5356 Sciences courses

Start on a transformative journey with our "Weightloss and Diet" course. Discover sustainable strategies for achieving your health goals and transforming your life.

Imagine wielding the ultimate shield against foodborne hazards, ensuring every bite delights, not dismays. That's the power you unlock with our Level 3 HACCP Training. This comprehensive HACCP Trainingcourse empowers you to become a food safety champion, mastering the internationally recognized HACCP system - the gold standard in safeguarding public health. Dive deep into the science behind HACCP Training, unravelling the mysteries of microbiological, allergenic, chemical, and physical hazards lurking in food. Learn how to identify and control these threats at every stage, from farm to fork. We'll guide you through the HACCP framework, equipping you with the knowledge to establish, implement, and maintain robust food safety management systems. Forget jargon and dry lectures; our engaging program brings HACCP to life. Through interactive exercises and clear explanations, you'll grasp intricate concepts with ease. Level 3 Certificate in HACCP Training Course Learning Outcomes: Gain a deep understanding of HACCP principles and its significance in ensuring food safety. Identify and evaluate microbiological, allergenic, chemical, and physical hazards in food production. Develop the ability to implement HACCP prerequisites and preliminary steps effectively. Master the creation and maintenance of a robust HACCP system tailored to specific industry requirements. Acquire proficiency in applying the seven key principles of HACCP to prevent and control food safety hazards. Demonstrate competence in compliance with relevant legislation and regulations governing food safety protocols. Level 3 Certificate in HACCP Training Module 01: Introduction to HACCP and Legislation Module 02: Food Safety Microbiological Hazards Module 03: Food Safety: Allergenic, Chemical & Physical Hazards Module 04: HACCP Prerequisites, Preliminary Steps and Creation of HACCP System Module 05: The Seven HACCP Principles Explained Certificate of Achievement Endorsed Certificate of Achievement from the Quality Licence Scheme Learners will be able to achieve an endorsed certificate after completing the course as proof of their achievement. You can order the endorsed certificate for Free to be delivered to your home by post. For international students, there is an additional postage charge of £10. Endorsement The Quality Licence Scheme (QLS) has endorsed this course for its high-quality, non-regulated provision and training programmes. The QLS is a UK-based organisation that sets standards for non-regulated training and learning. This endorsement means that the course has been reviewed and approved by the QLS and meets the highest quality standards. Who is this course for? Level 3 Certificate in HACCP Training Who is this course for: Food Safety Officer Quality Assurance Manager Compliance Specialist Food Production Supervisor Regulatory Affairs Coordinator Requirements Level 3 Certificate in HACCP Training To enrol in this Level 3 Certificate in HACCP Training course, all you need is a basic understanding of the English Language and an internet connection. Career path Level 3 Certificate in HACCP Training Career Path: Food Safety Officer: £25,000 to £40,000 per year Quality Assurance Technician: £20,000 to £35,000 per year HACCP Coordinator: £25,000 to £45,000 per year Food Safety Consultant: £30,000 to £50,000 per year Compliance Manager (Food Industry): £35,000 to £60,000 per year Food Safety Auditor: £25,000 to £45,000 per year Certificates CPD Accredited PDF Certificate Digital certificate - Included QLS Endorsed Hard Copy Certificate Hard copy certificate - Included CPD Accredited Hard Copy Certificate Hard copy certificate - £9.99 CPD Accredited Hard Copy Certificate Delivery Charge: Inside the UK: Free Outside of the UK: £9.99 each

Legionella and Legionnaires' Disease Awareness Training Do you care about spreading awareness about Legionnaires' disease and Legionella? You will learn everything you ought to know about legionella as a duty holder in this Legionella and Legionnaires' Disease Awareness Training Course. You will learn how to control and prevent legionella from invading your workplace from the five modules of the Legionella and Legionnaires' Disease Awareness Training Course. This Legionella and Legionnaires' Disease Awareness Training Course might help you better comprehend the relevant laws. You will discover where legionella can be located, as well as the warning signs and symptoms, during this Legionella and Legionnaires' Disease Awareness Training Course. You will comprehend legionella and legionnaires' illness