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Python isn’t just a programming language—it’s the secret weapon behind automation, web development, data analysis, and more. Whether you're aiming to write clean, efficient code or understand how modern applications are built, this course brings the full Python ecosystem to your screen. With a clear, structured journey from the absolute basics to more advanced topics, this masterclass helps you grasp key programming concepts without fluff or filler. Forget drawn-out tech jargon. This course makes coding feel less like solving a mystery and more like connecting the dots. From syntax and loops to functions and object-oriented techniques, each topic is delivered with clarity, a hint of humour, and the kind of logic Python is famous for. Whether you’re starting fresh or polishing old skills, this course offers a solid digital foundation that’s accessible, flexible, and thoroughly built for modern learners who want Python done right. Learning Outcomes: Understand the fundamentals of Python programming and its applications in various industries. Analyse and manipulate data using lists, tuples, strings, and dictionaries in Python. Develop programming solutions using Python's standard libraries and reference files. Create and implement control flow structures using conditions, loops, and statements. Utilise advanced features of Python such as magic methods, properties, and iterators. "Ultimate Python Programming Masterclass" is a comprehensive course bundle designed to equip learners with the knowledge and skills necessary to master Python programming. This course covers a range of topics, including data manipulation, control flow structures, and advanced Python features. With a hands-on approach and real-world programming scenarios, learners will develop the ability to create powerful applications and solutions using Python. This course bundle is ideal for anyone interested in programming or seeking to enhance their programming skills. Whether you're a student, a professional looking to switch careers, or an experienced programmer seeking to learn a new language, "Ultimate Python Programming Masterclass" is the perfect way to take your skills to the next level. Ultimate Python Programming Masterclass Course Curriculum Section 01: Introduction to Python Programming Section 02: Lists & Tuples Section 03: Strings Section 04: Dictionaries Section 05: Dictionaries Methods Section 06: Conditions, Loops and Statements Section 07: Abstraction-I Section 08: Abstraction-II Section 09: Exceptions Section 10: Magic Methods, Properties and Iterators Section 11: Standard Libraries Section 12: Reference Files How is the course assessed? Upon completing an online module, you will immediately be given access to a specifically crafted MCQ test. For each test, the pass mark will be set to 60%. Exam & Retakes: It is to inform our learners that the initial exam for this online course is provided at no additional cost. In the event of needing a retake, a nominal fee of £9.99 will be applicable. Certification Upon successful completion of the assessment procedure, learners can obtain their certification by placing an order and remitting a fee of __ GBP. £9 for PDF Certificate and £15 for the Hardcopy Certificate within the UK ( An additional £10 postal charge will be applicable for international delivery). CPD 15 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Students interested in programming and computer science. Professionals seeking to enhance their programming skills. Entrepreneurs and business owners looking to create innovative solutions. Experienced programmers seeking to learn a new language. Individuals looking to switch careers and enter the field of programming. Career path Python Developer: £35,000 - £70,000 Data Analyst: £20,000 - £60,000 Machine Learning Engineer: £40,000 - £90,000 Software Engineer: £25,000 - £80,000 Web Developer: £20,000 - £55,000 Certificates Certificate of completion Digital certificate - £9 You can apply for a CPD Accredited PDF Certificate at the cost of £9. Certificate of completion Hard copy certificate - £15 Hard copy can be sent to you via post at the expense of £15.

A leadership course for engineers focussing on the inner dynamics of leadership - the impact your perception, thinking and feeling has on the way you lead yourself and others. For CEOs, senior managers, owners and aspiring leaders that want to lead engineers, not just manage them.

