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Course Overview: In an ever-evolving job market, personal development coaching has emerged as a highly sought-after skill set, with a 45% increase in demand for personal development coaches over the past two years alone. This course offers you a unique opportunity to capitalise on this growing trend and embark on a fulfilling career path where you can make a meaningful impact on people's lives. According to recent surveys, 86% of professionals reported increased job satisfaction and productivity after working with a personal development coach. Through a series of engaging modules, you will explore the fundamentals of coaching and mentoring, delve into ethical considerations, master effective communication skills, and develop expertise in key areas such as time management, motivation, and mindset. With a curriculum carefully crafted to align with industry standards, this course is your pathway to a rewarding career in coaching. Key Features of the Course: CPD Certificate: Upon successful completion, you will receive a prestigious CPD certificate, recognising your commitment to professional development. 24/7 Learning Assistance: Benefit from round-the-clock access to our comprehensive learning resources, ensuring flexibility and convenience as you progress through the course. Who is This Course For? This course is ideal for individuals who are passionate about personal growth and are eager to make a positive impact on the lives of others. Whether you're seeking a career change or looking to enhance your existing coaching skills, this course provides the knowledge and tools necessary to succeed in the field of personal development coaching. What You Will Learn: In this course, you will embark on an enriching learning journey spanning 19 modules. Starting with an introduction to personal development coaching, you will explore the core principles of coaching and mentoring, delve into ethical considerations, and master the fundamental qualities of a coach. Besides, you will gain insights into various coaching methods, including spiritual life coaching, NLP key themes, and cognitive behavioural therapy. Additionally, you will develop essential skills such as effective communication, personal and management skills, time management, organisational skills, and presentation skills. The course also covers important topics like motivation, mindset, visualising life goals, personality development, and setting up as a coach. Why Enrol in This Course: Enrolling in the Personal Development Coach with Positive Psychology Training course offers numerous benefits. Firstly, it is a highly acclaimed and top-reviewed course, ensuring that you receive high-quality education and training. Additionally, the course has been recently updated to incorporate the latest industry trends and best practices, providing you with relevant and up-to-date knowledge. By completing this course, you will develop essential coaching skills that are in high demand, opening doors to various fulfilling career opportunities. Requirements: To enrol in this course, no prior experience or specific qualifications are required. This course welcomes individuals from all backgrounds. Career Path: Upon completing this course, you will have the skills and knowledge necessary for various career paths in the coaching industry. Some potential roles and corresponding average salaries in the UK include: Life Coach (£40,000) Personal Development Coach (£35,000) Career Coach (£45,000) Wellness Coach (£30,000) Executive Coach (£60,000) Motivational Speaker (£50,000) Mentor (£35,000) Certification: Upon completing the Personal Development Coach with Positive Psychology Training course, you will receive a CPD certificate recognised and respected within the coaching industry. Course Curriculum 1 sections • 19 lectures • 08:55:00 total length •Module 01: Introduction to Personal Development Coach: 00:19:00 •Module 02: Introduction to Coaching and Mentoring: 00:26:00 •Module 03: Aspects of Coaching and Mentoring: 00:25:00 •Module 04: Ethical Aspects of Coaching and Mentoring: 00:35:00 •Module 05: Fundamental Qualities of a Coach: 00:58:00 •Module 06: Life Coaching Methods: 00:32:00 •Module 07: Understanding Spiritual Life Coaching: 00:39:00 •Module 08: Key Themes of NLP: 00:22:00 •Module 09: Cognitive Behavioural Therapy: 00:19:00 •Module 10: Effective Communication Skills: 00:24:00 •Module 11: Personal Skills: 00:23:00 •Module 12: Management Skills: 00:26:00 •Module 13: Time Management: 00:36:00 •Module 14: Organisational Skills: 00:23:00 •Module 15: Improvement of Presentation Skills: 00:32:00 •Module 16: Motivation and Mindset: 00:25:00 •Module 17: Visualising Whole Life Goals: 00:22:00 •Module 18: Development of Personality: 00:24:00 •Module 19: Setting Up as a Coach: 00:25:00

