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Overview Thrive in your workplace by gaining essential leadership & management skills through our all-inclusive Leadership & Management Diploma course. This comprehensive program is designed to equip you with the knowledge and expertise necessary to become a qualified leader, proficient in effective management practices. You will explore the fundamental differences between leadership and management, understand their significance, and learn how to navigate the complexities of organizational dynamics. Throughout the Leadership & Management Diploma course, you will delve into crucial topics such as conflict management and the various responsibilities that come with effective leadership & management. By engaging with practical scenarios and real-world applications, you'll develop advanced interpersonal communication skills that enable you to align your strategies and address management challenges swiftly and effectively. Enhance your career prospects by enrolling in the Leadership & Management Diploma today! This Leadership & Management Diploma course will provide you with the tools to excel in any leadership role and make a significant impact within your organization. Don't miss the opportunity to elevate your career in leadership & management. Key Features of the Course: FREE Leadership & Management Diploma CPD-accredited certificate Get a free student ID card with Leadership & Management Diploma training (£10 applicable for international delivery) Lifetime access to the Leadership & Management Diploma course materials The Leadership & Management Diploma program comes with 24/7 tutor support Get instant access to this Leadership & Management Diploma course Learn Leadership & Management Diploma training from anywhere in the world The Leadership & Management Diploma training is affordable and simple to understand The Leadership & Management Diploma training is entirely online How will I get my certificate? You may have to take a quiz or a written test online during or after the Leadership & Management Diploma 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 Leadership & Management Diploma. It is available to all students, of all academic backgrounds. Requirements Our Leadership & Management Diploma 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 With the Leadership & Management Diploma, you can explore a variety of rewarding career opportunities, including: Team Leader: £25,000 - £40,000 Project Manager: £30,000 - £50,000 Operations Manager: £35,000 - £60,000 Department Manager: £30,000 - £55,000 HR Manager: £35,000 - £60,000 General Manager: £40,000 - £70,000 Course Curriculum 1 sections • 20 lectures • 08:39:00 total length •Understanding Management and Leadership: 00:40:00 •Leadership Theories: 00:25:00 •Improving Management and Leadership Performance: 00:15:00 •High Performance Teams: 00:32:00 •Motivating Employees: 00:26:00 •Organisational Skills: 00:26:00 •Talent Management: 00:37:00 •Succession Planning: 00:24:00 •Business Process Management: 00:28:00 •Communication Skills: 00:27:00 •Negotiation Techniques: 00:15:00 •Managing Meetings and Giving Feedback: 00:21:00 •Managing Change: 00:22:00 •Time Management: 00:37:00 •Stress Management: 00:15:00 •Emotional Intelligence in Leadership: 00:32:00 •Managing Conflict: 00:14:00 •Dealing with Office Politics: 00:34:00 •Risk Management: 00:35:00 •Corporate Responsibility and Ethics: 00:14:00

Discover the power of persuasion and influence through our intensive course. Learn effective techniques and strategies to boost your professional success.

Enhance your productivity and achieve success with our practical Time Management Diploma. Learn effective techniques and strategies to maximise your efficiency.

Explore causes and countermeasures for Anti-Social Behaviour in this concise guide. Learn prevention strategies for a harmonious community. Enroll now!

Unlock your potential as a Recruitment Consultant with our comprehensive Diploma. Master recruitment strategies, candidate sourcing, and interview techniques. CPD Certified.

