368 Sciences courses about Development delivered Online

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Register on the International Development 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 an e-certificate as proof of your course completion. The International Development 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 International Development 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 Upon successful completion of the course, you will be able to obtain your course completion e-certificate free of cost. Print copy by post is also available at an additional cost of £9.99 and PDF Certificate at £4.99. 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 International Development, 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.  Course Content Module 01: Measurement and Morality in International Development Measurement and Morality in International Development 00:20:00 Module 02: Governance and Development Governance and Development 00:29:00 Module 03: Global Health and Development Global Health and Development 00:28:00 Module 04: Gender and Development Gender and Development 00:26:00 Module 05: Global Poverty, Inequality and Development Global Poverty, Inequality and Development 00:27:00 Module 06: Economic Development Economic Development 00:31:00 Module 07: Environment and Development Environment and Development 00:25:00 Module 08: Innovation and Technology Innovation and Technology 00:29:00 Module 09: International Migration and Development International Migration and Development 00:23:00 Module 10: Theories of Development and Globalisation Theories of Development and Globalisation 00:28:00 Module 11: An International Development Actor An International Development Actor 00:30:00 Frequently Asked Questions Are there any prerequisites for taking the course? There are no specific prerequisites for this course, nor are there any formal entry requirements. All you need is an internet connection, a good understanding of English and a passion for learning for this course. Can I access the course at any time, or is there a set schedule? You have the flexibility to access the course at any time that suits your schedule. Our courses are self-paced, allowing you to study at your own pace and convenience. How long will I have access to the course? For this course, you will have access to the course materials for 1 year only. This means you can review the content as often as you like within the year, even after you've completed the course. However, if you buy Lifetime Access for the course, you will be able to access the course for a lifetime. Is there a certificate of completion provided after completing the course? Yes, upon successfully completing the course, you will receive a certificate of completion. This certificate can be a valuable addition to your professional portfolio and can be shared on your various social networks. Can I switch courses or get a refund if I'm not satisfied with the course? We want you to have a positive learning experience. If you're not satisfied with the course, you can request a course transfer or refund within 14 days of the initial purchase. How do I track my progress in the course? Our platform provides tracking tools and progress indicators for each course. You can monitor your progress, completed lessons, and assessments through your learner dashboard for the course. What if I have technical issues or difficulties with the course? If you encounter technical issues or content-related difficulties with the course, our support team is available to assist you. You can reach out to them for prompt resolution.

Dealing with Difficult People: Dealing with Difficult People Online Difficult people defy logic. Some are blissfully unaware of the negative impact they have on those around them, while others appear to derive satisfaction from causing chaos and pushing other people's buttons. In either case, they add unnecessary complexity, strife and worst of all stress. Stress has long been shown in studies to have a long-term negative impact on the brain. Even a few days of stress reduces the effectiveness of neurons in the hippocampus, a key brain area responsible for reasoning and memory. Weeks of stress cause reversible damage to neuronal dendrites (the small "arms" that brain cells use to communicate with one another), while months of stress can destroy neurons permanently. Stress is a formidable threat to your success; when it becomes uncontrollable, your brain and performance suffer. The majority of workplace stressors are easy to identify. Dealing with difficult people is always stressful. We've all been in situations where we had to interact with difficult people, whether at work, school, or over a business lunch. They do exist in the workplace, and the better you become at dealing with them, the happier you will be at work. Difficult people may take advantage of every opportunity to cause problems, or they may simply use passive resistance to waylay your best efforts to move your agenda forward. While you cannot control others, you can control and improve yourself by doing the following: Recognising your own attitudes and behaviours, creating coping strategies, managing your anger. Through this Dealing with Difficult People course, you'll learn how to deal with aggressive, manipulative, undermining, prejudiced, or otherwise difficult people. Why choose this Dealing with Difficult People: Dealing with Difficult People from the School of Health Care? Self-paced course, access available from anywhere in the world. High-quality study materials that are easy to understand. Dealing with Difficult People: Dealing with Difficult People developed by industry experts. After each module, there will be an MCQ quiz to assess your learning. Assessment results are generated automatically and instantly. 