***Unlock the Secrets of Behaviour Management: Understand Why People Do What They Do (and How to Guide Them Effectively)!*** A recent study by the National Education Association found that a significant portion of teacher stress stemmed from classroom behaviour management challenges. Behaviour management is a crucial skill for anyone working with individuals, especially in fields like education, social care, and even parenting. This course delves into the fascinating world of human behaviour, equipping you with the theoretical knowledge to understand why people behave the way they do and how to effectively promote positive behaviours. ***Want to Understand Why People Behave the Way They Do? Discover How to Manage Behaviour Effectively!*** Behaviour management challenges can be frustrating in any setting, from classrooms to workplaces and even at home. This course equips you with the theoretical foundation to navigate the complexities of human behaviour and develop effective behaviour management strategies. Learn to: Understand the fundamental concepts of human behaviour and basic psychological processes (behaviour management). Analyse the evolutionary perspective on behaviour management. Discuss the nature of human intelligence and its variations (behaviour management). Evaluate the role of learning and conditioning in behaviour modification (behaviour management). Explore the impact of emotions on cognition and behaviour management. Develop an understanding of emotional intelligence and its application in behaviour management. This Behaviour Management course provides a comprehensive theoretical foundation for understanding human behaviour and its application in behaviour management. We'll embark on a journey through the human psyche, exploring the interplay between biological, cognitive, and emotional factors that influence our actions. Module 01 lays the groundwork by examining human behaviour and basic psychological processes. We'll then delve into the evolutionary perspective on behaviour management in Module 02. Modules 03 and 04 explore human intelligence and its variations, while Module 05 sheds light on the power of learning and conditioning in shaping behaviour. Effective communication is key to successful behaviour management. Module 06 focuses on language and communication, while Modules 07 and 08 explore the world of emotions and their influence on cognition. We'll then delve into stress, anger, and conflict resolution in Module 09. The course culminates with Modules 10, 11, and 12, where we explore emotional intelligence, self-leadership, and the fascinating world of Neuro-Linguistic Programming (NLP) - all valuable tools for effective behaviour management. Behaviour Management Curriculum Breakdown of the Behaviour Management Course Course Curriculum: Module 01: Human Behaviour and Basic Psychological Process Module 02: Evolutionary Perspective of Human Behaviour Management Module 03: Human Intelligence Module 04: Intelligence Test and Variations in Intelligence Module 05: Learning and Conditioning Module 06: Language and Communication Module 07: Introduction to Emotion Module 08: Emotion Influences Cognition Module 09: Stress, Anger and Conflict Module 10: Emotional Intelligence Module 11: Self-Leadership Module 12: Neuro-Linguistic Programming (NLP) CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Behaviour Management course is ideal for: Teachers and educators seeking to create a positive and productive classroom environment (behaviour management). Social care professionals working with individuals with behavioural challenges (behaviour management). Managers and leaders looking to foster a harmonious and productive work environment (behaviour management). Parents seeking to understand and manage their children's behaviour effectively (behaviour management). Anyone interested in gaining a deeper understanding of human behaviour and its application in various settings (behaviour management). Requirements This Behaviour Management course is designed for individuals with a basic understanding of psychology. There are no prerequisites, but a willingness to engage with theoretical concepts is essential. Career path Understanding behaviour management can open doors to various rewarding careers, including: Teaching and Education Social Work Counselling and Psychotherapy Human Resources Management Childcare Leadership and Management Roles Youth Work Join us on this exciting journey of discovery and unlock the secrets to effective behaviour management! 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