SQL programming is the programming that manages data in the Relational Database Management System. The Mastering SQL Programming course aims to teach you how to optimise the accessibility and maintenance of data with the Structured Query Language SQL programming language, and gain a solid foundation for building, querying, and manipulating databases. This SQL Programming course will provide you the standard language, but also identifies deviations from the standard in two widely-used database products, Oracle and Microsoft SQL Server. You will understand SQL functions, join techniques, database objects and constraints, and will be able to write useful SELECT, INSERT, UPDATE and DELETE statements. Learn what SQL is and how to create, manipulate, and create reports from database tables from the best SQL courses. Important concepts associated with relational databases will be covered. You will run SQL commands to create database tables and define data element types. Enrol Now to start boosting your SQL skills! Key topics to be covered Stored Procedures Returning Data Testing and Debugging SQL CLR Code Dynamic SQL Column sets Learning Outcomes Know the tools for creating views with examples, columns and indexed views, creating stored procedures, testing and debugging. Learn how to create triggers, execute with result sets, use inline table valued functions, and use the multi statement function. Learn about transaction concepts, explicit transactions, and structured error handling. Understanding of different functions, data tools, database management, comparing database schemas, offline database management and much more. Master partitioning, managing partitions, querying partitions, complex querying, table expressions, efficient queries and complex queries. Why Choose this Course Earn a digital Certificate upon successful completion. Accessible, informative modules taught by expert instructors Study in your own time, at your own pace, through your computer tablet or mobile device Benefit from instant feedback through mock exams and multiple-choice assessments Get 24/7 help or advice from our email and live chat teams Full Tutor Support on Weekdays 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 supplies Mock tests Multiple-choice evaluation Assignment Certificate of Achievement Endorsed Certificate of Achievement from the Quality Licence Scheme Once the course has been completed and the assessment has been passed, all students are entitled to receive an endorsed certificate. This will provide proof that you have completed your training objectives, and each endorsed certificate can be ordered and delivered to your address for only £119. Please note that overseas students may be charged an additional £10 for postage. CPD Certificate of Achievement from Janets Upon successful completion of the course, you will be able to obtain your course completion e-certificate. Print copy by post is also available at an additional cost of £9.99 and PDF Certificate at £4.99. Endorsement This course and/or training programme has been endorsed by the Quality Licence Scheme for its high-quality, non-regulated provision and training programmes. This course and/or training programme is not regulated by Ofqual and is not an accredited qualification. Your training provider will be able to advise you on any further recognition, for example progression routes into further and/or higher education. For further information please visit the Learner FAQs on the Quality Licence Scheme website. Method of Assessment To successfully complete the course, students will have to take an automated multiple-choice exam. This exam will be online and you will need to score 60% or above to pass the course. After successfully passing the exam, you will be able to apply for Quality Licence Scheme endorsed certificate of achievement. To verify your enhanced skills in the subject, we recommend that you also complete the assignment questions. These can be completed at any time which is convenient for yourself and will be assessed by our in-house specialised tutors. Full feedback will then be given on your current performance, along with any further advice or support. Who is this course for? Anyone who wants to gain extensive knowledge, potential experience and expert skills in SQL programming. Those who have an interest in production planning. Students from any academic backgrounds

