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Register on the Kotlin Masterclass Programming Course: Android Coding Bible today and build the experience, skills and knowledge you need to enhance your professional development and work towards your dream job. Study this course through online learning and take the first steps towards a long-term career. The course consists of a number of easy to digest, in-depth modules, designed to provide you with a detailed, expert level of knowledge. Learn through a mixture of instructional video lessons and online study materials. Receive online tutor support as you study the course, to ensure you are supported every step of the way. Get an e-certificate as proof of your course completion. The Kotlin Masterclass Programming Course: Android Coding Bible is incredibly great value and allows you to study at your own pace. Access the course modules from any internet-enabled device, including computers, tablet, and smartphones. The course is designed to increase your employability and equip you with everything you need to be a success. Enrol on the now and start learning instantly! What You Get With The Kotlin Masterclass Programming Course: Android Coding Bible Receive a e-certificate upon successful completion of the course Get taught by experienced, professional instructors Study at a time and pace that suits your learning style Get instant feedback on assessments 24/7 help and advice via email or live chat Get full tutor support on weekdays (Monday to Friday) Course Design The course is delivered through our online learning platform, accessible through any internet-connected device. There are no formal deadlines or teaching schedules, meaning you are free to study the course at your own pace. You are taught through a combination of Video lessons Online study materials Certification Upon successful completion of the course, you will be able to obtain your course completion e-certificate free of cost. Print copy by post is also available at an additional cost of £9.99 and PDF Certificate at £4.99. Who Is This Course For: The course is ideal for those who already work in this sector or are an aspiring professional. This course is designed to enhance your expertise and boost your CV. Learn key skills and gain a professional qualification to prove your newly-acquired knowledge. Requirements: The online training is open to all students and has no formal entry requirements. To study the Kotlin Masterclass Programming Course: Android Coding Bible, all your need is a passion for learning, a good understanding of English, numeracy, and IT skills. You must also be over the age of 16.  Course Content Section 01: Introduction & Setup Introduction To This Course 00:02:00 Windows Setup 00:13:00 Mac Setup 00:11:00 Linux Setup 00:12:00 Online Code Editor 00:02:00 Section 02: Basics Variables 00:06:00 Data Types 00:06:00 String 00:05:00 Array 00:07:00 Data Type Conversion 00:05:00 Comments 00:04:00 Arithmetic Operators 00:07:00 Relational Operators 00:06:00 Assignment Operators 00:06:00 Unary Operators 00:05:00 Bitwise Operators 00:09:00 Logical Operators 00:04:00 Input & Output 00:03:00 Section 03: Control Statements Conditional if Statement 00:05:00 when Statement 00:07:00 For Loop 00:04:00 while Loop 00:04:00 do while Loop 00:04:00 Break Statement 00:04:00 Continue Statement 00:04:00 Section 04: Functions Basic Functions 00:03:00 Function Parameters 00:04:00 Return Values 00:04:00 Recursion 00:04:00 Default & Named Arguments 00:06:00 Lambda Function 00:04:00 Higher Order Function 00:05:00 Inline Function 00:02:00 Section 05: Error/Exception Handling Try Catch Block 00:04:00 Try Catch Expression 00:05:00 Multiple Catch Block77 00:05:00 Nested Try Catch Block 00:05:00 Finally Block 00:02:00 Throw Keyword 00:02:00 Section 06: NULL Safety Nullable & Non Nullable Types 00:03:00 Smart Cast 00:02:00 Unsafe and Safe Cast 00:03:00 Elvis Operator 00:04:00 Section 07: Collections List: listOf Function 00:06:00 List: mutableListOf Function 00:05:00 List: arrayListOf Function 00:06:00 Map: mapOf Function 00:07:00 Map: HashMap 00:08:00 Map: hashMapOf Function 00:05:00 Map: mutableMapOf Function 00:04:00 Set: setOf Function 00:04:00 Set: mutableSetOf Function 00:04:00 Set: HashSet 00:04:00 Section 08: Classes & Objects Basic Example 00:07:00 Nested and Inner Class 00:06:00 Constructors 00:05:00 Visibility Modifiers 