better after completing this Legionella and Legionnaires' Disease Awareness Training Course. Participate in our Legionella and Legionnaires' Disease Awareness Training Course course to avoid getting Legionnaires' illness and spreading it to others. Learning Objectives After completing this Legionella and Legionnaires' Disease Awareness Training Course, the learner will be able to: Understand what Legionella and its symptoms and treatment are. Know the legal responsibilities. Gain a thorough understanding of hazardous environments. Understand legionella risk assessment. Know how to control the risks. Main Course: Legionella and Legionnaires' Disease Awareness Training Course Along with The Legionella Awareness: Legionella Awareness Course, We Offer a free ADHD Awareness course Along with The Legionella Awareness: Legionella Awarenessv Course, We Offer a free Drug and Alcohol Awareness Course Special Offers of this Legionella Awareness Course This Legionella Awareness Course includes a FREE PDF Certificate. Lifetime access to this Legionella Awareness Course Instant access to this Legionella Awareness Course Get FREE Tutor Support to this Legionella Awareness Course Legionella and Legionnaires' Disease Awareness Training All the information you require to understand legionella as a duty holder will be covered in this training course on Legionella and Legionnaires Disease Awareness. You'll get a better grasp of the relevant laws and discover how to manage and stop legionella from getting into your place of business. Who is this course for? Legionella Awareness Training Taking the Legionella and Legionnaires' Disease Awareness Training Course can open up a number of professional options, such as: Legionella Risk Assessor Water Hygiene Technician Facilities Manager Environmental Health Officer Health and Safety Consultant Requirements Legionella Awareness Training To enrol in this Legionella & Legionnaires Awareness Course, students must fulfil the following requirements. To join in our Legionella Awareness Course, you must have a strong command of the English language. To successfully complete our Legionella Awareness Course, you must be vivacious and self driven. To complete our Legionella Awareness Course, you must have a basic understanding of computers. A minimum age limit of 15 is required to enrol in this Legionella Awareness Course. Career path Legionella Awareness Training Legionella and Legionnaires' Disease Awareness Training Course will help you to get a job in this relevant field.

Overview Join our Psychiatry course and discover your hidden skills, setting you on a path to success in this area. Get ready to improve your skills and achieve your biggest goals. The Psychiatry course has everything you need to get a great start in this sector. Improving and moving forward is key to getting ahead personally. The Psychiatry course is designed to teach you the important stuff quickly and well, helping you to get off to a great start in the field. So, what are you looking for? Enrol now! Previous Next You Will Learn Following Things: Learn strategies to boost your workplace efficiency. Hone your skills to help you advance your career. Acquire a comprehensive understanding of various topics and tips. Learn in-demand skills that are in high demand among UK employers This course covers everything you must know to stand against the tough competition. The future is truly yours to seize with this Psychiatry. Enrol today and complete the course to achieve a certificate that can change your career forever. Details Perks of Learning with IOMH One-to-one support from a dedicated tutor throughout your course. Study online - whenever and wherever you want. Instant Digital/ PDF certificate 100% money back guarantee 12 months access This course covers everything you must know to stand against the tough competition. The future is truly yours to seize with this Psychiatry. Enrol today and complete the course to achieve a certificate that can change your career forever. Process of Evaluation Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo. Certificate of Achievement After completing the Psychiatry course, you will receive your CPD-accredited Digital/PDF Certificate for £5.99. To get the hardcopy certificate for £12.99, you must also pay the shipping charge of just £3.99 (UK) and £10.99 (International). Who Is This Course for? This Psychiatry is suitable for anyone aspiring to start a career in relevant field; even if you are new to this and have no prior knowledge, this course is going to be very easy for you to understand.  On the other hand, if you are already working in this sector, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level.  