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Introduction to Psychology Certification Don't have time to sit in a class? Working full time, but still want to advance your education? Look no further - this course can be done anywhere, at any time! This Intro to Psychology course offers up-to-date information about the world of psychology, with an easy-to-follow design. Touching on various branches, including social, cognitive, educational, biological and developmental psychology, as well as the many career options makes this the perfect choice for the student on the go! Each module within the course covers a different aspect of psychology, including the unique and colourful history and its philosophical origins, failed research studies and their impact on psychological ethics and how the wider discipline has changed over time. Learn about the key figures and history of psychology, while gaining an in-depth understanding of the many processes and theories that are used to develop the field of psychology. Aside from the theoretical components of the course, which will help you to develop your foundational understanding of psychology, you will also be given opportunities to put them into practice. Through several activities, which are included in each module, you are given an opportunity to think about the concepts you are learning and apply them on a practical level. You will also be tested throughout the material, which will help you to check your knowledge and develop your understanding. What you will learn An overview of psychology, including several branches of this discipline The history of psychology and the key figures that have contributed to each branch The main theories and processes of psychology Some of the triumphs and failures of past psychological studies How the brain shapes human behaviour The leading research in the field of psychology The strengths and weaknesses of each branch covered within this course How to conduct psychological research The importance of psychology within human development How this course work can be applied to a career in psychology Benefits of the course Learn about a dynamic field Activities and quizzes throughout each module to check your knowledge Easy to follow course material Learn about a variety of psychologies and their real-world applications You will gain the foundation required to begin a career in psychology The ability to study from any location with an internet connection Learn the material at any time and at your own pace. Lifetime access to the course - no deadlines. Obtain a recognised certification when completing the course, which will improve your career prospects.

24 Hour Flash Deal **25-in-1 Diploma In Strategic Direction and Leadership Mega Bundle** Diploma In Strategic Direction and Leadership Enrolment Gifts **FREE PDF Certificate**FREE PDF Transcript ** FREE Exam** FREE Student ID ** Lifetime Access **FREE Enrolment Letter ** Take the initial steps toward a successful long-term career by studying the Diploma In Strategic Direction and Leadership package online with Studyhub through our online learning platform. The Diploma In Strategic Direction and Leadership bundle can help you improve your CV, wow potential employers, and differentiate yourself from the mass. This Diploma In Strategic Direction and Leadership course provides complete 360-degree training on Diploma In Strategic Direction and Leadership. You'll get not one, not two, not three, but twenty-five Diploma In Strategic Direction and Leadership courses included in this course. Plus Studyhub's signature Forever Access is given as always, meaning these Diploma In Strategic Direction and Leadership courses are yours for as long as you want them once you enrol in this course This Diploma In Strategic Direction and Leadership Bundle consists the following career oriented courses: Course 01: Strategic Management and Leadership Development Course 02: Leadership and Management Course 03: Business Management Course 04: Team Management Course 05: Organizational Behaviour, HR and Leadership Course 06: Lean Leadership, Culture and Management - Online Diploma Course 07: Talent Management & Employee Retention Techniques Course 08: Employee Training Responsibilities: Effective Training Management Course 09: Agile Project Management Diploma Course 10: Corporate Finance: Profitability in a Financial Downturn Course 11: Risk Management Course 12: Corporate Risk And Crisis Management Course 13: Governance and Risk Management: Navigating Corporate Strategies Course 14: Change Management Course 15: Strategic Planning and Analysis for Marketing Course 16: Diploma in Sales and Strategic Marketing Certificate Course 17: Quality Management and Strategic Training - ISO 9001 Course 18: Agile Scrum Master Certification Course 19: Supply Chain Management Course 20: Customer Relationship Management Course 21: Project, Change, and Quality Management Course 22: Financial Modelling for Decision Making and Business plan Course 23: Stakeholder