Are you looking to enhance your Python programming skills? If yes, then you have come to the right place. Our comprehensive course on Python programming will assist you in producing the best possible outcome by mastering the Python skills. The Python course is for those who want to be successful. In the Python course, you will learn the essential knowledge needed to become well versed in Python programming . Our Python from Scratch course starts with the basics of Python and gradually progresses towards advanced topics. Therefore, each lesson of this Python course is intuitive and easy to understand. Why would you choose the Python from Scratch course: Lifetime access to Python from Scratch course materials Full tutor support is available from Monday to Friday with the Python course Learn Python from Scratch at your own pace from the comfort of your home Gain a complete understanding of Python course Accessible, informative Python learning modules designed by expert instructors Get 24/7 help or advice from our email and live chat teams with the Python from Scratch course Study Python in your own time through your computer, tablet or mobile device A 100% learning satisfaction guarantee with your Python course Key topics covered in the Python from Scratch Course Introduction to Python and its latest features Command line operations and code execution Manipulation of data types and structures Application of conditional and looping structures Object-Oriented Programming fundamentals Exception handling in Python Using Pypi, Pip, and built-in Python modules Basics of Decorators and Generators Introduction to Django framework and project setup Implementing models, migrations, and URL mapping in Django Django admin customization and site navigation Game creation and performance measurement in Python CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The Python from Scratch course helps aspiring professionals who want to obtain the knowledge and familiarise themselves with the skillsets to pursue a career in Python. It is also great for professionals who are already working in Python and want to get promoted at work. Requirements To enrol in this Python from Scratch course, all you need is a basic understanding of the English Language and an internet connection. Career path The Python from Scratch course will enhance your knowledge and improve your confidence in exploring opportunities in various sectors related to Python programming. Certificates CPD Accredited PDF Certificate Digital certificate - Included CPD Accredited PDF Certificate CPD Accredited Hard Copy Certificate Hard copy certificate - £10.79 CPD Accredited Hard Copy Certificate Delivery Charge: Inside the UK: Free Outside of the UK: £9.99 each

This Business Management course aims to provide learners with a fundamental understanding of the roles and responsibilities of the contemporary business manager. You will learn about leadership and management principles, the various challenges that working managers face, how to effectively manage resources for the benefit of the business, and how to improve your time management. This Business Management course also provides a valuable insight into organisational structures. Overall, the course allows you to gain extensive knowledge and understanding of the principles and practises behind key business management subjects. Learning outcomes After completing this Business Management course, the learner will be able to: Gain a solid understanding of business management in a contemporary setting. Understand the duties and responsibilities of a project manager. Investigate the organisational structures along with different business types and small business creation. Explore the effective and efficient management of business operations. Investigate functions, objectives and advantages of strategic performance management. Know how to manage time, stress and crises. Why Choose Business Management Course from Us Self-paced course, access available from anywhere. Easy to understand, high-quality study materials. Course developed by industry experts. MCQ quiz after each module to assess your learning. Automated and instant assessment results. 24/7 support via live chat, phone call or email. Free PDF certificate as soon as completing the Business Management course. **Courses are included with this Business Management Course** Main Course: Business Management GIFT COURSES Course 01: Nursing Assistant Diploma Course 02: Ambulance Care Assistant [ Note: Free PDF certificate as soon as completing the Business Management course ] Course Curriculum Module 1: Management and Leadership Explained Different Leadership Styles Identifying Your Comfort Zone Performance Management Onboarding and Orientation Difference Between Managers and Leaders Different Types of Thinking What is Consequential Thinking? What is Ethics? Strategies of Influence Module 2: How to Manage Resources Overview of the Business Environment Significance of the Business Environment Different Types of Business Environment Different Types of Businesses Ownership Module 3: Effective Management of Time, Stress and Crises How to Prioritise Your Time? Crisis Management Defined What is Stress? Stress Management Strategies Assessment Method After completing each module of the Business Management Course, you will find automated MCQ quizzes. To unlock the next module, you need to complete the quiz task and get at least 60% marks. Certification After completing the MCQ/Assignment