00:06:00 Inheritance 00:05:00 Method Overriding 00:04:00 Property Overriding 00:02:00 Abstract Class 00:03:00 Superclass 00:03:00 Data Class 00:05:00 Multiple Class Inheritance & Interfaces 00:03:00 Sealed Class 00:03:00 Extension Function 00:03:00 Generics 00:05:00 Section 09: Extras Integer Type Range 00:05:00 Regex 00:04:00 Call Java from Kotlin 00:03:00 Call Kotlin from Java 00:02:00 Section 10: Resource Resource 00:00:00 Frequently Asked Questions Are there any prerequisites for taking the course? There are no specific prerequisites for this course, nor are there any formal entry requirements. All you need is an internet connection, a good understanding of English and a passion for learning for this course. Can I access the course at any time, or is there a set schedule? You have the flexibility to access the course at any time that suits your schedule. Our courses are self-paced, allowing you to study at your own pace and convenience. How long will I have access to the course? For this course, you will have access to the course materials for 1 year only. This means you can review the content as often as you like within the year, even after you've completed the course. However, if you buy Lifetime Access for the course, you will be able to access the course for a lifetime. Is there a certificate of completion provided after completing the course? Yes, upon successfully completing the course, you will receive a certificate of completion. This certificate can be a valuable addition to your professional portfolio and can be shared on your various social networks. Can I switch courses or get a refund if I'm not satisfied with the course? We want you to have a positive learning experience. If you're not satisfied with the course, you can request a course transfer or refund within 14 days of the initial purchase. How do I track my progress in the course? Our platform provides tracking tools and progress indicators for each course. You can monitor your progress, completed lessons, and assessments through your learner dashboard for the course. What if I have technical issues or difficulties with the course? If you encounter technical issues or content-related difficulties with the course, our support team is available to assist you. You can reach out to them for prompt resolution.

Overview Cyber Security Awareness Training Course is yet another 'Teacher's Choice' course from Teachers Training for a complete understanding of the fundamental topics. You are also entitled to exclusive tutor support and a professional CPD-accredited certificate in addition to the special discounted price for a limited time. Just like all our courses, this Cyber Security Awareness Training Course and its curriculum have also been designed by expert teachers so that teachers of tomorrow can learn from the best and equip themselves with all the necessary skills. Consisting of several modules, the course teaches you everything you need to succeed in this profession. The course can be studied part-time. You can become accredited within 05 Hours studying at your own pace. Your qualification will be recognised and can be checked for validity on our dedicated website. Why Choose Teachers Training Some of our website features are: This is a dedicated website for teaching 24/7 tutor support Interactive Content Affordable price Courses accredited by the UK's top awarding bodies 100% online Flexible deadline Entry Requirements No formal entry requirements. You need to have: Passion for learning A good understanding of the English language Be motivated and hard-working Over the age of 16. Certification CPD Certification from The Teachers Training Successfully completing the MCQ exam of this course qualifies you for a CPD-accredited certificate from The Teachers Training. You will be eligible for both PDF copy and hard copy of the certificate to showcase your achievement however you wish. You can get your digital certificate (PDF) for £4.99 only Hard copy certificates are also available, and you can get one for only £10.99 You can get both PDF and Hard copy certificates for just £12.99! The certificate will add significant weight to your CV and will give you a competitive advantage when applying for jobs. Module 01: Introduction to Cyber Security Introduction to Cyber Security 00:12:00 Module 02: Cyber Attacks Cyber Attacks 00:10:00 Cyber Attacks (PDF) 00:16:00 Module 03: Cybercrimes Cybercrimes 00:13:00 Cybercrimes (PDF) 00:26:00 Module 04: Cyber Security and Data Breaches Cyber Security and Data Breaches 00:14:00 Cyber Security and Data Breaches (PDF) 00:18:00 Module 05: Staying Safe Staying Safe 00:11:00 Staying Safe (PDF) 00:20:00