24/7 support is available via live chat, phone call, or email. Free PDF certificate after completing the Dealing with Difficult People: Dealing with Difficult People. Courses Included with This Dealing with Difficult People: Dealing with Difficult People Bundle. Course 01: Dealing with Difficult People Course 02: Level 5 Diploma in Risk Management Course Course 03: Level 5 Report Writing Course Course 04: Communication Skills Course Course 05: Workplace Stress Management Course 06: Anger Management [ Note: Free PDF certificate as soon as completing the Dealing with Difficult People: Dealing with Difficult People course] Dealing With Difficult People: Dealing with Difficult People Online. This Dealing With Difficult People: Dealing with Difficult People course consists of 08 modules. Course Curriculum of Dealing with Difficult People: Dealing with Difficult People Module 01: Difficult People and Their Difficult Behaviour Module 02: Communicating with Difficult People Module 03: Standing Up to Difficult People Module 04: A Quick Guide to the Seven Classically Difficult Types Module 05: Dealing with Bosses Who Drive You Barmy Module 06: Colleagues to Throttle Module 07: Dealing with Impossible People Module 08: The Temper Tantrum Type Assessment Method of Dealing with Difficult People: Dealing with Difficult People After completing Dealing with Difficult People: Dealing with Difficult People, you will get quizzes to assess your learning. You will do the later modules upon getting 60% marks on the quiz test. Apart from this, you do not need to sit for any other assessments. Certification of Dealing with Difficult People: Dealing with Difficult People After completing the Dealing with Difficult People: Dealing with Difficult People, you can instantly download your certificate for FREE. The hard copy of the certification will also be delivered to your doorstep via post, which will cost £13.99. Who is this course for? Dealing With Difficult People: Dealing with Difficult People Online This Dealing with Difficult People: Dealing with Difficult People course is ideal for: Anyone involved in communication at work. Executive Assistants or Sales Reps Customer Support Agents Requirements Dealing with Difficult People: Dealing with Difficult People Online To enrol in this Dealing with Difficult People Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Dealing with Difficult People: Dealing with Difficult People Course. Be energetic and self-motivated to complete our Dealing with Difficult People: Dealing with Difficult People Course. Basic computer Skill is required to complete our Dealing with Difficult People Course. If you want to enrol in our Dealing with Difficult People Course, you must be at least 15 years old. Career path Dealing with Difficult People: Dealing with Difficult People Online

Introduction to Psychology: Introduction to Psychology Course Online The study of the human mind and behaviour is known as psychology. There are no more important topics in the information age and global economy than a thorough understanding of how learning occurs and what predicts and determines human behaviour. This Introduction to Psychology course provides meaningful content to help students understand the human condition and inspire them to continue their professional growth. Learning Objectives By the end of the Introduction to Psychology course, the learner will be able to: Understand the fundamentals of psychology. Understand the Evolution of Psychology. Know Sensation and Perception. Understand the States of Consciousness. Gain in-depth knowledge about Learning. Have a clear understanding of memories and forgetting. Explain Thinking and Intelligence. Understand Emotion and Motivation. Understand Human Development. Understand Personality. Understand Social Psychology. Recognise Psychological Disorders. Know Health Stress and Coping. Treat Psychological Disorders. This Introduction to Psychology course focuses on a different aspect of psychology, such as the field's distinctive and colourful history and philosophical roots, unsuccessful research experiments and their impact on psychological ethics, and how the discipline has changed over time. Although throughout this Introduction to Psychology course, you will learn about the history and key figures in psychology, you will also gain an in-depth knowledge of the many processes and theories used in developmental psychology. Main Course: Introduction to Psychology Free Courses Course 01: Diploma in Counselling and Psychology Course 02: Diploma in Mastering Psychology [ Note: Free PDF certificate as soon as completing the Introduction to Psychology: Introduction to Psychology Course] Introduction to Psychology: Introduction to Psychology Course Online Course Curriculum of Introduction to Psychology Module 01: Introducing Psychology Module 02: The Evolution of Psychology: Central Questions, History, and Contemporary Perspectives Module 03: Sensation and Perception Module 04: States of Consciousness Module 05: Learning Module 06: Memories and Forgetting Module 07: Thinking and Intelligence Module 08: Emotion and Motivation Module 09: Human Development Module 