Management Course 24: Emotional Intelligence and Social Management Diploma Course 25: Corporate Social Responsibility Diploma The Diploma In Strategic Direction and Leadership course has been prepared by focusing largely on Diploma In Strategic Direction and Leadership career readiness. It has been designed by our Diploma In Strategic Direction and Leadership specialists in a manner that you will be likely to find yourself head and shoulders above the others. For better learning, one to one assistance will also be provided if it's required by any learners. The Diploma In Strategic Direction and Leadership Bundle is one of the most prestigious training offered at StudyHub and is highly valued by employers for good reason. This Diploma In Strategic Direction and Leadership bundle course has been created with twenty-five premium courses to provide our learners with the best learning experience possible to increase their understanding of their chosen field. This Diploma In Strategic Direction and Leadership Course, like every one of Study Hub's courses, is meticulously developed and well researched. Every one of the topics is divided into Diploma In Strategic Direction and Leadership Elementary modules, allowing our students to grasp each lesson quickly. The Diploma In Strategic Direction and Leadership course is self-paced and can be taken from the comfort of your home, office, or on the go! With our Student ID card you will get discounts on things like music, food, travel and clothes etc. In this exclusive Diploma In Strategic Direction and Leadership bundle, you really hit the jackpot. Here's what you get: Step by step Diploma In Strategic Direction and Leadership lessons One to one assistance from Diploma In Strategic Direction and Leadershipprofessionals if you need it Innovative exams to test your knowledge after the Diploma In Strategic Direction and Leadershipcourse 24/7 customer support should you encounter any hiccups Top-class learning portal Unlimited lifetime access to all twenty-five Diploma In Strategic Direction and Leadership courses Digital Certificate, Transcript and student ID are all included in the price PDF certificate immediately after passing Original copies of your Diploma In Strategic Direction and Leadership certificate and transcript on the next working day Easily learn the Diploma In Strategic Direction and Leadership skills and knowledge you want from the comfort of your home CPD 250 CPD hours / points Accredited by CPD Quality Standards Who is this course for? 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This Diploma In Strategic Direction and Leadership is an excellent opportunity for you to learn multiple skills from the convenience of your own home and explore Diploma In Strategic Direction and Leadership career opportunities. Certificates CPD Accredited Certificate Digital certificate - Included CPD Accredited e-Certificate - Free CPD Accredited Hardcopy Certificate - Free Enrolment Letter - Free Student ID Card - Free

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With our Student ID card you will get discounts on things like music, food, travel and clothes etc. CPD 250 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Beauty Therapy & Massage training is suitable for - Students Recent graduates Job Seekers Individuals who are already employed in the relevant sectors and wish to enhance their knowledge and expertise in Beauty Therapy & Massage This course is suitable for anyone interested to further progress there career in: Beauty Certificate Associated Beauty Therapists Habia hair and beauty industry authority Level 3 Diploma in Beauty Therapy Level 2 NVQ Diploma in Beauty Therapy General (RQF) Level 3 NVQ Diploma in Beauty Therapy General (RQF) Certificate in Tuina Massage Deep Scalp Massage G5 Massage Please Note: Studyhub is a Compliance Central approved resale partner for Quality Licence Scheme Endorsed courses. Requirements To participate in this Beauty Therapy & Massage course, all you need is - A smart device A secure internet connection And a keen interest in Beauty Therapy & Massage Career path You will be able to kickstart your Beauty Therapy & Massage career because this course includes various courses as a bonus. This Beauty Therapy & Massage is an excellent opportunity for you to learn multiple skills from the convenience of your own home and explore Beauty Therapy & Massage career opportunities. Certificates CPD Accredited Certificate Digital certificate - Included CPD Accredited e-Certificate - Free CPD Accredited Hardcopy Certificate - Free Enrolment Letter - Free Student ID Card - Free

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This video course teaches you how to secure Java framework applications with Spring Security. With the help of interesting activities and examples, you'll learn about using the capabilities of Spring Boot for securing web applications and you'll also delve into the Test-Driven Development approach to understand the features of Spring Security.