Cyber Security is yet another 'Teacher's Choice' course from Teachers Training for a complete understanding of the fundamental topics. You are also entitled to exclusive tutor support and a professional CPD-accredited certificate in addition to the special discounted price for a limited time. Just like all our courses, this Cyber Security and its curriculum have also been designed by expert teachers so that teachers of tomorrow can learn from the best and equip themselves with all the necessary skills. Consisting of several modules, the course teaches you everything you need to succeed in this profession. The course can be studied part-time. You can become accredited within 6 hours studying at your own pace. Your qualification will be recognised and can be checked for validity on our dedicated website. Why Choose Teachers Training Some of our website features are: This is a dedicated website for teaching 24/7 tutor support Interactive Content Affordable price Courses accredited by the UK's top awarding bodies 100% online Flexible deadline Entry Requirements No formal entry requirements. You need to have: Passion for learning A good understanding of the English language Be motivated and hard-working Over the age of 16. Certification CPD Certification from The Teachers Training Successfully completing the MCQ exam of this course qualifies you for a CPD-accredited certificate from The Teachers Training. You will be eligible for both PDF copy and hard copy of the certificate to showcase your achievement however you wish. You can get your digital certificate (PDF) for £4.99 only Hard copy certificates are also available, and you can get one for only £10.99 You can get both PDF and Hard copy certificates for just £12.99! The certificate will add significant weight to your CV and will give you a competitive advantage when applying for jobs. FUNDAMENTALS OF NETWORKING Network Topologies 00:06:00 History and Applications of Computer Networking 00:06:00 Protocols and Standards 00:04:00 Introduction to OSI Model 00:04:00 Layers of OSI Model 00:07:00 Introduction to TCP/IP Model 00:10:00 OSI Model vs TCP/IP Model 00:04:00 Addressing in Computer Networks 00:09:00 IP Address- IPv4 and IPv6 00:07:00 Classes of IP Address 00:10:00 PRACTICAL : HOW TO FIND OUT YOUR PC's IP ADDRESS 00:03:00 PRACTICAL : HOW TO FIND OUT YOUR PC'S MAC ADDRESS 00:05:00 The Internet Protocol (IP) 00:07:00 Address Resolution Protocol (ARP) 00:09:00 Dynamic Host Configuration Protocol (DHCP) 00:08:00 Internet Control Message Protocol (ICMP) 00:06:00 RIP and OSPF Protocols 00:06:00 PRACTICAL : HOW TO FIND OUT THE PATH OF DATA PACKETS USING TRACERT 00:03:00 What are Sockets? 00:05:00 File Transfer Protocol (FTP) 00:03:00 Hypertext Transfer Protocol (HTTP) 00:04:00 Domain Name System (DNS) 00:03:00 GETTING STARTED WITH CYBER SECURITY Definition of Computer Security 00:03:00 Interesting Facts about Cyber Security 00:05:00 History of Cyber Security 00:07:00 Scope and Career Insights in Cyber Security 00:08:00 LET'S BEGIN - THE FUNDAMENTALS OF CYBER SECURITY Introduction 00:01:00 Types of Computer Security 00:03:00 Key Terms in Cyber Security 00:07:00 The Elements of Information Security 00:06:00 Types of Attacks 00:10:00 Roles in Cyber Security : Part 1 00:08:00 Roles in Cyber Security : Part 2 00:06:00 DIVING DEEP INTO CYBER SECURITY Security Architect's View of Security 00:08:00 What is Vulnerability Assessment? 00:05:00 4 Phases of Vulnerability Assessment 00:09:00 Introduction to Cryptography 00:06:00 Symmetric Encryption 00:03:00 Asymmetric Encryption 00:04:00 Hashing 00:07:00 Security Organizations 00:05:00 Critical Thinking in Cyber Security 00:04:00 The Five Critical Thinking Skills 00:06:00 PRACTICAL : USING NSLOOKUP TOOL 00:03:00 TYPES OF ACTORS, ATTACKS, MALWARE AND RESOURCES Different types of Actors in Cyber Security 00:10:00 Types of Cyber Attacks 00:04:00 Hacking Organizations around the Globe 00:05:00 Security Services and Mechanisms 00:03:00 Introduction to Threats 00:03:00 What is a Malware? 00:07:00 Types of Trojans 00:06:00 Types of Virus 00:07:00 Have you ever heard about a Ransomware? 00:09:00 The Cyber Kill Chain 00:09:00 Introduction to Social Engineering 00:05:00 Types of Social Engineering 00:07:00 KEY SECURITY CONCEPTS Confidentiality - The Most Important Element of Security 00:04:00 Introduction to Incident Response Team 00:05:00 Phases of Incident Response 00:05:00 Laws in Cyber Security 00:05:00 What are Audits in Cyber Security 00:04:00 Internal Audit vs External Audit 00:04:00 The NIST Framework 00:03:00 The COBIT Framework 00:04:00 FIREWALLS AND ANTIVIRUS Intrusion Detection System 00:05:00 Introduction to Firewalls 00:05:00 What is DMZ? 00:04:00 Different types of Firewalls 00:09:00