10: Personality Module 11: Social Psychology Module 12: Psychological Disorders Module 13: Treating Psychological Disorders Module 14: Health Stress and Coping Assessment Method of Introduction to Psychology: Introduction to Psychology Course After completing Introduction to Psychology Course, you will get quizzes to assess your learning. You will do the later modules upon getting 60% marks on the quiz test. Apart from this, you do not need to sit for any other assessments. Certification of Introduction to Psychology: Introduction to Psychology Course After completing the Introduction to Psychology course, you can instantly download your certificate for FREE. The hard copy of the certification will also be delivered to your doorstep via post, which will cost £13.99. Who is this course for? Introduction to Psychology: Introduction to Psychology Course Online This comprehensive Introduction to Psychology: Introduction to Psychology Course is designed for anyone who wants to improve their job prospects or advance their career in this field by learning more about psychology and counselling. Requirements Introduction to Psychology: Introduction to Psychology Course Online To enrol in this Introduction to Psychology: Introduction to Psychology Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Introduction to Psychology Course. Be energetic and self-motivated to complete our Introduction to Psychology Course. Basic computer Skill is required to complete our Introduction to Psychology Course. If you want to enrol in our Introduction to Psychology: Introduction to Psychology Course, you must be at least 15 years old. Career path Introduction to Psychology: Introduction to Psychology Course Online This Introduction to Psychology: Introduction to Psychology Course can lead you to the following career paths: Psychologist Psychology Teacher Psychology Assistant

Crime Analysis is an essential discipline that brings together data, psychology, and investigative techniques to understand criminal behaviour and support law enforcement efforts. This CPD-accredited course offers a detailed exploration of the criminal justice system in England and Wales, the classification of crimes, and the scientific approaches used in crime mapping and intelligence analysis. Learners will gain insight into the methods behind tactical, strategic, and administrative crime analysis, supported by the latest research methods and statistical techniques. Designed for those intrigued by the complexities of crime and investigation, this course delves into criminal psychology, profiling, and the use of advanced technology in intelligence gathering. It also covers specialised areas such as financial and environmental criminology, cyber security, and forecasting future crime patterns. Whether aiming to enhance knowledge for professional growth or personal interest, participants will develop a strong understanding of crime patterns and the analytical frameworks that support effective policing and crime prevention. Learning Outcomes: It's your chance to start with ourCriminology course and give your resume the stamp of approval that employers are looking for. So, pick up your card now and fill up your virtual basket with this highly-rated Crime Analysis - CPD Accredited online training program from Training Express Still not convinced? Take a glimpse of the key benefits you'll get with - Lessons prepared in collaboration with Professionals User-friendly Learner Management System (LMS) Syllabus designed in line with the standards of the UK Education System Updated Study Materials focusing both on Knowledge and Skill based training Guidance to expand in 'a' territory and move forward with Crime Analyst profession Free Assessment to test learners' knowledge and skills Accredited learning and widely recognised certificate from reputed CPD Accreditation Bodies Course Curriculum: Module 01: Introduction to Crime Analysis Module 02: The Criminal Justice System in England and Wales Module 03: Classification of Crime Module 04: Crime Scene Module 05: Crime Mapping Module 06: Tactical Crime Analysis Module 07: Strategic and Administrative Crime Analysis Module 08: Criminal Behaviour and Psychology Module 09: Financial and Environmental Criminology Module 10: Criminal Justice Module 11: Criminal Profiling: Science, Logic and Metacognition Module 12: Phases of Profiling Module 13: Criminal Intelligence Analysis Module 14: Technology in Criminal Intelligence Analysis Module 15: Research Method and Statistics in Crime Analysis Module 16: Policing and Cyber Security Module 17: Forecasting Future Occurrences and Prediction Course Assessment You will immediately be given access to a specifically crafted MCQ test upon completing the Crime Analysis - CPD Accredited course. For each test, the pass mark will be set to 60%. Accredited Certificate After successfully completing this Crime Analysis - CPD Accredited course, you will qualify for the CPD Quality Standards (CPD QS) certified certificate from Training Express. CPD 10 CPD hours / points Accredited by The CPD Quality Standards (CPD QS) Who is this course for? The Crime Analysis - CPD Accredited training is ideal for highly motivated individuals or teams who want to enhance their skills and efficiently skilled employees. Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Learn the essential skills and knowledge you need to excel in your professional life with the help & guidance from our Crime Analysis - CPD Accredited training.