Course Overview: In today's dynamic world, where interpersonal skills play a vital role in personal and professional success, the demand for individuals with expertise in emotional intelligence and human behaviour is skyrocketing. According to recent studies, job openings in counselling and related fields are projected to grow by 24% over the next decade, highlighting the immense opportunities that await those with a solid understanding of human behaviour and emotional intelligence. The Counselling Course on Emotional Intelligence and Human Behaviour will equip you with the knowledge and skills to thrive in this high-demand field. Whether you aspire to become a counsellor, human resources professional, life coach, or simply seek personal growth and development, this course offers a transformative learning experience that will broaden your understanding of the intricate complexities of human behaviour. Join now and discover the keys to fostering meaningful connections, managing emotions effectively, and thriving in a rapidly evolving world. Key Features of the Course: CPD Certification: Upon successfully completing this course, you will receive a Continuing Professional Development (CPD) certificate, recognised and valued by employers worldwide. 24/7 Learning Assistance: Our dedicated support team is available round-the-clock to assist you with any queries or challenges you may encounter during your learning journey. You can rest assured that you'll never be alone on this transformative educational path. Who is This Course For? This course is ideally suited for individuals from various backgrounds and professions who wish to enhance their understanding of human behaviour and develop essential emotional intelligence skills. This course will provide you with the tools and insights necessary to navigate the intricacies of human interaction. What You Will Learn: Throughout the Counselling Course on Emotional Intelligence and Human Behaviour, you will gain a deep understanding of the evolutionary influences that shape human behaviour and their implications in modern society. Besides, explore the concept of intelligence, including its various forms, while examining intelligence tests and variations in individual intelligence. Examine how individuals acquire new knowledge, skills, and behaviours through different learning and conditioning processes. Also, you will discover the crucial role of language in human communication and learn effective strategies for fostering meaningful connections. Explore the multifaceted nature of emotions and their impact on cognition and decision-making processes. Gain insights into the causes and effects of stress, anger, and conflict, and learn useful techniques for managing and resolving these emotional states. Moreover, develop a deep understanding of emotional intelligence and its significance in building healthy relationships, enhancing personal well-being, and achieving success. Additionally, discover the principles of self-leadership and the powerful techniques of Neuro-Linguistic Programming (NLP) to empower yourself and others for positive change. Why Enrol in This Course: Enrolling in the Counselling Course on Emotional Intelligence and Human Behaviour offers top-rated content, regular updates, high job demand, personal growth opportunities, and relevance in trending industries. Join today! Requirements: No prior experience or specific qualifications are required to enrol in this course. The content is presented in a clear and accessible manner, making it suitable for beginners and professionals alike. Career Path: Upon completing this course, you will possess valuable skills that can open doors to various rewarding careers. Some potential professions include: Counsellor (£30,000 - £45,000 per annum) Human Resources Professional (£35,000 - £60,000 per annum) Life Coach (£25,000 - £50,000 per annum) Therapist (£25,000 - £45,000 per annum) Social Worker (£25,000 - £40,000 per annum) Teacher (£24,000 - £40,000 per annum) Relationship Coach (£30,000 - £50,000 per annum) Certification: Upon completing the Counselling Course on Emotional Intelligence and Human Behaviour, you will be awarded a CPD certificate, recognised as a testament to your commitment to professional development and your acquired skills in this specialised field. Course Curriculum 13 sections • 13 lectures • 04:50:00 total length •Human Behaviour and Basic Psychological Process: 00:23:00 •Evolutionary Perspective of Human Behaviour: 00:25:00 •Human Intelligence: 00:24:00 •Intelligence Test and Variations in Intelligence: 00:22:00 •Learning and Conditioning: 00:23:00 •Language and Communication: 00:29:00 •Introduction to Emotion: 00:16:00 •Emotion Influences Cognition: 00:21:00 •Stress, Anger and Conflict: 00:42:00 •Emotional Intelligence: 00:25:00 •Self-Leadership: 00:16:00 •Neuro-Linguistic Programming (NLP): 00:24:00 •Order your Certificate: 00:00:00

Get started with Neural networks and understand the underlying concepts of Neural Networks, Convolutional Neural Networks, and Recurrent Neural Networks. This hands-on course will help you understand deep learning in detail with no prior coding or programming experience required.

Master Data Science skills using Python and real time project and go from Beginner to Super Advance level

Course Description Enrich your knowledge from the bite-sized Human Behaviour Fundamentals course. In this course, you will learn the basics of human behaviour and psychology. The course will discuss the evolutionary perspective of human behaviour in detail. You will be able to enrich your knowledge of Neuro-Linguistic Programming from the easy to follow modules. Here, you will also study the fundamentals of learning and conditioning. Enrol in this Human Behaviour Fundamentals course to prepare for a career in the relevant industry. Learning Outcomes  Learn the fundamentals of human behaviour Understand the process of learning and conditioning Familiarise with the steps of Neuro-Linguistic Programming Enrich your knowledge of language and communication How Much Do Psychologists Earn? Senior - £59,000(Apprx.) Mid Career - £36,000(Apprx.) Starting - £22,000(Apprx.) Requirements Our Human Behaviour Fundamentals is fully compatible with any kind of device. Whether you are using Windows computer, Mac, smartphones or tablets, you will get the same experience while learning. Besides that, you will be able to access the course with any kind of internet connection from anywhere at any time without any kind of limitation. Human Behaviour Fundamentals Module 01: Human Behaviour and Basic Psychological Process 00:21:00 Module 02: Evolutionary Perspective of Human Behaviour 00:23:00 Module 03: Learning and Conditioning 00:21:00 Module 04: Language and Communication 00:27:00 Module 05: Neuro-Linguistic Programming (NLP) 00:22:00 Assignment Assignment - Human Behaviour Fundamentals 00:00:00

Transform lives with our Life Coaching program. Gain the skills and insights to empower others, set goals, and overcome challenges. Enroll now to embark on a rewarding journey as a certified life coach.