IT Security & Computer Maintenance Training Open up your IT passion by unlocking our IT Security & Computer Maintenance Training course! Do you want to begin a career as a professional in IT security? Do you want to expand your knowledge about IT security? With the help of this IT Security & Computer Maintenance Training course, you'll be more determined than ever to advance your professional career and broaden your knowledge in this IT security area. Although they sound similar, information security and IT security refer to different types of security. Information security refers to the practices and tools used to prevent unauthorised access to sensitive corporate data, whereas IT security is the protection of digital data through computer network security. Even though maintaining IT security may be expensive, a significant breach may cost a company far more. This IT Security & Computer Maintenance Training Course will provide you with a solid foundation so that you can develop the confidence to become an expert in IT Security and acquire more sophisticated skills to fill in the gaps for increased effectiveness and productivity. If you think you have what it takes to enter this IT security field, an IT security course can help you with your initial training and job preparation. IT Security is ready with all the necessary data that is meant to instruct and direct people in the requirements for this position. Don't wait any longer. Enrol in our IT Security & Computer Maintenance Training course to become a certified IT security professional. IT Security & Computer Maintenance Training Course This Criminology and IT Security & Computer Maintenance Training Course includes a FREE PDF Certificate. Lifetime access to this IT Security & Computer Maintenance Training Course Instant access to this Criminology and IT Security & Computer Maintenance Training Course Get FREE Tutor Support to this IT Security & Computer Maintenance Training Course IT Security & Computer Maintenance Training Ignite your passion with our IT Security & Computer Maintenance Training course! Ready to start a career in IT Security & Computer Maintenance Training? This course equips you with foundational skills to secure digital data and network systems, essential for preventing costly breaches. You’ll learn the critical distinctions between information security and IT Security & Computer Maintenance Training, gaining advanced tools for productivity and effectiveness. Develop the confidence to excel as a certified professional in IT Security & Computer Maintenance Training. Don’t miss out—enrol today and set yourself up for success in this vital field! Who is this course for? IT Security & Computer Maintenance Training Anyone who wants to work in the IT industry can take our IT Security & Computer Maintenance Training course. Requirements IT Security & Computer Maintenance Training To enrol in this IT Security & Computer Maintenance Training Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our IT Security & Computer Maintenance Training Course. Be energetic and self-motivated to complete our IT Security & Computer Maintenance Training Course. Basic computer Skill is required to complete our IT Security & Computer Maintenance Training Course. If you want to enrol in our IT Security & Computer Maintenance Training Course, you must be at least 15 years old. Career path IT Security & Computer Maintenance Training Many doors in the job market will be made available by the IT Security & Computer Maintenance Training course. For instance, an IT technician, a cyber security analyst, or a penetration tester. The average salary for IT Security & Computer Maintenance Training professionals in the UK ranges between £60,000 and £100,000 per annum.