This course has been developed with maximum flexibility and accessibility, making it ideal for people who don't have the time to devote to traditional education. Requirements There is no prerequisite to enrol in this course. You don't need any educational qualification or experience to enrol in the Psychiatry course. Do note: you must be at least 16 years old to enrol. Any internet-connected device, such as a computer, tablet, or smartphone, can access this online course. Career path The certification and skills you get from this Psychiatry Course can help you advance your career and gain expertise in several fields, allowing you to apply for high-paying jobs in related sectors. Course Curriculum Module 1: Introduction to Mental Health Introduction to Mental Health 00:23:00 Module 2: Mental Health and Disorder Mental Health and Disorder 00:18:00 Module 3: Psychiatry Training Psychiatry Training 00:24:00 Module 4: Reasons and Outcomes of Psychiatric Disorder Reasons and Outcomes of Psychiatric Disorder 00:29:00 Module 5: Psychiatric Disorder in Children, Adolescents and Adults Psychiatric Disorder in Children, Adolescents and Adults 00:22:00 Module 6: Common Psychiatric Disorders Common Psychiatric Disorders 00:28:00 Module 7: Stress and Anxiety Disorder Stress and Anxiety Disorder 00:22:00 Module 8: Personality Disorder Personality Disorder 00:28:00 Module 9: Schizophrenia Schizophrenia 00:23:00 Module 10: Treatment Methods Treatment Methods 00:32:00 Module 11: Providing Mental Health Support Providing Mental Health Support 00:18:00 Module 12: Legislations about Mental Health Legislations about Mental Health 00:25:00 Assignment Assignment - Psychiatry 00:00:00

Test-Driven Development - A Stunningly Quick Introduction "The job of QA is not just to do testing it's to build quality in.How often have you heard that sentence? And how often has it been followed up with solid practices for actually building quality in? Test-Driven Development (TDD) is one of the foundational practices of high-quality product development. Popularized nearly 20 years ago, TDD is an important skill for high-quality software development. If you want it to be easier to build high-quality code, then you need to understand TDD. In this hands-on session, we'll learn by doing. Richard will facilitate a coding dojo, a safe place to learn and practice the skills of test-driven development. We'll mob-program together on a coding kata - an easy programming problem - to learn TDD, refactoring, clean code, code smells, and more - all in the pursuit of technical agility, business agility, and a great product that people love. To follow along, bring your laptop and development environment. You'll leave with an introduction to solid new skills, including: Test-driven development (TDD) Extreme Programming (XP) Refactoring and refactoring patterns Code smells Mob programming

Delve into the fascinating world of Psychology and explore its different approaches. Discover the foundation of Psychology and understand how biological and behavioural factors shape our thoughts and actions. Learn how emotions, motivation, and personality contribute to individual differences, and examine atypical behaviours from a psychological perspective. Learning outcomes: Develop an understanding of the foundation and different approaches of Psychology. Explore the biological and behavioural factors that shape our thoughts and actions. Understand how developmental, social, and emotional factors contribute to individual differences. Examine atypical behaviours from a psychological perspective. Learn about research methods and ethical issues in psychological assessments. Gain knowledge about perception, sensation, learning, thinking, and intelligence. Develop skills to deal with stress, anxiety, mood, eating, and personality disorders. Enhance critical thinking and analytical skills. Psychology is a fascinating subject that explores the intricacies of the human mind and behaviour. This course aims to provide a comprehensive understanding of Psychology's different approaches and delve into its various modules. You will learn about the foundation of Psychology and how different approaches shape our understanding of human behaviour. The course covers several essential modules of Psychology, including biological and behavioural Psychology, Developmental Psychology, Social Psychology, emotions, motivation, personality, perception, sensation, learning, thinking, and intelligence. You will also gain an understanding of atypical behaviours from a psychological perspective, research methods, psychological assessments, and ethical issues. Throughout the course, you will develop critical thinking and analytical skills to examine and understand human behaviour. You will also learn skills to deal with stress, anxiety, mood, eating, and personality disorders. Upon completion of this course, you will gain a comprehensive understanding of Psychology's different approaches, develop essential skills, and enhance your knowledge of the subject. Certification Upon completion of the Understanding Psychology's Different Approaches course, learners can obtain a certificate as proof of their achievement. You can receive a £4.99 PDF Certificate sent via email, a £9.99 Printed Hardcopy Certificate for delivery in the UK, or a £19.99 Printed Hardcopy Certificate for international delivery. Each option depends on individual preferences and locations. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Individuals are interested in understanding human behaviour and Psychology's different approaches. Students pursuing Psychology degrees or related fields. Professionals seeking to enhance their understanding of Psychology. Anyone interested in exploring the intricacies of the human mind and behaviour. Individuals seeking to develop skills to deal with stress, anxiety, mood, eating, and personality disorders. Career path Psychologist - £23,000 to £60,000 per annum Counsellor - £20,000 to £45,000 per annum Clinical Psychologist - £31,000 to £92,000 per annum Educational Psychologist - £31,000 to £84,000 per annum Forensic Psychologist - £24,000 to £70,000 per annum Research Psychologist - £25,000 to £50,000 per annum

Unlock the power of data with our "Creating Compelling Data Visualisations" course. From mastering the fundamentals of data analytics and statistics to leveraging cutting-edge tools and techniques, each module is designed to transform raw information into impactful visual stories. Gain the skills to captivate your audience and drive data-driven decisions with clarity and precision. Enrol now and become a master of data visualisation! Learning Outcomes: Acquire a comprehensive understanding of data analytics and its role in decision-making. Develop proficiency in using statistical techniques to analyse and interpret data accurately. Master the process of gathering and organising data efficiently for optimal analysis. Utilise Excel as a powerful tool for data manipulation and analysis. Explore various tools and technologies employed in data analytics. Cultivate a data-analytic mindset to identify actionable insights from complex data sets. Create visually compelling data visualisations that effectively communicate insights and facilitate data-driven decision-making. In today's data-driven world, the ability to transform raw information into meaningful insights is a crucial skill for professionals across industries. Introducing our comprehensive course on "Creating Compelling Data Visualisations," designed to equip you with the knowledge and techniques to excel in the realm of data analytics. Through a series of immersive modules, you'll delve into the fascinating world of data, exploring its intricacies, gathering the right information, and storing it efficiently. Dive deep into statistical analysis, mastering the art of drawing insights from complex datasets with precision and accuracy. Discover the power of Excel as a robust tool for data manipulation and analysis. Unleash your creativity as you learn to transform raw data into captivating visual stories. Explore a range of data visualisation tools and techniques, uncovering the best practices to effectively communicate insights to diverse audiences. Develop a data-analytic mindset, sharpening your ability to identify actionable insights and make data-driven decisions that propel your organisation forward. Certification Upon completion of the course, learners can obtain a certificate as proof of their achievement. You can receive a £4.99 PDF Certificate sent via email, a £9.99 Printed Hardcopy Certificate for delivery in the UK, or a £19.99 Printed Hardcopy Certificate for international delivery. Each option depends on individual preferences and locations. CPD 15 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This course is particularly useful for: Professionals seeking to enhance their data analysis skills. Aspiring data analysts and researchers. Managers and decision-makers who need to interpret and communicate data effectively. Students and graduates looking to boost their employability in the data-driven job market. Career path Data Analyst: £25,000 - £50,000 per year Business Intelligence Analyst: £30,000 - £60,000 per year Data Visualization Specialist: £35,000 - £70,000 per year Data Scientist: £40,000 - £80,000 per year Market Research Analyst: £25,000 - £45,000 per year Financial Analyst: £30,000 - £60,000 per year Note: Salary ranges can vary based on factors such as experience, qualification, and industry.