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Dive into the transformative realm of stakeholder management with 'Developing Effective Stakeholder Relationships for Leaders.' In this meticulously crafted course, we unravel the delicate intricacies of stakeholder relationships, distinguishing between stockholders, internal, and external partners, and highlighting their significance in business leadership. Through an array of lessons, learners will embark on a journey to master the art of stakeholder analysis, construct impeccable communication plans, and drive efficient discussions. As we culminate the lessons, you'll be adept at curating your 'Dream Team' and fostering enduring pre-project affiliations. Learning Outcomes Differentiate between various stakeholders: stockholders, internal, and external. Conduct comprehensive stakeholder analysis. Strategically select and assemble a dream team for projects. Develop robust communication strategies tailored for stakeholders. Facilitate and lead stakeholder discussions effectively. Why buy this Developing Effective Stakeholder Relationships for Leaders course? Unlimited access to the course for forever Digital Certificate, Transcript, student ID all included in the price Absolutely no hidden fees Directly receive CPD accredited qualifications after course completion Receive one to one assistance on every weekday from professionals Immediately receive the PDF certificate after passing Receive the original copies of your certificate and transcript on the next working day Easily learn the skills and knowledge from the comfort of your home Certification After studying the course materials of the Developing Effective Stakeholder Relationships for Leaders there will be a written assignment test which you can take either during or at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this Developing Effective Stakeholder Relationships for Leaders course for? Managers looking to strengthen their leadership acumen. Business strategists wanting to enhance stakeholder collaboration. Project leaders aiming to foster stronger team dynamics. Entrepreneurs looking to navigate the corporate ecosystem. Communication professionals aiming to improve stakeholder dialogue. Prerequisites This Developing Effective Stakeholder Relationships for Leaders does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Developing Effective Stakeholder Relationships for Leaders was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Career path Business Manager: £35,000 - £65,000 Business Strategist: £40,000 - £70,000 Project Leader: £45,000 - £75,000 Entrepreneur: Varied (Dependent on business success) Corporate Communications Manager: £38,000 - £68,000 Stakeholder Relationship Manager: £42,000 - £72,000 Course Curriculum Section 01: Introduction Overview & Welcome 00:03:00 How to Get the Most Out of This Class 00:05:00 Section 02: Main Class Lessons Stakeholder vs Stockholder & Internal vs External Stakeholders 00:04:00 Primary and Secondary Stakeholders & Stakeholder Analysis 00:07:00 Selecting Your 'Dream Team' 00:04:00 Developing Pre-Project Relationships 00:04:00 Your Elevator Pitch Invitation 00:05:00 Your Communication Plan 00:07:00 Rewarding Stakeholders to Increase Participation 00:06:00 Facilitating Stakeholder Discussions 00:11:00 Section 03: Next Steps Pulling it All Together 00:04:00 Wrap Up 00:01:00 Assignment Assignment - Developing Effective Stakeholder Relationships for Leaders 00:00:00

24 Hour Flash Deal **33-in-1 Financial Manager Diploma Mega Bundle** Financial Manager Diploma Enrolment Gifts **FREE PDF Certificate**FREE PDF Transcript ** FREE Exam** FREE Student ID ** Lifetime Access **FREE Enrolment Letter ** Take the initial steps toward a successful long-term career by studying the Financial Manager Diploma package online with Studyhub through our online learning platform. The Financial Manager Diploma bundle can help you improve your CV, wow potential employers, and differentiate yourself from the mass. This Financial Manager Diploma course provides complete 360-degree training on Financial Manager Diploma. You'll get not one, not two, not three, but 33 Financial Manager Diploma courses included in this course. Plus Studyhub's signature Forever Access is given as always, meaning these Financial Manager Diploma courses are yours for as long as you want them once you enrol in this course. This Financial Manager Diploma Bundle consists the following career oriented courses: Financial Management Professional Training Certification Finance for Non-finance Managers Certification Accounting Essentials and UK Taxation Understanding Financial Statements and Analysis Diploma in Accountancy Cashflow Management and Forecasting Financial Planning Corporate Risk And Crisis Management Financial Analysis Methods Finance: Financial Risk Management Corporate Finance: Working Capital Management Capital Budgeting & Investment Decision Rules Fundamentals of Corporate Finance Financial Modelling Comprehensive Mortgage Advice and Financial Guidance Sage 50 Accounts and Projects Creation Training Mastering Partnership Accounting: Financial Strategies and Reporting Sole Trader Financial Statements: A Practical Guide Marginal Costing in Economics: Financial Decision-Making Investment Analyst / Advisor Demystifying Depreciation Accounting: Financial Insights Trading and Financing Debt Management, Assessment, Financing & Counselling Tax Strategy and Financial Planning for Beginners Companies House Filing UK Financial Trading Certification and Risk Management Diploma Stock Trading Diploma Accountant's Guide to Climate Change Navigating Corporate Tax Return Procedures in the UK International Banking: Global Operations and Cross-Border Transactions FinTech The Infinite Banking Concept: Privatising Your Financial Future Economics Diploma In this exclusive Financial Manager Diploma bundle, you really hit the jackpot. Here's what you get: Step by step Financial Manager Diploma lessons One to one assistance from Financial Manager Diplomaprofessionals if you need it Innovative exams to test your knowledge after the Financial Manager Diplomacourse 24/7 customer support should you encounter any hiccups Top-class learning portal Unlimited lifetime access to all 33 Financial Manager Diploma courses Digital Certificate, Transcript and student ID are all included in the price PDF certificate immediately after passing Original copies of your Financial Manager Diploma certificate and transcript on the next working day Easily learn the Financial Manager Diploma skills and knowledge you want from the comfort of your home The Financial Manager Diploma course has been prepared by focusing largely on Financial Manager Diploma career readiness. It has been designed by our Financial Manager Diploma specialists in a manner that you will be likely to find yourself head and shoulders above the others. For better learning, one to one assistance will also be provided if it's required by any learners. The Financial Manager Diploma Bundle is one of the most prestigious training offered at StudyHub and is highly valued by employers for good reason. This Financial Manager Diploma bundle course has been created with 33 premium courses to provide our learners with the best learning experience possible to increase their understanding of their chosen field. This Financial Manager Diploma Course, like every one of Study Hub's courses, is meticulously developed and well researched. Every one of the topics is divided into Financial Manager Diploma Elementary modules, allowing our students to grasp each lesson quickly. The Financial Manager Diploma course is self-paced and can be taken from the comfort of your home, office, or on the go! With our Student ID card you will get discounts on things like music, food, travel and clothes etc. CPD 330 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Financial Manager Diploma training is suitable for - Students Recent graduates Job Seekers Financial analysis Budgeting and forecasting Risk management Financial reporting Strategic planning Investment management Cash flow management Tax planning and compliance Financial modeling Leadership and team management Communication and interpersonal skills Attention to detail Decision-making and problem-solving Regulatory compliance Knowledge of accounting principles and standards Individuals who are already employed in the relevant sectors and wish to enhance their knowledge and expertise in Financial Manager Diploma. Please note, To get qualified you need to enrol the below programmes: Bachelor's degree in Finance, Accounting, Economics, Business Administration, or a related field Professional certifications such as Chartered Financial Analyst (CFA), Certified Public Accountant (CPA), or Chartered Financial Planner (CFP) Master's degree in Finance, Business Administration, or a related field (MBA) Continuing education courses or workshops in financial management, investment analysis, or related areas Requirements To participate in this Financial Manager Diploma course, all you need is - A smart device A secure internet connection And a keen interest in Financial Manager Diploma. Career path You will be able to kickstart your Financial Manager Diploma career because this course includes various courses as a bonus. This Financial Manager Diplomais an excellent opportunity for you to learn multiple skills from the convenience of your own home and explore Financial Manager Diploma career opportunities. Certificates CPD Accredited Certificate Digital certificate - Included CPD Accredited Hardcopy Certificate - Free Enrolment Letter - Free Student ID Card - Free

24 Hour Flash Deal **25-in-1 Early Learning & Childcare Mega Bundle** Early Learning & Childcare Enrolment Gifts **FREE PDF Certificate**FREE PDF Transcript ** FREE Exam** FREE Student ID ** Lifetime Access **FREE Enrolment Letter ** Take the initial steps toward a successful long-term career by studying the Early Learning & Childcare package online with Studyhub through our online learning platform. The Early Learning & Childcare bundle can help you improve your CV, wow potential employers, and differentiate yourself from the mass. This Early Learning & Childcare course provides complete 360-degree training on Early Learning & Childcare. You'll get not one, not two, not three, but twenty-five Early Learning & Childcare courses included in this course. 