assessment for this Business Management course, you will be entitled to a Certificate of Completion from Training Tale. The certificate is in PDF format, which is completely free to download. A printed version is also available upon request. It will also be sent to you through a courier for £13.99. Who is this course for? This Business Management course is ideal for: Newcomers to business management. Anyone considering starting their own business. Existing small business managers. Candidates who are looking to upgrade their CVs for better job prospects. Those who are planning to go on to higher-level studies upon completion. Requirements There are no specific requirements for this Business Management course because it does not require any advanced knowledge or skills. Students who intend to enrol in this Business Management course must meet the following requirements: Good command of the English language Must be vivacious and self-driven Basic computer knowledge A minimum of 16 years of age is required Career path Upon successful completion of this Business Management, candidates may choose careers including: Business Consultant Buyer Business Analyst Receptionist Administration Secretary Certificates Certificate of completion Digital certificate - Included

Become a Python developer and build a rewarding career in tech. Python is one of the most popular and in-demand programming languages in the world. Python is used by companies of all sizes, from startups to Fortune 500 companies, to develop a wide range of applications, including web applications, data science tools, and machine learning algorithms. The demand for Python developers is rising rapidly in the UK, with job postings for Python developers increasing by 22% in the past year. The average salary for a Python developer in the UK is £65,000, making it one of the highest-paid programming languages. Our Python Programming - Beginner to Advanced course will teach you everything you need to know to become a Python developer. You will learn the fundamentals of Python programming, as well as more advanced topics such as object-oriented programming, data structures, and algorithms. You will also learn how to use popular Python libraries and frameworks, such as Django and NumPy. Why would you choose the Python Programming course from Compliance Central: Lifetime access to Python Programming course materials Full tutor support is available from Monday to Friday with the Python Programming course Learn Python Programming skills at your own pace from the comfort of your home Gain a complete understanding of Python Programming course Accessible, informative Python Programming learning modules designed by experts Get 24/7 help or advice from our email and live chat teams with the Python Programming Study Python Programming in your own time through your computer, tablet or mobile device A 100% learning satisfaction guarantee with your Python Programming course Python Programming Curriculum Breakdown of the Python Programming Course Section 01: Introduction & Getting Started Section 02: Downloading and Installing Python Editor Section 03: Getting Started Section 04: Variables and Basic Data Types in Python Section 05: Comments Section 06: Input Section 07: Exercise - Build a Program to Say Hello Section 08: Exercise - Build a Simple Calculator Section 09: Conditional Statements Section 10: Loops - For Loop Section 11: Loops - While Loop Section 12: Exercise - Building a Username Password App. Python Programming - Beginner to Advanced Course Learning Outcomes: Familiarise with Python's core principles and setup. Understand fundamental data types and variable operations in Python. Recognise the significance and application of comments in Python. Master the art of obtaining and processing user input in Python. Employ conditional structures with proficiency. Navigate confidently within both "For" and "While" loops. Conceptualise and draft rudimentary Python applications. Certificate of Achievement After successfully completing this Python course, you can get a digital and a hardcopy certificate for free. The delivery charge of the hardcopy certificate inside the UK is £3.99 and international students need to pay £9.99 to get their hardcopy certificate. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The Python Programming course helps aspiring professionals who want to obtain the knowledge and familiarise themselves with the skillsets to pursue a career in Python Programming. It is also great for professionals who are already working in Python Programming and want to get promoted at work. Requirements To enrol in this Python Programming course, all you need is a basic understanding of the English Language and an internet connection. Career path The Python Programming course will enhance your knowledge and improve your confidence in exploring opportunities in various sectors related to Python Programming. Python Developer: £35,000 to £70,000 per year Data Analyst (Python): £30,000 to £55,000 per year Software Engineer (Python): £40,000 to £75,000 per year Machine Learning Engineer: £45,000 to £80,000 per year Certificates CPD Accredited PDF Certificate Digital certificate - Included CPD Accredited PDF Certificate CPD Accredited Hard Copy Certificate Hard copy certificate - £10.79 CPD Accredited Hard Copy Certificate Delivery Charge: Inside the UK: Free Outside of the UK: £9.99 each