Level 5 Mental Health Care MCA and DOLS Course Online This Level 5 Mental Health Care MCA and DOLS Course is designed for those who want to begin a career in mental health and lay a solid foundation of mental health fundamentals. The Level 5 Mental Health Care - MCA and DOLS course will assist you in assessing work-related mental health issues, determining levels of risk to staff, and implementing strategies to reduce workplace stress. This Level 5 Mental Health Care MCA and DOLS Course aims to teach you everything you need to know about the Mental Capacity Act (MCA) of 2005 and the Deprivation of Liberty Safeguards (DOLS). Learn about the most recent mental health knowledge to help you excel in your chosen mental health career. With the Level 5 Mental Health Care - MCA and DOLS training, you will learn the skills required to assess mental capacity and provide care or treatment to people who lack capacity. Learning Outcomes After completing this Level 5 Mental Health Care MCA and DOLS Course, the learner will be able to: Understand the fundamentals concepts of the Mental Capacity Act. Know how to make decisions in the patient’s or service user’s best interests. Gain the skills to provide quality care and treatment to vulnerable adults who lack the capacity. Understand how to manage patient records and maintain patient confidentiality. Know the MCA Act 2005 and mental capacity assessment law. Understand the public bodies and services created by the MCA Act 2005. Gain excellent knowledge of mental health advocacy and advanced planning. Familiarise with the legal responsibilities of a social care and mental health care professional when caring for someone who lacks capacity. Gain in-depth knowledge of human rights and quality commission requirements. Know how to confidently promote social and emotional competency and build resilience. Become more transparent and open about mental health issues. Why choose this Level 5 Mental Health Care MCA and DOLS course 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. Level 5 Mental Health Care MCA and DOLS Course 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 Level 5 Mental Health Care MCA and DOLS Course. Main Course: Level 5 Mental Health Care - MCA and DOLS Free Courses Course 01: ADHD Awareness Course Course 02: Legionella and Legionnaires' Disease Awareness Training Course [ Note: Free PDF certificate as soon as completing the Level 5 Mental Health Care MCA and DOLS Course] Level 5 Mental Health Care MCA and DOLS Course Online This Level 5 Mental Health Care MCA and DOLS Course consists of 13 modules. Course Curriculum of Level 5 Mental Health Care MCA and DOLS Course Module 01: An Overview of Mental Capacity Act Module 02: Assessing Mental Capacity Module 03: How to make Best Interest Decision Module 04: Mental Capacity Advocates and Forward Planning Module 05: Treatment Protocols for People Who Lack Capacity Module 06: Confidentiality and Record Keeping Module 07: Public Bodies and Services Created by MCA Act 2005 Module 08: Interface with Legislation, Policy and Procedures Module 09: Deprivation of Liberty Safeguards Module 10: Lawful Deprivation Module 11: Legal Background to DOLS Module 12: The Mental Capacity Act (2005) and Deprivation of Liberty Safeguards During a Pandemic Module 13: Liberty Protection Safeguards (LPS) Assessment Method of Level 5 Mental Health Care MCA and DOLS Course After completing Level 5 Mental Health Care MCA and DOLS 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 Level 5 Mental Health Care MCA and DOLS Course After completing the Level 5 Mental Health Care MCA and DOLS 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? Level 5 Mental Health Care MCA and DOLS Course Online This Level 5 Mental Health Care MCA and DOLScourse is ideal for anyone who aspires to work in or currently works in the health care sector, which includes: Registered Mental Health Nurse Mental Health Care Assistant Mental Health Support worker Dementia Care Assistant Primary Care Mental Health Practitioner Requirements Level 5 Mental Health Care MCA and DOLS Course Online To enrol in this Level 5 Mental Health Care MCA and DOLS Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Level 5 Mental Health Care MCA and DOLS Course. Be energetic and self-motivated to complete our Level 5 Mental Health Care MCA and DOLS Course. Basic computer Skill is required to complete our Level 5 Mental Health Care MCA and DOLS Course. If you want to enrol in our Level 5 Mental Health Care MCA and DOLS Course, you must be at least 15 years old. Career path Level 5 Mental Health Care MCA and DOLS Course Online Opportunities with this Level 5 Mental Health Care MCA and DOLS course include: Mental Health Care Professionals Counselling Psychologist Family Therapist Clinical Social Worker Mental Health Counsellor Mental Health Support Worker

Explore the role of a Risk and Compliance Manager in ensuring organizational integrity and regulatory adherence. Learn how these professionals navigate complex landscapes, mitigate risks, and implement effective compliance strategies to safeguard businesses. Discover key skills and responsibilities essential for success in this critical position.