Dive into the dynamic field of international relations with this expertly designed online course, ideal for anyone keen to understand global affairs from multiple perspectives. This course explores the foundations of international relations, tracing historical developments and highlighting the key actors shaping today’s political landscape. Through a structured curriculum, learners will engage with essential theories such as realism, liberalism, and critical approaches including Marxist, constructivist, and feminist perspectives. The course also examines the intricate relationship between politics and economics on a global scale, alongside pressing contemporary issues that influence diplomatic interactions worldwide. Beyond theory, this course analyses the causes and consequences of conflict, exploring the complexities of war and peace, as well as the critical roles played by international organisations. Delivered entirely online, it offers a flexible learning journey, accessible to all with an interest in politics, global policy, or international affairs. Whether for personal enrichment or professional development, this CPD accredited course provides the knowledge needed to confidently navigate and interpret the forces shaping global relations today. Course Curriculum: Module 01: Understanding International Relations Module 02: Historical Context Module 03: Actors in International Relations Module 04: Theories in International Relations I: Realism and Liberalism Module 05: Theories in International Relations II: The Marxist, The Constructivist and The Feminist Tradition Module 06: International Political Economy Module 07: Recent Issues in International Relations Module 08: War Module 09: International Organisation Course Assessment You will immediately be given access to a specifically crafted MCQ test upon completing an online module. For each test, the pass mark will be set to 60%. Accredited Certificate After successfully completing this International Relations - CPD Accredited course, you will qualify for the CPD Quality Standards (CPD QS) certified certificate from Training Express. CPD 10 CPD hours / points Accredited by The CPD Quality Standards (CPD QS) Who is this course for? The International Relations - CPD Accredited training is ideal for highly motivated individuals or teams who want to enhance their skills and efficiently skilled employees. Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Learn the essential skills and knowledge you need to excel in your professional life with the help & guidance from our International Relations - CPD Accredited training.

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Electrical Safety: Electrical Safety Training Online Are you concerned about workplace electrical safety? If so, our Electrical Safety: Electrical Safety Training will alleviate your concerns! This Electrical Safety: Electrical Safety Training focuses on teaching students how to identify electrical dangers and conduct risk assessments. Additionally, the Electrical Safety Training gives an overview of fundamental electrical safety for construction personnel. Furthermore, Electrical Safety Training teaches students about the history of electrical safety, as well as the codes and regulations that govern it. The Electrical Safety: Electrical Safety Training is beneficial in understanding Arc-Flash and reducing Arc-Flash and other electrical risks. Enrol in our Electrical Safety: Electrical Safety Training Programme to improve your knowledge and abilities in this field. Main Course: Electrical Safety Training Course Free courses included with Electrical Safety: Electrical Safety Training Course: Along with Electrical Safety Training Course you will get free Professional Electrician Along with Electrical Safety Training Course you will get free Fire Safety Level 2 Special Offers of this Electrical Safety: Electrical Safety Training Course: This Electrical Safety: Electrical Safety Training Course includes a FREE PDF Certificate. Lifetime access to this Electrical Safety: Electrical Safety Training Course Instant access to this Electrical Safety: Electrical Safety Training Course 24/7 Support Available to this Electrical Safety: Electrical Safety Training Course Electrical Safety: Electrical Safety Training Online At the conclusion of the Electrical Safety: Electrical Safety Training, participants will have a comprehensive understanding of electrical safety fundamentals and principles. The Electrical Safety: Electrical Safety Training also covers the historical evolution of electrical safety and provides detailed explanations of electrical safety regulations and standards. Additionally, the Electrical Safety: Electrical Safety Training includes information on Arc-Flash and other electrical safety hazards, as well as methods for conducting electrical hazard analysis. You will also be able to learn strategies for reducing the risk of arc-flash and other electrical hazards through this Electrical Safety: Electrical Safety Training. Who is this course for? Electrical Safety: Electrical Safety Training Online The students can enrol in this Electrical Safety: Electrical Safety Training course without any prior understanding of the subject in order to pursue careers as line engineers, electrical engineers, safety engineers or electricians. Requirements Electrical Safety: Electrical Safety Training Online To enrol in this Electrical Safety: Electrical Safety Training Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Electrical Safety: Electrical Safety Training Course. Be energetic and self-motivated to complete our Electrical Safety: Electrical Safety Training Course. Basic computer Skill is required to complete our Electrical Safety: Electrical Safety Training Course. If you want to enrol in our Electrical Safety: Electrical Safety Training Course, you must be at least 15 years old. Career path Electrical Safety: Electrical Safety Training Online You will be able to improve your abilities for your profession in the appropriate electrical safety area after finishing the Electrical Safety: Electrical Safety Training.