Overview Help clients and customers reach their optimum weight safely and become an expert in nutrition and healthy diets. The course is designed to give you an acute understanding of responsible weight management techniques, and the healthy dietary procedures that should be adopted to accommodate them. You will be taught how to recognise the unique requirements of each individual and motivate them to follow tailored diets and lifestyle changes. The contents provide everything you need to start an exciting career as a Nutritionist. How will I get my certificate? At the end of the course there will be a written assignment test which you can take either during or after the course. After successfully completing the test you will be able to order your certificate, these are included in the price. Who is this course for? There is no experience or previous qualifications required for enrolment on this Advanced Diploma in Nutrition and Ketogenic Diet. It is available to all students, of all academic backgrounds. Requirements Our Advanced Diploma in Nutrition and Ketogenic Diet is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible on tablets and smartphones so you can access your course on wifi, 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 Having these various qualifications will increase the value in your CV and open you up to multiple sectors such as Business & Management , Admin, Accountancy & Finance, Secretarial & PA, Teaching & Mentoring etc. Course Curriculum 2 sections • 15 lectures • 04:07:00 total length •Module 01: Introduction to Nutrition: 00:14:00 •Module 02: Nutrients for Life - Macronutrients: 00:17:00 •Module 03: Nutrients for Life - Micronutrients: 00:18:00 •Module 04: Diet and Nutrition Related Diseases: 00:18:00 •Module 05: Eating Disorders: 00:20:00 •Module 06: Healthy Dieting: 00:17:00 •Module 07: Diet and Nutrition Related Diseases: 00:18:00 •Module 08: Use of Nutrition in Different Illnesses/Diseases: 00:20:00 •Module 09: Nutrition Requirements from Pregnancy to Teenage: 00:16:00 •Module 10: Nutrition Requirements for Adults and Various Groups: 00:17:00 •Module 11: Weight Control Management: 00:13:00 •Module 12: Weight Loss Management: 00:16:00 •Module 13: Basics of Ketogenic Diet: 00:24:00 •Module 14: The Role of Nutritionist: 00:19:00 •Assignment - Advanced Diploma in Nutrition and Ketogenic Diet: 00:00:00

Overview of Data Science & Machine Learning with Python Join our Data Science & Machine Learning with Python course and discover your hidden skills, setting you on a path to success in this area. Get ready to improve your skills and achieve your biggest goals. The Data Science & Machine Learning with Python course has everything you need to get a great start in this sector. Improving and moving forward is key to getting ahead personally. The Data Science & Machine Learning with Python course is designed to teach you the important stuff quickly and well, helping you to get off to a great start in the field. So, what are you looking for? Enrol now! This Data Science & Machine Learning with Python Course will help you to learn: Learn strategies to boost your workplace efficiency. Hone your skills to help you advance your career. Acquire a comprehensive understanding of various topics and tips. Learn in-demand skills that are in high demand among UK employers This course covers the topic you must know to stand against the tough competition. The future is truly yours to seize with this Data Science & Machine Learning with Python. Enrol today and complete the course to achieve a certificate that can change your career forever. Details Perks of Learning with IOMH One-To-One Support from a Dedicated Tutor Throughout Your Course. Study Online - Whenever and Wherever You Want. Instant Digital/ PDF Certificate. 100% Money Back Guarantee. 