Sports Massage: Sports Massage The fascinating world of sports massage therapy is yours to explore. With our Level 3 Certificate in Sports Massage Therapy course, you may unleash your passion for assisting others in relaxing their bodies! Do you want to Become a sports massage therapist or develop your current abilities? When you complete this Level 3 Certificate in Sports Massage Therapy course, you will have acquired all the skills and knowledge related to sports massage that you will require to function as a sports massage therapist. You will learn everything you need to know to work as a qualified sports massage therapist with our distinctive Level 3 Certificate In Sports Massage Therapy course. In order to master the art of providing sports massage treatment, take this Level 3 Certificate in Sports Massage Therapy course. This Level 3 Certificate In Sports Massage Therapy course will teach you how to relieve physical discomfort, stress, and anxiety during sporting activities. You will also learn how to use your skills in an emergency and about the anatomy and stages of injury in our Level 3 Certificate In Sports Massage Therapy course. Also, the knowledge you gain from this Level 3 Certificate in Sports Massage Therapy course will enable you to work with a variety of clients, including weekend warriors, injured people, and athletes of all levels. After completion of the Level 3 Certificate In Sports Massage Therapy course, you can also be able to specialise in a certain sport or demographic, like working with dancers or senior athletes. Take the first step towards a successful career in the fascinating subject of Level 3 Certificate In Sports Massage Therapy by enrolling with us today! Main Course: Level 3 Certificate In Sports Massage Therapy Free Courses are including with this Sports Massage Therapy: Sports Massage Therapy Course Along with The Sports Massage Therapy Course, We Offer a free Sports Nutrution Course Along with The Sports Massage Therapy Course, We Offer a free Sports First Aid Course Along with The Sports Massage Therapy Course, We Offer a free Sports Psychology Course Along with The Sports Massage Therapy Course, We Offer a free Sports Coaching Course Special Offers of this Sports Massage Therapy: Sports Massage Therapy Course This Sports Massage Therapy Course includes a FREE PDF Certificate. Lifetime access to this Sports Massage Therapy Course Instant access to this Sports Massage Therapy Course Get FREE Tutor Support to this Sports Massage Therapy Course Sports Massage: Sports Massage Learners enrolled in the Sports Massage: Sports Massage Course will also possess the information, abilities, and strategies needed to organize, get ready for, and provide a variety of sports massage treatments to clients who are not injured. Students will be able to provide sports massage on their own after completing the Sports Massage: Sports Massage Course. Lastly, this training is a great means of advancing your professional life. What are you losing, then? Enroll now in this Sports Massage: Sports Massage Course! Who is this course for? Sports Massage: Sports Massage Anyone interested in a career in Sports Massage Therapy should take this Level 3 Certificate In Sports Massage Therapy course. Professionals including fitness experts, personal trainers, massage therapists, and those looking for jobs in related industries will benefit most from this Level 3 Certificate in Sports Massage Therapy course. Requirements Sports Massage: Sports Massage To enrol in this Sports Massage: Sports Massage Course, students must fulfil the following requirements. To join in our Sports Massage: Sports Massage Course, you must have a strong command of the English language. To successfully complete our Sports Massage: Sports Massage Course, you must be vivacious and self driven. To complete our Sports Massage: Sports Massage Course, you must have a basic understanding of computers. A minimum age limit of 15 is required to enrol in this Sports Massage: Sports Massage Course. Career path Sports Massage: Sports Massage In the UK, sports massage therapists frequently make at least £24,000 and up to £30,000 per year. Sports clinics, fitness centres, and physical therapy offices, or other relevant fields are the places where a sports massage therapist could find employment after completing the Level 3 Certificate In Sports Massage Therapy course.