Computer Maintenance: Computer Maintenance Computer maintenance course will welcome you to a smooth, powerful Computer world. So that, you may become a tech master! Are you ready to begin working in IT or as a computer maintenance specialist? Our computer maintenance course will assist you in comprehending a computer's internal operations and gaining the skills necessary to execute computer maintenance activities to maximise its performance and longevity. With the assistance of our specialised Computer Maintenance: Computer Maintenance Course, you will acquire the knowledge and skills necessary to manage any computer-related issue that comes your way. The fundamentals of building, maintaining, and troubleshooting computer hardware and software are covered in this course on computer maintenance. computer maintenance includes subjects like setting up hardware elements including hard drives, processors, and memory. Computer maintenance courses instruct students on upgrades, backups, and security. You will learn the abilities and information required to competently maintain and troubleshoot computer systems in the computer maintenance course. The Computer Maintenance Course comes with a variety of educational films, clear pictures, instructions, assistance, and other materials. Throughout the course, you will have access to online support. Online access to the Computer Maintenance Course makes it possible for you to learn at your own pace and from the convenience of your home. The modules for the Computer Maintenance Course are accessible online from any location or device with an internet connection. Grab the chance to become an expert in computer maintenance. Learn the tricks to ensuring a computer runs flawlessly by enrolling right away in our computer maintenance course. Maintaining computers effectively will open up exciting career opportunities by our computer maintenance course! Main Course: Computer Maintenance Free Courses are including with this Computer Maintenance Course Along with The Computer Maintenance Course, We Offer a free IT Security Course Along with The Computer Maintenance Course, We Offer a free Social Media Marketing Course Along with The Computer Maintenance Course, We Offer a free Level 4 Time Management Course Special Offers of this Computer Maintenance Course This Computer Maintenance Course includes a FREE PDF Certificate. Lifetime access to this Computer Maintenance Course Instant access to this Computer Maintenance Course Get FREE Tutor Support to this Computer Maintenance Course Computer Maintenance: Computer Maintenance Learn the fundamentals of computer systems, their parts, and their operations with this Computer Maintenance: Computer Maintenance Course. Explore the motherboard, the beating heart of a computer system. You can solve common motherboard problems and learn about its various components with the assistance of this Computer Maintenance: Computer Maintenance Course. You can acquire the abilities and information required to confidently maintain and troubleshoot computer systems by enrolling in our Computer Maintenance: Computer Maintenance Course. Who is this course for? Computer Maintenance: Computer Maintenance This Computer Maintenance Course is open for all and is especially suited for: Aspiring IT professionals Computer enthusiasts Anyone interested in learning the fundamentals of computer maintenance Whoever desires to troubleshoot their own computers Everyone who wants to construct their own gaming computer Anyone aspiring to build a career as a Computer Technician Requirements Computer Maintenance: Computer Maintenance To enrol in this Computer Maintenance Course, students must fulfil the following requirements. To join in our Computer Maintenance Course, you must have a strong command of the English language. To successfully complete our Computer Maintenance Course, you must be vivacious and self driven. To complete our Computer Maintenance Course, you must have a basic understanding of computers. A minimum age limit of 15 is required to enrol in this Computer Maintenance Course. Career path Computer Maintenance: Computer Maintenance You can find employment in this field with the help of this computer maintenance course. With this computer maintenance course, you may stand out on your resume and get more work prospects, you may work as a: Computer Specialist Technician for PC Maintenance Expert in Technical Support Systems Engineer

IT Security & Data Analysis Course - CPD Certified Open up your IT passion by unlocking our IT security course! Do you want to begin a career as a professional in IT security? Do you want to expand your knowledge about IT security? With the help of this IT Security course, you'll be more determined than ever to advance your professional career and broaden your knowledge in this IT security area. Although they sound similar, information security and IT security refer to different types of security. Information security refers to the practices and tools used to prevent unauthorised access to sensitive corporate data, whereas IT security is the protection of digital data through computer network security. Even though maintaining IT security may be expensive, a significant breach may cost a company far more. This IT Security Course will provide you with a solid foundation so that you can develop the confidence to become an expert in IT Security and acquire more sophisticated skills to fill in the gaps for increased effectiveness and productivity. If you think you have what it takes to enter this IT security field, an IT security course can help you with your initial training and job preparation. IT Security is ready with all the necessary data that is meant to instruct and direct people in the requirements for this position. Don't wait any longer. Enrol in our IT security course to become a certified IT security professional. IT Security & Data Analysis Course - CPD CertifiedCourse This IT Security: IT Security Course includes a FREE PDF Certificate. Lifetime access to this IT Security: IT Security Course Instant access to this IT Security: IT Security Course Get FREE Tutor Support to this IT Security: IT Security Course IT Security & Data Analysis Course - CPD Certified Unlock your career potential with our IT Security course! Ready to dive into the world of IT Security? Our comprehensive IT Security course equips you with essential skills to protect digital data and secure networks. You’ll gain expertise in areas like information security vs. IT Security, learning the differences and critical tools needed for each. This IT Security course prepares you to tackle real-world challenges, understand the financial impacts of security breaches, and become a trusted expert. Don’t miss out—enrol in our IT Security course today and set yourself on the path to becoming a certified IT Security professional! Who is this course for? IT Security & Data Analysis Course - CPD Certified Anyone who wants to work in the IT industry can take our It Security: IT Security course. Requirements IT Security & Data Analysis Course - CPD Certified To enrol in this IT Security Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our IT Security: IT Security Course. Be energetic and self-motivated to complete our IT Security: IT Security Course. Basic computer Skill is required to complete our IT Security: IT Security Course. If you want to enrol in our IT Security: IT Security Course, you must be at least 15 years old. Career path IT Security & Data Analysis Course - CPD Certified Many doors in the job market will be made available by the IT Security course. For instance, an IT technician, a cyber security analyst, or a penetration tester. The average salary for IT security professionals in the UK ranges between £60,000 and £100,000 per annum.