Selling isn’t just about charm—it’s a structured process, and the Regional Sales Executive Course is designed to guide you through it, step by step. Whether you're new to sales or looking to refresh your approach, this course offers insights into building rapport, making confident pitches, managing objections, and closing deals with finesse. You’ll explore each stage of the sales journey, from preparing your call and crafting creative openings to using data effectively and following up with purpose. By focusing on techniques that work across regions and industries, the course provides a clear route to becoming a sharper communicator and a more focused seller. With modules on setting achievable goals, managing leads, and using prospect boards to stay organised, you’ll gain a structured understanding of what makes a successful sales process. This isn’t about hype—it’s about strategies that help convert conversations into results. Key Benefits Accredited by CPD Instant e-certificate Fully online, interactive course Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Curriculum Module One: Understanding the Talk Module Two: Getting Prepared to Make the Call Module Three: Creative Openings Module Four: Making Your Pitch Module Five: Handling Objections Module Six: Sealing the Deal Module Seven: Following Up Module Eight: Setting Goals Module Nine: Managing Your Data Module Ten: Using a Prospect Board Course Assessment You will immediately be given access to a specifically crafted MCQ test upon completing an online module. For each test, the pass mark will be set to 60%. Certificate Once you've successfully completed your course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). Our certifications have no expiry dates, although we do recommend that you renew them every 12 months. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The Regional Sales Executive training is ideal for highly motivated individuals or teams who want to enhance their skills and efficiently skilled employees. Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Learn the essential skills and knowledge you need to excel in your professional life with the help & guidance from our Regional Sales Executive training. Certificates Certificate of completion Digital certificate - Included Certificate of completion Hard copy certificate - Included

Family law isn’t just about rules and paperwork—it’s about people. This course offers a detailed look into the legal frameworks that govern relationships, parental responsibilities, child arrangements, divorce proceedings, and property disputes. Whether you're looking to understand the finer points of custody agreements or gain insight into marriage contracts, this course explores the legalities that underpin domestic life. It’s designed for those who want clarity on legal rights and responsibilities within the family setting—without the courtroom drama. Delivered fully online, the course allows you to explore topics such as legal separation, financial settlements, and guardianship from anywhere. With an emphasis on relevant case law, statutory interpretation, and professional conduct, it’s structured to suit individuals aiming to become family legal advisors or simply better informed about family law. The content is straight-talking, smartly structured, and written with just enough wit to keep things from going full courtroom soap opera. If you’re serious about understanding family law, this course is a well-argued case in its own right. Key Benefits Accredited by CPD Instant e-certificate Fully online, interactive course Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Curriculum Module 01: Introduction to Family Law Module 02: Framing Family Law Module 03: Marriage in Family Law Module 04: Civil Partnership and Cohabitation Module 05: Nullity in Marriage Module 06: Divorce and Family Law Module 07: Child Custody Module 08: Property and Finance on Divorce Module 09: Child Support and Family Law Module 10: Adoption Process Module 11: Domestic Violence Module 12: Gender Equality in Family Law Module 13: Feminist Perspectives on Family Law Course Assessment You will immediately be given access to a specifically crafted MCQ test upon completing an online module. For each test, the pass mark will be set to 60%. Certificate Once you've successfully completed your course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). Our certifications have no expiry dates, although we do recommend that you renew them every 12 months. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The Family Law and Legal Advisor training is ideal for highly motivated individuals or teams who want to enhance their skills and efficiently skilled employees. Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Learn the essential skills and knowledge you need to excel in your professional life with the help & guidance from our Family Law and Legal Advisor training. Certificates Certificate of completion Digital certificate - Included Certificate of completion Hard copy certificate - Included