24 Hours Left! Don't Let Year-End Deals Slip Away - Enrol Now! This Advanced Diploma in Health Care in Epidemic and Pandemic Disease at QLS Level 7 course is endorsed by The Quality Licence Scheme and accredited by CPDQS (with 180 CPD points) to make your skill development & career progression more accessible than ever! Are you looking to improve your current abilities or make a career move? If yes, our unique Health Care at QLS Level 7 course might help you get there! It is an expertly designed course which ensures you learn everything about the topic thoroughly. Expand your expertise with high-quality training from the Health Care at QLS Level 7 course. Due to Health Care at QLS Level 7's massive demand in the competitive market, you can use our comprehensive course as a weapon to strengthen your knowledge and boost your career development. Learn Health Care at QLS Level 7 from industry professionals and quickly equip yourself with the specific knowledge and skills you need to excel in your chosen career. The Health Care at QLS Level 7 course is broken down into several in-depth modules to provide you with the most convenient and rich learning experience possible. Upon successful completion of the Health Care at QLS Level 7 course, an instant e-certificate will be exhibited in your profile that you can order as proof of your skills and knowledge. Add these amazing new skills to your resume and boost your employability by simply enrolling in this Health Care at QLS Level 7 course. This Health Care at QLS Level 7 training can help you to accomplish your ambitions and prepare you for a meaningful career. So, join us today and gear up for excellence! Why Prefer This Health Care at QLS Level 7 Course? Opportunity to earn a certificate endorsed by the Quality Licence Scheme & another accredited by CPDQS which is completely free. Get a free student ID card! (£10 postal charge will be applicable for international delivery) Innovative and engaging content. Free assessments 24/7 tutor support. Take a step toward a brighter future! *** Course Curriculum *** Module 01: Introduction to Pandemics Module 02: Pandemics: Risks, Impacts, and Mitigation Module 03: The SARS - MERS Factors Module 04: The Novel Coronavirus (2019-nCoV) 2020 Version of the SARS Module 05: Zoonotic Diseases Module 06: Pandemic Outbreaks from History(HIV/Aids) Module 07: Pandemic Outbreaks from History (Influenza) Module 08: Pandemic Outbreaks from History (Nipah Virus) Module 09: Pandemic Outbreaks from History (Smallpox) Module 10: Pandemic Outbreaks from History (Viral Meningitis) Module 11: Pandemic Outbreaks from History (Ebola Virus) Module 12: Pandemic Outbreaks from History (Zika Virus) Module 13: Pandemic Outbreaks from History (Plague) Module 14: Mild Threats to Human-Being Module 15: Pandemic Risks and Consequences Module 16: Pandemic Mitigation: Preparedness and Response Here is the curriculum breakdown of the Health Care at QLS Level 7 course: Assessment Process You have to complete the assignment questions given at the end of the course and score a minimum of 60% to pass each exam. Our expert trainers will assess your assignment and give you feedback after you submit the assignment. You will be entitled to claim a certificate endorsed by the Quality Licence Scheme after you have completed all of the Advanced Diploma in Health Care in Epidemic and Pandemic Disease at QLS Level 7 exams. CPD 180 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Health Care at QLS Level 7 course is perfect for highly motivated people who want to improve their technical skills and prepare for the career they want! Requirements No prior background or expertise is required. Career path The Health Care at QLS Level 7 course will boost your CV and aims to help you get the job or even the long-awaited promotion of your dreams. Certificates Advanced Diploma in Health Care in Epidemic and Pandemic Disease at QLS Level 7 Hard copy certificate - Included Show off Your New Skills with a Certificate of Completion After successfully completing the Advanced Diploma in Health Care in Epidemic and Pandemic Disease at QLS Level 7, you can order an original hardcopy certificate of achievement endorsed by the Quality Licence Scheme and also you can order CPDQSAccredited Certificate that is recognised all over the UK and also internationally. The certificates will be home-delivered, completely free of cost. CPDQS Accredited Certificate Digital certificate - Included

Overview This comprehensive course on Data Science & Machine Learning with Python will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Data Science & Machine Learning with Python comes with accredited certification from CPD, which will enhance your CV and make you worthy in the job market. So enrol in this course today to fast track your career ladder. 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? There is no experience or previous qualifications required for enrolment on this Data Science & Machine Learning with Python. It is available to all students, of all academic backgrounds. Requirements Our Data Science & Machine Learning with Python is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible with tablets and smartphones so you can access your course on Wi-Fi, 3G or 4G. There is no time limit for completing this course, it can be studied in your own time at your own pace. Career Path Learning this new skill will help you to advance in your career. It will diversify your job options and help you develop new techniques to keep up with the fast-changing world. This skillset will help you to- Open doors of opportunities Increase your adaptability Keep you relevant Boost confidence And much more! Course Curriculum 2 sections • 90 lectures • 10:24:00 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: 00:08:00 •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: 00:07:00 •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