12 Months Access. Process of Evaluation After studying the course, an MCQ exam or assignment will test your skills and knowledge. You have to get a score of 60% to pass the test and get your certificate. Certificate of Achievement Certificate of Completion - Digital / PDF Certificate After completing the Data Science & Machine Learning with Python course, you can order your CPD Accredited Digital / PDF Certificate for £5.99.  Certificate of Completion - Hard copy Certificate You can get the CPD Accredited Hard Copy Certificate for £12.99. Shipping Charges: Inside the UK: £3.99 International: £10.99 Who Is This Course for? This Data Science & Machine Learning with Python is suitable for anyone aspiring to start a career in relevant field; even if you are new to this and have no prior knowledge, this course is going to be very easy for you to understand.  On the other hand, if you are already working in this sector, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level.  This course has been developed with maximum flexibility and accessibility, making it ideal for people who don't have the time to devote to traditional education. Requirements You don't need any educational qualification or experience to enrol in the Data Science & Machine Learning with Python course. Do note: you must be at least 16 years old to enrol. Any internet-connected device, such as a computer, tablet, or smartphone, can access this online course. Career Path The certification and skills you get from this Data Science & Machine Learning with Python Course can help you advance your career and gain expertise in several fields, allowing you to apply for high-paying jobs in related sectors. Course Curriculum Course Overview & Table of Contents Course Overview & Table of Contents 00:09:00 Introduction to Machine Learning - Part 1 - Concepts , Definitions and Types Introduction to Machine Learning - Part 1 - Concepts , Definitions and Types 00:05:00 Introduction to Machine Learning - Part 2 - Classifications and Applications Introduction to Machine Learning - Part 2 - Classifications and Applications 00:06:00 System and Environment preparation - Part 1 System and Environment preparation - Part 1 00:04:00 System and Environment preparation - Part 2 System and Environment preparation - Part 2 00:06:00 Learn Basics of python - Assignment Learn Basics of python - Assignment 1 00:10:00 Learn Basics of python - Assignment Learn Basics of python - Assignment 2 00:09:00 Learn Basics of python - Functions Learn Basics of python - Functions 00:04:00 Learn Basics of python - Data Structures Learn Basics of python - Data Structures 00:12:00 Learn Basics of NumPy - NumPy Array Learn Basics of NumPy - NumPy Array 00:06:00 Learn Basics of NumPy - NumPy Data Learn Basics of NumPy - NumPy Data 00:08:00 Learn Basics of NumPy - NumPy Arithmetic Learn Basics of NumPy - NumPy Arithmetic 00:04:00 Learn Basics of Matplotlib Learn Basics of Matplotlib 00:07:00 Learn Basics of Pandas - Part 1 Learn Basics of Pandas - Part 1 00:06:00 Learn Basics of Pandas - Part 2 Learn Basics of Pandas - Part 2 00:07:00 Understanding the CSV data file Understanding the CSV data file 00:09:00 Load and Read CSV data file using Python Standard Library Load and Read CSV data file using Python Standard Library 00:09:00 Load and Read CSV data file using NumPy Load and Read CSV data file using NumPy 00:04:00 Load and Read CSV data file using Pandas Load and Read CSV data file using Pandas 00:05:00 Dataset Summary - Peek, Dimensions and Data Types Dataset Summary - Peek, Dimensions and Data Types 00:09:00 Dataset Summary - Class Distribution and Data Summary Dataset Summary - Class Distribution and Data Summary 00:09:00 Dataset Summary - Explaining Correlation Dataset Summary - Explaining Correlation 00:11:00 Dataset Summary - Explaining Skewness - Gaussian and Normal Curve Dataset Summary - Explaining Skewness - Gaussian and Normal Curve 00:07:00 