In any construction or industrial environment, safety is never optional—it’s a necessity. The Site Safety Management course is designed to offer a clear, structured understanding of health and safety principles, legal responsibilities, and risk management strategies within construction and site operations. From risk assessment protocols to emergency planning, this course walks you through the vital knowledge every site manager, supervisor, or health and safety coordinator needs to uphold safety standards and reduce hazards. Through a wide range of modules, this course covers essential areas including health and safety legislation, communication protocols on site, managing electrical risks, working at height, and confined space procedures. Whether you're looking to build foundational knowledge or reinforce existing awareness, this course offers valuable insight into what safe site operations should look like—without the filler. It’s tailored for those seeking structured guidance to ensure health and safety practices are not only met, but consistently applied in a modern work environment. Key Benefits Accredited by CPD Instant e-certificate Fully online, interactive course Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Curriculum Module 1: Health and Safety at Work and the Laws Module 2: Site Management Module 3: Risk and Value Management Module 4: Communications, Information and Documentation of Construction Module 5: Health and Safety in Construction Management Module 6: Managing for Health and Safety Module 7: Introduction and Basics Module 8: Safety Precautions Module 9: Electrical Incidents Module 10: Reducing and Controlling Risks Module 11: Introduction, Regulations and Duties Module 12: Assessment and Prevention of the Risks Module 13: Work at Height Equipment Module 14: Working in Confined Spaces and the Laws Module 15: Risk Assessment Module 16: Control Measures Module 17: Emergency Procedures Course Assessment You will immediately be given access to a specifically crafted MCQ test upon completing an online module. For each test, the pass mark will be set to 60%. Certificate Once you've successfully completed your course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). Our certifications have no expiry dates, although we do recommend that you renew them every 12 months. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The Site Safety Management training is ideal for highly motivated individuals or teams who want to enhance their skills and efficiently skilled employees. Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Learn the essential skills and knowledge you need to excel in your professional life with the help & guidance from our Site Safety Management training. Certificates Certificate of completion Digital certificate - Included Certificate of completion Hard copy certificate - Included

Overview This Deep Learning & Neural Networks Python - Keras: For Dummies course will unlock your full potential and will show you how to excel in a career in Deep Learning & Neural Networks Python - Keras: For Dummies. So upskill now and reach your full potential. Everything you need to get started in Deep Learning & Neural Networks Python - Keras: For Dummies is available in this course. Learning and progressing are the hallmarks of personal development. This Deep Learning & Neural Networks Python - Keras: For Dummies will quickly teach you the must-have skills needed to start in the relevant industry. In This Deep Learning & Neural Networks Python - Keras: For Dummies Course, You Will: Learn strategies to boost your workplace efficiency. Hone your Deep Learning & Neural Networks Python - Keras: For Dummies skills to help you advance your career. Acquire a comprehensive understanding of various Deep Learning & Neural Networks Python - Keras: For Dummies topics and tips from industry experts. Learn in-demand Deep Learning & Neural Networks Python - Keras: For Dummies skills that are in high demand among UK employers, which will help you to kickstart your career. This Deep Learning & Neural Networks Python - Keras: For Dummies course covers everything you must know to stand against the tough competition in the Deep Learning & Neural Networks Python - Keras: For Dummies field.  