Cabin Crew: Cabin Crew Are you aware that the global aviation market is now booming? Our Flight Attendant and Cabin Crew Online Training Course is your ticket to a job in the air if you've ever imagined yourself flying over the sky as a member of this privileged group. This comprehensive Flight Attendant and Cabin Crew Online Training Course comprises 22 modules to improve your knowledge of the world of cabin crew. Also, this Flight Attendant and Cabin Crew Online Training Course covers everything, from comprehending the intricate aircraft layout to mastering emergency procedures. Moreover, this Flight Attendant and Cabin Crew Online Training Course aids in your understanding of all duties, first aid, and aircraft systems. You can advance your personal development, cultural awareness, and communication skills through this Flight Attendant and Cabin Crew Online Training Course. Your knowledge of networking systems will change after taking this Flight Attendant and Cabin Crew Online Training Course. Join the Flight Attendant and Cabin Crew Online Training Course and set out on a path that offers both responsibility and adventure. Learning Outcomes of Air Hostess and Cabin Crew Online Training Course After completing this Flight Attendant and Cabin Crew Online Training Course learners will learn about the: The aviation industry and the role of cabin crew within Flight Attendant and Cabin Crew Online Training Course. Flight Attendant and Cabin Crew Online Training Course helps to familiarise yourself with the layout of commercial aircraft and aviation terminology. Flight Attendant and Cabin Crew Online Training Course can master communication techniques for handling passengers and emergency situations. Learn the essentials of in-flight safety, medical first aid, and emergency evacuation procedures from this Flight Attendant and Cabin Crew Online Training Course. Flight Attendant and Cabin Crew Online Training Course helps to develop impeccable grooming standards and cabin crew fatigue management strategies. Flight Attendant and Cabin Crew Online Training Course describes crew resource management and the interconnectedness of airline departments. Special Offers of this Air Hostess and Cabin Crew Online Training Course This Air Hostess and Cabin Crew Online Training Course includes a FREE PDF Certificate. Lifetime access to this Air Hostess and Cabin Crew Online Training Course Instant access to this Air Hostess and Cabin Crew Online Training Course Get FREE Tutor Support to this Air Hostess and Cabin Crew Online Training Course Cabin Crew: Cabin Crew There are 22 modules in this extensive online diploma course for air crew that will help you become more knowledgeable about the field. Additionally, everything is covered in this online diploma course for air cabin crew, from emergency protocols to understanding the complex aircraft layout. Additionally, this online diploma course for air cabin crew helps you learn about all jobs, first aid, and aircraft systems. This online diploma program for air cabin crew can help you improve your communication skills, cultural awareness, and personal growth. After completing this online diploma course for air cabin crew, your understanding of networking systems will be altered. Who is this course for? Cabin Crew: Cabin Crew This Cabin Crew: Cabin Crew Online Diploma Course is for Individuals with a passion for aviation and a desire to excel in customer service roles. Requirements Cabin Crew: Cabin Crew To enrol in this Cabin Crew: Cabin Crew Online Training Course, students Need: To join in our Cabin Crew: Cabin Crew Online Training Course, you must have a strong command of the English language. To successfully complete our Cabin Crew: Cabin Crew Online Training Course, you must be vivacious and self driven. To complete our Cabin Crew: Cabin Crew Online Training Course, you must have a basic understanding of computers. A minimum age limit of 15 is required to enrol in this Cabin Crew: Cabin Crew Online Training Course. Career path Cabin Crew: Cabin Crew After completing this Air Cabin Crew Online Diploma Course, you can get various job offers like: Junior Cabin Crew: £15,000 - £25,000 per year Cabin Crew: £25,000 - £35,000 per year Senior Cabin Crew: £35,000 - £50,000 per year Cabin Crew Manager: £50,000 - £80,000 per year In-Flight Trainer: £30,000 - £45,000 per year

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