Dataset Visualization - Using Histograms Dataset Visualization - Using Histograms 00:07:00 Dataset Visualization - Using Density Plots Dataset Visualization - Using Density Plots 00:06:00 Dataset Visualization - Box and Whisker Plots Dataset Visualization - Box and Whisker Plots 00:05:00 Multivariate Dataset Visualization - Correlation Plots Multivariate Dataset Visualization - Correlation Plots 00:08:00 Multivariate Dataset Visualization - Scatter Plots Multivariate Dataset Visualization - Scatter Plots 00:05:00 Data Preparation (Pre-Processing) - Introduction Data Preparation (Pre-Processing) - Introduction 00:09:00 Data Preparation - Re-scaling Data - Part 1 Data Preparation - Re-scaling Data - Part 1 00:09:00 Data Preparation - Re-scaling Data - Part 2 Data Preparation - Re-scaling Data - Part 2 00:09:00 Data Preparation - Standardizing Data - Part 1 Data Preparation - Standardizing Data - Part 1 00:07:00 Data Preparation - Standardizing Data - Part 2 Data Preparation - Standardizing Data - Part 2 00:04:00 Data Preparation - Normalizing Data Data Preparation - Normalizing Data 00:08:00 Data Preparation - Binarizing Data Data Preparation - Binarizing Data 00:06:00 Feature Selection - Introduction Feature Selection - Introduction 00:07:00 Feature Selection - Uni-variate Part 1 - Chi-Squared Test Feature Selection - Uni-variate Part 1 - Chi-Squared Test 00:09:00 Feature Selection - Uni-variate Part 2 - Chi-Squared Test Feature Selection - Uni-variate Part 2 - Chi-Squared Test 00:10:00 Feature Selection - Recursive Feature Elimination Feature Selection - Recursive Feature Elimination 00:11:00 Feature Selection - Principal Component Analysis (PCA) Feature Selection - Principal Component Analysis (PCA) 00:09:00 Feature Selection - Feature Importance Feature Selection - Feature Importance 00:06:00 Refresher Session - The Mechanism of Re-sampling, Training and Testing Refresher Session - The Mechanism of Re-sampling, Training and Testing 00:12:00 Algorithm Evaluation Techniques - Introduction Algorithm Evaluation Techniques - Introduction 00:07:00 Algorithm Evaluation Techniques - Train and Test Set Algorithm Evaluation Techniques - Train and Test Set 00:11:00 Algorithm Evaluation Techniques - K-Fold Cross Validation Algorithm Evaluation Techniques - K-Fold Cross Validation 00:09:00 Algorithm Evaluation Techniques - Leave One Out Cross Validation Algorithm Evaluation Techniques - Leave One Out Cross Validation 00:05:00 Algorithm Evaluation Techniques - Repeated Random Test-Train Splits Algorithm Evaluation Techniques - Repeated Random Test-Train Splits 00:07:00 Algorithm Evaluation Metrics - Introduction Algorithm Evaluation Metrics - Introduction 00:09:00 Algorithm Evaluation Metrics - Classification Accuracy Algorithm Evaluation Metrics - Classification Accuracy 00:08:00 Algorithm Evaluation Metrics - Log Loss Algorithm Evaluation Metrics - Log Loss 00:03:00 Algorithm Evaluation Metrics - Area Under ROC Curve Algorithm Evaluation Metrics - Area Under ROC Curve 00:06:00 Algorithm Evaluation Metrics - Confusion Matrix Algorithm Evaluation Metrics - Confusion Matrix 00:10:00 Algorithm Evaluation Metrics - Classification Report Algorithm Evaluation Metrics - Classification Report 00:04:00 Algorithm Evaluation Metrics - Mean Absolute Error - Dataset Introduction Algorithm Evaluation Metrics - Mean Absolute Error - Dataset Introduction 00:06:00 Algorithm Evaluation Metrics - Mean Absolute Error Algorithm Evaluation Metrics - Mean Absolute Error 00:07:00 Algorithm Evaluation Metrics - Mean Square Error Algorithm Evaluation Metrics - Mean Square Error 00:03:00 Algorithm Evaluation Metrics - R Squared Algorithm Evaluation Metrics - R Squared 00:04:00 Classification Algorithm Spot Check - Logistic Regression Classification Algorithm Spot Check - Logistic Regression 00:12:00 Classification Algorithm Spot Check - Linear