The future is truly yours to seize with this Deep Learning & Neural Networks Python - Keras: For Dummies. Enrol today and complete the course to achieve a Deep Learning & Neural Networks Python - Keras: For Dummies certificate that can change your professional career forever. Additional Perks of Buying a Course From Institute of Mental Health Study online - whenever and wherever you want. One-to-one support from a dedicated tutor throughout your course. Certificate immediately upon course completion 100% Money back guarantee Exclusive discounts on your next course purchase from Institute of Mental Health Enrolling in the Deep Learning & Neural Networks Python - Keras: For Dummies course can assist you in getting into your desired career quicker than you ever imagined. So without further ado, start now. Process of Evaluation After studying the Deep Learning & Neural Networks Python - Keras: For Dummies course, your skills and knowledge will be tested with a MCQ exam or assignment. You must get a score of 60% to pass the test and get your certificate.  Certificate of Achievement Upon successfully completing the Deep Learning & Neural Networks Python - Keras: For Dummies course, you will get your CPD accredited digital certificate immediately. And you can also claim the hardcopy certificate completely free of charge. All you have to do is pay a shipping charge of just £3.99. Who Is This Course for? This Deep Learning & Neural Networks Python - Keras: For Dummies is suitable for anyone aspiring to start a career in Deep Learning & Neural Networks Python - Keras: For Dummies; even if you are new to this and have no prior knowledge on Deep Learning & Neural Networks Python - Keras: For Dummies, this course is going to be very easy for you to understand.  And if you are already working in the Deep Learning & Neural Networks Python - Keras: For Dummies field, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level.  Taking this Deep Learning & Neural Networks Python - Keras: For Dummies course is a win-win for you in all aspects.  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 This Deep Learning & Neural Networks Python - Keras: For Dummies course has no prerequisite.  You don't need any educational qualification or experience to enrol in the Deep Learning & Neural Networks Python - Keras: For Dummies 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 Deep Learning & Neural Networks Python - Keras: For Dummies course. Moreover, this course allows you to learn at your own pace while developing transferable and marketable skills. Course Curriculum Course Introduction and Table of Contents Course Introduction and Table of Contents 00:11:00 Deep Learning Overview Deep Learning Overview - Theory Session - Part 1 00:06:00 Deep Learning Overview - Theory Session - Part 2 00:07:00 Choosing Between ML or DL for the next AI project - Quick Theory Session Choosing Between ML or DL for the next AI project - Quick Theory Session 00:09:00 Preparing Your Computer Preparing Your Computer - Part 1 00:07:00 Preparing Your Computer - Part 2 00:06:00 Python Basics Python Basics - Assignment 00:09:00 Python Basics - Flow Control 00:09:00 Python Basics - Functions 00:04:00 Python Basics - Data Structures 00:12:00 Theano Library Installation and Sample Program to Test Theano Library Installation and Sample Program to Test 00:11:00 TensorFlow library Installation and Sample Program to Test TensorFlow library Installation and Sample Program to Test 00:09:00 Keras Installation and Switching Theano and TensorFlow Backends Keras Installation and Switching Theano and TensorFlow Backends 00:10:00 Explaining Multi-Layer Perceptron Concepts Explaining Multi-Layer Perceptron Concepts 00:03:00 Explaining Neural Networks Steps and Terminology Explaining Neural Networks Steps and Terminology 00:10:00 First Neural Network with Keras - Understanding Pima Indian Diabetes Dataset First Neural Network with Keras - Understanding Pima Indian Diabetes Dataset 00:07:00 Explaining Training and Evaluation Concepts Explaining Training and Evaluation Concepts 00:11:00 Pima Indian Model - Steps Explained Pima Indian Model - Steps Explained - Part 1 00:09:00 Pima Indian Model - Steps Explained - Part 2 00:07:00 Coding the Pima Indian Model Coding the Pima Indian Model - Part 1 00:11:00 Coding the Pima Indian Model - Part 2 00:09:00 Pima Indian Model - Performance Evaluation Pima Indian Model - Performance Evaluation - Automatic Verification 00:06:00 Pima Indian Model - Performance Evaluation - Manual Verification 00:08:00 Pima Indian Model - Performance Evaluation - k-fold Validation - Keras Pima Indian Model - Performance Evaluation - k-fold Validation - Keras 00:10:00 Pima Indian Model - Performance Evaluation - Hyper Parameters Pima Indian Model - Performance Evaluation - Hyper Parameters 00:12:00 Understanding Iris Flower Multi-Class Dataset Understanding Iris Flower Multi-Class Dataset 00:08:00 Developing the Iris Flower Multi-Class Model Developing the Iris Flower Multi-Class Model - Part 1 00:09:00 Developing the Iris Flower Multi-Class Model - Part 2 00:06:00 