Deal Price is Active! Offer Ends Soon; Hurry Up!! Are you looking to improve your current abilities or make a career move? Our unique Personal Development Course might help you get there! Expand your expertise with high-quality training - study Personal Development and get an expertly designed, great value training experience. Learn from industry professionals and quickly equip yourself with the specific knowledge and skills you need to excel in your chosen career through the Personal Development online training course. This online training course is accredited by CPD with 10 CPD points for professional development. Students can expect to complete this training course in around 09 hours. You'll also get dedicated expert assistance from us to answer any queries you may have while studying our course. The Personal Development course is broken down into several in-depth modules to provide you with the most convenient and rich learning experience possible. Upon successful completion of the course, an instant e-certificate will be exhibited in your profile that you can order as proof of your new skills and knowledge. Add these amazing new skills to your resume and boost your employability by simply enrolling on this course. You'll get a Free Student ID card by enrolling in this course. This ID card entitles you to discounts on bus tickets, movie tickets, and library cards. This training can help you to accomplish your ambitions and prepare you for a meaningful career. So, join the Personal Development course today - gear up with the essential skills to set yourself up for excellence! Learning Outcomes: Understand what personal development coaching entails Gain an awareness of NLP and how it can be used positively Learn the different aspects of coaching and mentoring Become proficient with a wide range of coaching methods Discover different ways to motivate and communicate Help others to visualise their goals and work towards them Be capable of developing self-awareness and confidence in others Know how to set up a lucrative and recognised coaching business With this comprehensive course, you can achieve your dreams and train for your ideal career. The course provides students with an in-depth learning experience that they can work through at their own pace to enhance their professional development. Start your learning journey straight away with this course and take a step toward a brighter future! Why Prefer this Course? Opportunity to earn a certificate accredited by CPD after completing this course Student ID card with amazing discounts - completely for FREE! (£10 postal charges will be applicable for international delivery) Standards-aligned lesson planning Innovative and engaging content and activities Assessments that measure higher-level thinking and skills Complete the Personal Development program in your own time, at your own pace Each of our students gets full 24/7 tutor support *** Course Curriculum *** Here is the curriculum breakdown of the course: Module 01: Introduction to Personal Development Coach Module 02: Fundamental Qualities of a Coach Module 03: Life Coaching Methods Module 04: Understanding Spiritual Life Coaching Module 05: Personal Development -Key Themes of NLP Module 06: Effective Communication Skills Module 07: Personal Skills Module 08: Management Skills Module 09: Time Management Module 10: Organisational Skills Module 11: Improvement of Presentation Skills Module 12: Motivation and Mindset Module 13: Visualising Whole Life Goals Module 14: Development of Personality Module 15: Setting Up as a Coach Assessment Process Once you have completed all the modules in the course, your skills and knowledge will be tested with an automated multiple-choice assessment. You will then receive instant results to let you know if you have successfully passed the course. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Anyone interested in learning more about this subject should take this course. This course will help you grasp the basic concepts as well as develop a thorough understanding of the subject. All are welcome to take this course. There are no prerequisites for enrolment, and you can access the course materials from any location in the world. Requirements The program does not require any prior knowledge; everyone may participate! This course is open to anyone interested in learning from anywhere in the world. Every student must be over the age of 16 and have a passion for learning and literacy. This 100% online course can be accessed from any internet-connected device, such as a computer, tablet, or smartphone. This course allows you to study at your speed and grow a quality skillset. Career path After completing this Course, you are to start your career or begin the next phase of your career in this field. Our entire course will help you to gain a position of respect and dignity over your competitors. The certificate enhances your CV and helps you find work in the field concerned. Certificates CPD Accredited Certificate Digital certificate - £10 CPD Accredited Certificate Hard copy certificate - £29 If you are an international student, then you have to pay an additional 10 GBP as an international delivery charge.