Discriminant Analysis Classification Algorithm Spot Check - Linear Discriminant Analysis 00:04:00 Classification Algorithm Spot Check - K-Nearest Neighbors Classification Algorithm Spot Check - K-Nearest Neighbors 00:05:00 Classification Algorithm Spot Check - Naive Bayes Classification Algorithm Spot Check - Naive Bayes 00:04:00 Classification Algorithm Spot Check - CART Classification Algorithm Spot Check - CART 00:04:00 Classification Algorithm Spot Check - Support Vector Machines Classification Algorithm Spot Check - Support Vector Machines 00:05:00 Regression Algorithm Spot Check - Linear Regression Regression Algorithm Spot Check - Linear Regression 00:08:00 Regression Algorithm Spot Check - Ridge Regression Regression Algorithm Spot Check - Ridge Regression 00:03:00 Regression Algorithm Spot Check - Lasso Linear Regression Regression Algorithm Spot Check - Lasso Linear Regression 00:03:00 Regression Algorithm Spot Check - Elastic Net Regression Regression Algorithm Spot Check - Elastic Net Regression 00:02:00 Regression Algorithm Spot Check - K-Nearest Neighbors Regression Algorithm Spot Check - K-Nearest Neighbors 00:06:00 Regression Algorithm Spot Check - CART Regression Algorithm Spot Check - CART 00:04:00 Regression Algorithm Spot Check - Support Vector Machines (SVM) Regression Algorithm Spot Check - Support Vector Machines (SVM) 00:04:00 Compare Algorithms - Part 1 : Choosing the best Machine Learning Model Compare Algorithms - Part 1 : Choosing the best Machine Learning Model 00:09:00 Compare Algorithms - Part 2 : Choosing the best Machine Learning Model Compare Algorithms - Part 2 : Choosing the best Machine Learning Model 00:05:00 Pipelines : Data Preparation and Data Modelling Pipelines : Data Preparation and Data Modelling 00:11:00 Pipelines : Feature Selection and Data Modelling Pipelines : Feature Selection and Data Modelling 00:10:00 Performance Improvement: Ensembles - Voting Performance Improvement: Ensembles - Voting 00:07:00 Performance Improvement: Ensembles - Bagging Performance Improvement: Ensembles - Bagging 00:08:00 Performance Improvement: Ensembles - Boosting Performance Improvement: Ensembles - Boosting 00:05:00 Performance Improvement: Parameter Tuning using Grid Search Performance Improvement: Parameter Tuning using Grid Search 00:08:00 Performance Improvement: Parameter Tuning using Random Search Performance Improvement: Parameter Tuning using Random Search 00:06:00 Export, Save and Load Machine Learning Models : Pickle Export, Save and Load Machine Learning Models : Pickle 00:10:00 Export, Save and Load Machine Learning Models : Joblib Export, Save and Load Machine Learning Models : Joblib 00:06:00 Finalizing a Model - Introduction and Steps Finalizing a Model - Introduction and Steps 00:07:00 Finalizing a Classification Model - The Pima Indian Diabetes Dataset Finalizing a Classification Model - The Pima Indian Diabetes Dataset 00:07:00 Quick Session: Imbalanced Data Set - Issue Overview and Steps Quick Session: Imbalanced Data Set - Issue Overview and Steps 00:09:00 Iris Dataset : Finalizing Multi-Class Dataset Iris Dataset : Finalizing Multi-Class Dataset 00:09:00 Finalizing a Regression Model - The Boston Housing Price Dataset Finalizing a Regression Model - The Boston Housing Price Dataset 00:08:00 Real-time Predictions: Using the Pima Indian Diabetes Classification Model Real-time Predictions: Using the Pima Indian Diabetes Classification Model 00:07:00 Real-time Predictions: Using Iris Flowers Multi-Class Classification Dataset Real-time Predictions: Using Iris Flowers Multi-Class Classification Dataset 00:03:00 Real-time Predictions: Using the Boston Housing Regression Model Real-time Predictions: Using the Boston Housing Regression Model 00:08:00 Resources Resources - Data Science & Machine Learning with Python 00:00:00

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