Developing the Iris Flower Multi-Class Model - Part 3 00:09:00 Understanding the Sonar Returns Dataset Understanding the Sonar Returns Dataset 00:07:00 Developing the Sonar Returns Model Developing the Sonar Returns Model 00:10:00 Sonar Performance Improvement - Data Preparation - Standardization Sonar Performance Improvement - Data Preparation - Standardization 00:15:00 Sonar Performance Improvement - Layer Tuning for Smaller Network Sonar Performance Improvement - Layer Tuning for Smaller Network 00:07:00 Sonar Performance Improvement - Layer Tuning for Larger Network Sonar Performance Improvement - Layer Tuning for Larger Network 00:06:00 Understanding the Boston Housing Regression Dataset Understanding the Boston Housing Regression Dataset 00:07:00 Developing the Boston Housing Baseline Model Developing the Boston Housing Baseline Model 00:08:00 Boston Performance Improvement by Standardization Boston Performance Improvement by Standardization 00:07:00 Boston Performance Improvement by Deeper Network Tuning Boston Performance Improvement by Deeper Network Tuning 00:05:00 Boston Performance Improvement by Wider Network Tuning Boston Performance Improvement by Wider Network Tuning 00:04:00 Save & Load the Trained Model as JSON File (Pima Indian Dataset) Save & Load the Trained Model as JSON File (Pima Indian Dataset) - Part 1 00:09:00 Save & Load the Trained Model as JSON File (Pima Indian Dataset) - Part 2 00:08:00 Save and Load Model as YAML File - Pima Indian Dataset Save and Load Model as YAML File - Pima Indian Dataset 00:05:00 Load and Predict using the Pima Indian Diabetes Model Load and Predict using the Pima Indian Diabetes Model 00:09:00 Load and Predict using the Iris Flower Multi-Class Model Load and Predict using the Iris Flower Multi-Class Model 00:08:00 Load and Predict using the Sonar Returns Model Load and Predict using the Sonar Returns Model 00:10:00 Load and Predict using the Boston Housing Regression Model Load and Predict using the Boston Housing Regression Model 00:08:00 An Introduction to Checkpointing An Introduction to Checkpointing 00:06:00 Checkpoint Neural Network Model Improvements Checkpoint Neural Network Model Improvements 00:10:00 Checkpoint Neural Network Best Model Checkpoint Neural Network Best Model 00:04:00 Loading the Saved Checkpoint Loading the Saved Checkpoint 00:05:00 Plotting Model Behavior History Plotting Model Behavior History - Introduction 00:06:00 Plotting Model Behavior History - Coding 00:08:00 Dropout Regularization - Visible Layer Dropout Regularization - Visible Layer - Part 1 00:11:00 Dropout Regularization - Visible Layer - Part 2 00:06:00 Dropout Regularization - Hidden Layer Dropout Regularization - Hidden Layer 00:06:00 Learning Rate Schedule using Ionosphere Dataset - Intro Learning Rate Schedule using Ionosphere Dataset 00:06:00 Time Based Learning Rate Schedule Time Based Learning Rate Schedule - Part 1 00:07:00 Time Based Learning Rate Schedule - Part 2 00:12:00 Drop Based Learning Rate Schedule Drop Based Learning Rate Schedule - Part 1 00:07:00 Drop Based Learning Rate Schedule - Part 2 00:08:00 Convolutional Neural Networks - Introduction Convolutional Neural Networks - Part 1 00:11:00 Convolutional Neural Networks - Part 2 00:06:00 MNIST Handwritten Digit Recognition Dataset Introduction to MNIST Handwritten Digit Recognition Dataset 00:06:00 Downloading and Testing MNIST Handwritten Digit Recognition Dataset 00:10:00 MNIST Multi-Layer Perceptron Model Development MNIST Multi-Layer Perceptron Model Development - Part 1 00:11:00 MNIST Multi-Layer Perceptron Model Development - Part 2 00:06:00 Convolutional Neural Network Model using MNIST Convolutional Neural Network Model using MNIST - Part 1 00:13:00 Convolutional Neural Network Model using MNIST - Part 2 00:12:00 Large CNN using MNIST Large CNN using MNIST 00:09:00 Load and Predict using the MNIST CNN Model Load and Predict using the MNIST CNN Model 00:14:00 Introduction to Image Augmentation using Keras Introduction to Image Augmentation using Keras 00:11:00 Augmentation using Sample Wise Standardization Augmentation using Sample Wise Standardization 00:10:00 Augmentation using Feature Wise Standardization & ZCA Whitening Augmentation using Feature Wise Standardization & ZCA Whitening 00:04:00 Augmentation using Rotation and Flipping Augmentation using Rotation and Flipping 00:04:00 Saving Augmentation Saving Augmentation 00:05:00 CIFAR-10 Object Recognition Dataset - Understanding and Loading CIFAR-10 Object Recognition Dataset - Understanding and Loading 00:12:00 Simple CNN using CIFAR-10 Dataset Simple CNN using CIFAR-10 Dataset - Part 1 00:09:00 Simple CNN using CIFAR-10 Dataset - Part 2 00:06:00 Simple CNN using CIFAR-10 Dataset - Part 3 00:08:00 Train and Save CIFAR-10 Model Train and Save CIFAR-10 Model 00:08:00 Load and Predict using CIFAR-10 CNN Model Load and Predict using CIFAR-10 CNN Model 00:16:00 RECOMENDED READINGS Recomended Readings 00:00:00