Management and Risk Modelling: Explore supply chain logistics and risk assessment. Sourcing, Purchasing, and Procurement: Master logistics in sourcing, purchasing, and procurement. Reverse Logistics and Recycling: Discover sustainable logistics practices, including recycling and reverse logistics.

Overview Mastering data science skills and expertise can open new doors of opportunities for you in a wide range of fields. Learn the fundamentals and develop a solid grasp of Python data science with the comprehensive Data Science with Python course. This course is designed to assist you in securing a valuable skill set and boosting your career. This course will provide you with quality training on the fundamentals of data analysis with Python. From the step-by-step learning process, you will learn the techniques of setting up the system. Then the course will teach you Python data structure and functions. You will receive detailed lessons on NumPy, Matplotlib, and Pandas. Furthermore, you will develop the skills for Algorithm Evaluation Techniques, visualising datasets and much more. After completing the course you will receive a certificate of achievement. This certificate will help you create an impressive resume. So join today! How will I get my certificate? You may have to take a quiz or a written test online during or after the course. After successfully completing the course, you will be eligible for the certificate. Who is This course for? This course Data Science with Python course is ideal for beginners in data science. It will help them develop a solid grasp of Python and help them pursue their dream career in the field of data science. Requirements The students will not require any formal qualifications or previous experience to enrol in this course. Anyone can learn from the course anytime from anywhere through smart devices like laptops, tabs, PC, and smartphones with stable internet connections. They can complete the course according to their preferable pace so, there is no need to rush. Career Path This course will equip you with valuable knowledge and effective skills in this area. After completing the course, you will be able to explore career opportunities in the fields such as Data Analyst Data Scientist Data Manager Business Analyst And much more! Course Curriculum 90 sections • 90 lectures • 10:19:00 total length •Course Overview & Table of Contents: 00:09:00 •Introduction to Machine Learning - Part 1 - Concepts , Definitions and Types: 00:05:00 •Introduction to Machine Learning - Part 2 - Classifications and Applications: 00:06:00 •System and Environment preparation - Part 1: 00:04:00 •System and Environment preparation - Part 2: 00:06:00 •Learn Basics of python - Assignment 1: 00:10:00 •Learn Basics of python - Assignment 2: 00:09:00 •Learn Basics of python - Functions: 00:04:00 •Learn Basics of python - Data Structures: 00:12:00 •Learn Basics of NumPy - NumPy Array: 00:06:00 •Learn Basics of NumPy - NumPy Data: 00:08:00 •Learn Basics of NumPy - NumPy Arithmetic: 00:04:00 •Learn Basics of Matplotlib: 00:07:00 •Learn Basics of Pandas - Part 1: 00:06:00 •Learn Basics of Pandas - Part 2: 00:07:00 •Understanding the CSV data file: 00:09:00 •Load and Read CSV data file using Python Standard Library: 00:09:00 •Load and Read CSV data file using NumPy: 00:04:00 •Load and Read CSV data file using Pandas: 00:05:00 •Dataset Summary - Peek, Dimensions and Data Types: 00:09:00 •Dataset Summary - Class Distribution and Data Summary: 00:09:00 •Dataset Summary - Explaining Correlation: 00:11:00 •Dataset Summary - Explaining Skewness - Gaussian and Normal Curve: 00:07:00 •Dataset Visualization - Using Histograms: 00:07:00 •Dataset Visualization - Using Density Plots: 00:06:00 •Dataset Visualization - Box and Whisker Plots: 00:05:00 •Multivariate Dataset Visualization - Correlation Plots: 00:08:00 •Multivariate Dataset Visualization - Scatter Plots: 00:05:00 •Data Preparation (Pre-Processing) - Introduction: 