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It has been designed by our Early Learning & Childcare specialists in a manner that you will be likely to find yourself head and shoulders above the others. For better learning, one to one assistance will also be provided if it's required by any learners. The Early Learning & Childcare Bundle is one of the most prestigious training offered at StudyHub and is highly valued by employers for good reason. This Early Learning & Childcare bundle course has been created with twenty-five premium courses to provide our learners with the best learning experience possible to increase their understanding of their chosen field. This Early Learning & Childcare Course, like every one of Study Hub's courses, is meticulously developed and well researched. Every one of the topics is divided into Early Learning & Childcare Elementary modules, allowing our students to grasp each lesson quickly. The Early Learning & Childcare course is self-paced and can be taken from the comfort of your home, office, or on the go! With our Student ID card you will get discounts on things like music, food, travel and clothes etc. CPD 250 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Early Learning and Childcare training is suitable for - Students Recent graduates Job Seekers Individuals who are already employed in the relevant sectors and wish to enhance their knowledge and expertise in Early Learning and Childcare This course is suitable for anyone interested to further progress there career in: NCFE Early Learning and Childcare NCFE early learning childcare RQF Early Learning & Childcare RFQ early learning childcare Level 2 Diploma for the Early Years Practitioner (RQF) Level 3 Diploma in Early Years Education and Care (Early Years Educator) (VRQ) Level 3 Diploma for the Children's Workforce (Early Years Educator) (RQF) Please Note: Studyhub is a Compliance Central approved resale partner for Quality Licence Scheme Endorsed courses. Requirements To participate in this Early Learning and Childcare course, all you need is - A smart device A secure internet connection And a keen interest in Early Learning and Childcare Career path You will be able to kickstart your Early Learning and Childcare career because this course includes various courses as a bonus. This Early Learning and Childcare is an excellent opportunity for you to learn multiple skills from the convenience of your own home and explore Early Learning and Childcare career opportunities. Certificates CPD Accredited Certificate Digital certificate - Included CPD Accredited e-Certificate - Free CPD Accredited Hardcopy Certificate - Free Enrolment Letter - Free Student ID Card - Free

The 'Complete Python Machine Learning & Data Science Fundamentals' course covers the foundational concepts of machine learning, data science, and Python programming. It includes hands-on exercises, data visualization, algorithm evaluation techniques, feature selection, and performance improvement using ensembles and parameter tuning. Learning Outcomes: Understand the fundamental concepts and types of machine learning, data science, and Python programming. Learn to prepare the system and environment for data analysis and machine learning tasks. Master the basics of Python, NumPy, Matplotlib, and Pandas for data manipulation and visualization. Gain insights into dataset summary statistics, data visualization techniques, and data preprocessing. Explore feature selection methods and evaluation metrics for classification and regression algorithms. Compare and select the best machine learning model using pipelines and ensembles. Learn to export, save, load machine learning models, and finalize the chosen models for real-time predictions. Why buy this Complete Python Machine Learning & Data Science Fundamentals? Unlimited access to the course for forever Digital Certificate, Transcript, student ID all included in the price Absolutely no hidden fees Directly receive CPD accredited qualifications after course completion Receive one to one assistance on every weekday from professionals Immediately receive the PDF certificate after passing Receive the original copies of your certificate and transcript on the next working day Easily learn the skills and knowledge from the comfort of your home Certification After studying the course materials of the Complete Python Machine Learning & Data Science Fundamentals there will be a written assignment test which you can take either during or at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this course for? This Complete Python Machine Learning & Data Science Fundamentals course is ideal for Students Recent graduates Job Seekers Anyone interested in this topic People already working in the relevant fields and want to polish their knowledge and skill. Prerequisites This Complete Python Machine Learning & Data Science Fundamentals does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Complete Python Machine Learning & Data Science Fundamentals was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Career path As this course comes with multiple courses included as bonus, you will be able to pursue multiple occupations. This Complete Python Machine Learning & Data Science Fundamentals is a great way for you to gain multiple skills from the comfort of your home. 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 00:08:00 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 Understanding the CSV data file 00:09:00 Load and Read CSV data file using NumPy Load and Read CSV data file using Python Standard Library 00:09:00 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 00:07:00 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 - Python Machine Learning & Data Science Fundamentals 00:00:00