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Build your own AI-driven image classifier web application

Create expressive facial animations by using keyframe animation in Unreal Engine 4 and Daz Studio

Overview This comprehensive course on Data Science & Machine Learning with Python will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Data Science & Machine Learning with Python comes with accredited certification from CPD, which will enhance your CV and make you worthy in the job market. So enrol in this course today to fast track your career ladder. How will I get my certificate? You may have to take a quiz or a written test online during or after the course. After successfully completing the course, you will be eligible for the certificate. Who is This course for? There is no experience or previous qualifications required for enrolment on this Data Science & Machine Learning with Python. It is available to all students, of all academic backgrounds. Requirements Our Data Science & Machine Learning with Python is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible with tablets and smartphones so you can access your course on Wi-Fi, 3G or 4G. There is no time limit for completing this course, it can be studied in your own time at your own pace. Career Path Learning this new skill will help you to advance in your career. It will diversify your job options and help you develop new techniques to keep up with the fast-changing world. This skillset will help you to- Open doors of opportunities Increase your adaptability Keep you relevant Boost confidence And much more! Course Curriculum 2 sections • 90 lectures • 10:24:00 total length •Course Overview & Table of Contents: 00:09:00 •Introduction to Machine Learning - Part 1 - Concepts , Definitions and Types: 00:05:00 •Introduction to Machine Learning - Part 2 - Classifications and Applications: 00:06:00 •System and Environment preparation - Part 1: 00:08:00 •System and Environment preparation - Part 2: 00:06:00 •Learn Basics of python - Assignment 1: 00:10:00 •Learn Basics of python - Assignment 2: 00:09:00 •Learn Basics of python - Functions: 00:04:00 •Learn Basics of python - Data Structures: 00:12:00 •Learn Basics of NumPy - NumPy Array: 00:06:00 •Learn Basics of NumPy - NumPy Data: 00:08:00 •Learn Basics of NumPy - NumPy Arithmetic: 00:04:00 •Learn Basics of Matplotlib: 00:07:00 •Learn Basics of Pandas - Part 1: 00:06:00 •Learn Basics of Pandas - Part 2: 00:07:00 •Understanding the CSV data file: 00:09:00 •Load and Read CSV data file using Python Standard Library: 00:09:00 •Load and Read CSV data file using NumPy: 00:04:00 •Load and Read CSV data file using Pandas: 00:05:00 •Dataset Summary - Peek, Dimensions and Data Types: 00:09:00 •Dataset Summary - Class Distribution and Data Summary: 00:09:00 •Dataset Summary - Explaining Correlation: 00:11:00 •Dataset Summary - Explaining Skewness - Gaussian and Normal Curve: 00:07:00 •Dataset Visualization - Using Histograms: 00:07:00 •Dataset Visualization - Using Density Plots: 00:06:00 •Dataset Visualization - Box and Whisker Plots: 00:05:00 •Multivariate Dataset Visualization - Correlation Plots: 00:08:00 •Multivariate Dataset Visualization - Scatter Plots: 00:05:00 •Data Preparation (Pre-Processing) - Introduction: 00:09:00 •Data Preparation - Re-scaling Data - Part 1: 00:09:00 •Data Preparation - Re-scaling Data - Part 2: 00:09:00 •Data Preparation - Standardizing Data - Part 1: 00:07:00 •Data Preparation - Standardizing Data - Part 2: 00:04:00 •Data Preparation - Normalizing Data: 00:08:00 •Data Preparation - Binarizing Data: 00:06:00 •Feature Selection - Introduction: 00:07:00 •Feature Selection - Uni-variate Part 1 - Chi-Squared Test: 00:09:00 •Feature Selection - Uni-variate Part 2 - Chi-Squared Test: 00:10:00 •Feature Selection - Recursive Feature Elimination: 00:11:00 •Feature Selection - Principal Component Analysis (PCA): 00:09:00 •Feature Selection - Feature Importance: 00:07:00 •Refresher Session - The Mechanism of Re-sampling, Training and Testing: 00:12:00 •Algorithm Evaluation Techniques - Introduction: 00:07:00 •Algorithm Evaluation Techniques - Train and Test Set: 00:11:00 •Algorithm Evaluation Techniques - K-Fold Cross Validation: 00:09:00 •Algorithm Evaluation Techniques - Leave One Out Cross Validation: 00:05:00 •Algorithm Evaluation Techniques - Repeated Random Test-Train Splits: 00:07:00 •Algorithm Evaluation Metrics - Introduction: 00:09:00 •Algorithm Evaluation Metrics - Classification Accuracy: 00:08:00 •Algorithm Evaluation Metrics - Log Loss: 00:03:00 •Algorithm Evaluation Metrics - Area Under ROC Curve: 00:06:00 •Algorithm Evaluation Metrics - Confusion Matrix: 00:10:00 •Algorithm Evaluation Metrics - Classification Report: 00:04:00 •Algorithm Evaluation Metrics - Mean Absolute Error - Dataset Introduction: 00:06:00 •Algorithm Evaluation Metrics - Mean Absolute Error: 00:07:00 •Algorithm Evaluation Metrics - Mean Square Error: 00:03:00 •Algorithm Evaluation Metrics - R Squared: 00:04:00 •Classification Algorithm Spot Check - Logistic Regression: 00:12:00 •Classification Algorithm Spot Check - Linear Discriminant Analysis: 00:04:00 •Classification Algorithm Spot Check - K-Nearest Neighbors: 00:05:00 •Classification Algorithm Spot Check - Naive Bayes: 00:04:00 •Classification Algorithm Spot Check - CART: 00:04:00 •Classification Algorithm Spot Check - Support Vector Machines: 00:05:00 •Regression Algorithm Spot Check - Linear Regression: 00:08:00 •Regression Algorithm Spot Check - Ridge Regression: 00:03:00 •Regression Algorithm Spot Check - Lasso Linear Regression: 00:03:00 •Regression Algorithm Spot Check - Elastic Net Regression: 00:02:00 •Regression Algorithm Spot Check - K-Nearest Neighbors: 00:06:00 •Regression Algorithm Spot Check - CART: 00:04:00 •Regression Algorithm Spot Check - Support Vector Machines (SVM): 00:04:00 •Compare Algorithms - Part 1 : Choosing the best Machine Learning Model: 00:09:00 •Compare Algorithms - Part 2 : Choosing the best Machine Learning Model: 00:05:00 •Pipelines : Data Preparation and Data Modelling: 00:11:00 •Pipelines : Feature Selection and Data Modelling: 00:10:00 •Performance Improvement: Ensembles - Voting: 00:07:00 •Performance Improvement: Ensembles - Bagging: 00:08:00 •Performance Improvement: Ensembles - Boosting: 00:05:00 •Performance Improvement: Parameter Tuning using Grid Search: 00:08:00 •Performance Improvement: Parameter Tuning using Random Search: 00:06:00 •Export, Save and Load Machine Learning Models : Pickle: 00:10:00 •Export, Save and Load Machine Learning Models : Joblib: 00:06:00 •Finalizing a Model - Introduction and Steps: 00:07:00 •Finalizing a Classification Model - The Pima Indian Diabetes Dataset: 00:07:00 •Quick Session: Imbalanced Data Set - Issue Overview and Steps: 00:09:00 •Iris Dataset : Finalizing Multi-Class Dataset: 00:09:00 •Finalizing a Regression Model - The Boston Housing Price Dataset: 00:08:00 •Real-time Predictions: Using the Pima Indian Diabetes Classification Model: 00:07:00 •Real-time Predictions: Using Iris Flowers Multi-Class Classification Dataset: 00:03:00 •Real-time Predictions: Using the Boston Housing Regression Model: 00:08:00 •Resources - Data Science & Machine Learning with Python: 00:00:00