00:09:00 •Data Preparation - Re-scaling Data - Part 1: 00:09:00 •Data Preparation - Re-scaling Data - Part 2: 00:09:00 •Data Preparation - Standardizing Data - Part 1: 00:07:00 •Data Preparation - Standardizing Data - Part 2: 00:04:00 •Data Preparation - Normalizing Data: 00:08:00 •Data Preparation - Binarizing Data: 00:06:00 •Feature Selection - Introduction: 00:07:00 •Feature Selection - Uni-variate Part 1 - Chi-Squared Test: 00:09:00 •Feature Selection - Uni-variate Part 2 - Chi-Squared Test: 00:10:00 •Feature Selection - Recursive Feature Elimination: 00:11:00 •Feature Selection - Principal Component Analysis (PCA): 00:09:00 •Feature Selection - Feature Importance: 00:06:00 •Refresher Session - The Mechanism of Re-sampling, Training and Testing: 00:12:00 •Algorithm Evaluation Techniques - Introduction: 00:07:00 •Algorithm Evaluation Techniques - Train and Test Set: 00:11:00 •Algorithm Evaluation Techniques - K-Fold Cross Validation: 00:09:00 •Algorithm Evaluation Techniques - Leave One Out Cross Validation: 00:05:00 •Algorithm Evaluation Techniques - Repeated Random Test-Train Splits: 00:07:00 •Algorithm Evaluation Metrics - Introduction: 00:09:00 •Algorithm Evaluation Metrics - Classification Accuracy: 00:08:00 •Algorithm Evaluation Metrics - Log Loss: 00:03:00 •Algorithm Evaluation Metrics - Area Under ROC Curve: 00:06:00 •Algorithm Evaluation Metrics - Confusion Matrix: 00:10:00 •Algorithm Evaluation Metrics - Classification Report: 00:04:00 •Algorithm Evaluation Metrics - Mean Absolute Error - Dataset Introduction: 00:06:00 •Algorithm Evaluation Metrics - Mean Absolute Error: 00:07:00 •Algorithm Evaluation Metrics - Mean Square Error: 00:03:00 •Algorithm Evaluation Metrics - R Squared: 00:04:00 •Classification Algorithm Spot Check - Logistic Regression: 00:12:00 •Classification Algorithm Spot Check - Linear Discriminant Analysis: 00:04:00 •Classification Algorithm Spot Check - K-Nearest Neighbors: 00:05:00 •Classification Algorithm Spot Check - Naive Bayes: 00:04:00 •Classification Algorithm Spot Check - CART: 00:04:00 •Classification Algorithm Spot Check - Support Vector Machines: 00:05:00 •Regression Algorithm Spot Check - Linear Regression: 00:08:00 •Regression Algorithm Spot Check - Ridge Regression: 00:03:00 •Regression Algorithm Spot Check - Lasso Linear Regression: 00:03:00 •Regression Algorithm Spot Check - Elastic Net Regression: 00:02:00 •Regression Algorithm Spot Check - K-Nearest Neighbors: 00:06:00 •Regression Algorithm Spot Check - CART: 00:04:00 •Regression Algorithm Spot Check - Support Vector Machines (SVM): 00:04:00 •Compare Algorithms - Part 1 : Choosing the best Machine Learning Model: 00:09:00 •Compare Algorithms - Part 2 : Choosing the best Machine Learning Model: 00:05:00 •Pipelines : Data Preparation and Data Modelling: 00:11:00 •Pipelines : Feature Selection and Data Modelling: 00:10:00 •Performance Improvement: Ensembles - Voting: 00:07:00 •Performance Improvement: Ensembles - Bagging: 00:08:00 •Performance Improvement: Ensembles - Boosting: 00:05:00 •Performance Improvement: Parameter Tuning using Grid Search: 00:08:00 •Performance Improvement: Parameter Tuning using Random Search: 00:06:00 •Export, Save and Load Machine Learning Models : Pickle: 00:10:00 •Export, Save and Load Machine Learning Models : Joblib: 00:06:00 •Finalizing a Model - Introduction and Steps: 00:07:00 •Finalizing a Classification Model - The Pima Indian Diabetes Dataset: 00:07:00 •Quick Session: Imbalanced Data Set - Issue Overview and Steps: 00:09:00 •Iris Dataset : Finalizing Multi-Class Dataset: 00:09:00 •Finalizing a Regression Model - The Boston Housing Price Dataset: 00:08:00 •Real-time Predictions: Using the Pima Indian Diabetes Classification Model: 00:07:00 •Real-time Predictions: Using Iris Flowers Multi-Class Classification Dataset: 00:03:00 •Real-time Predictions: Using the Boston Housing Regression Model: 00:08:00 •Resources - Data Science & Machine Learning with Python: 00:00:00