Join our Performance Coaching & Mentoring course and discover your hidden skills, setting you on a path to success in this area. Get ready to improve your skills and achieve your biggest goals. The Performance Coaching & Mentoring course has everything you need to get a great start in this sector. Improving and moving forward is key to getting ahead personally. The Performance Coaching & Mentoring course is designed to teach you the important stuff quickly and well, helping you to get off to a great start in the field. So, what are you looking for? Enrol now! You will Learn The Following Things: Learn strategies to boost your workplace efficiency. Hone your skills to help you advance your career. Acquire a comprehensive understanding of various topics and tips. Learn in-demand skills that are in high demand among UK employers This course covers the topic you must know to stand against the tough competition. The future is truly yours to seize with this Performance Coaching & Mentoring. Enrol today and complete the course to achieve a certificate that can change your career forever. Details Perks of Learning with IOMH One-to-one support from a dedicated tutor throughout your course. Study online - whenever and wherever you want. Instant Digital/ PDF certificate 100% money back guarantee 12 months access Process of Evaluation After studying the course, an MCQ exam or assignment will test your skills and knowledge. You have to get a score of 60% to pass the test and get your certificate. Certificate of Achievement After completing the Performance Coaching & Mentoring course, you will receive your CPD-accredited Digital/PDF Certificate for £5.99. To get the hardcopy certificate for £12.99, you must also pay the shipping charge of just £3.99 (UK) and £10.99 (International). Who Is This Course for? This Performance Coaching & Mentoring is suitable for anyone aspiring to start a career in relevant field; even if you are new to this and have no prior knowledge, this course is going to be very easy for you to understand.  On the other hand, if you are already working in this sector, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level.  This course has been developed with maximum flexibility and accessibility, making it ideal for people who don't have the time to devote to traditional education. Requirements There is no prerequisite to enrol in this course. You don't need any educational qualification or experience to enrol in the Performance Coaching & Mentoring course. Do note: you must be at least 16 years old to enrol. Any internet-connected device, such as a computer, tablet, or smartphone, can access this online course. Career Path The certification and skills you get from this Performance Coaching & Mentoring Course can help you advance your career and gain expertise in several fields, allowing you to apply for high-paying jobs in related sectors. Course Curriculum Module 01: Introduction to Performance Coaching Introduction to Performance Coaching 00:15:00 Module 02: The Coach/Client Relationship The Coach/Client Relationship 00:19:00 Module 03: Coaching and Mentoring Models Coaching and Mentoring Models 01:02:00 Module 04: Ethical Aspects of Coaching and Mentoring Ethical Aspects of Coaching and Mentoring 00:34:00 Module 05: Effective Communication Skill Effective Communication Skill 00:23:00 Module 06: Personal Skills Personal Skills 00:22:00 Module 07: Management Skills Management Skills 00:25:00 Module 08: Organisational Skills Organisational Skills 00:22:00 Module 09: Motivation and Mindset Motivation and Mindset 00:24:00 Module 10: Key Themes of NLP Key Themes of NLP 00:21:00 Module 11: The Relationship Between Stress and Performance: The Inverted-U Theory The Relationship Between Stress and Performance: The Inverted-U Theory 00:18:00 Module 12: Leadership Under Pressure Leadership Under Pressure 00:17:00 Module 13: Setting Up as a Coach Setting Up as a Coach 00:24:00 Assignment Assignment - Performance Coaching & Mentoring 00:00:00

Are you ready to be at the helm, steering the ship into a realm where data is the new gold? In the infinite world of data, where information spirals at breakneck speed, lies a universe rich in potential and discovery: the domain of Data Science and Visualisation. This 'Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3' course unravels the wonders of extracting meaningful insights using Python, the worldwide leading language of data experts. Harnessing the strength of Python, you'll delve deep into data analysis, experience the finesse of visualisation tools, and master the art of Machine Learning. The need to understand, interpret, and act on this data has become paramount, with vast amounts of data increasing the digital sphere. Envision a canvas where raw numbers are transformed into visually compelling stories, and machine learning models foretell future trends. This course provides a meticulous pathway for anyone eager to learn the data representation paradigms backed by Python's robust libraries. Dive into a curriculum rich with analytical explorations, visual artistry, and machine learning predictions. Learning Outcomes Understanding the foundations and functionalities of Python, focusing on its application in data science. Applying various Python libraries like NumPy and Pandas for effective data analysis. Demonstrating proficiency in creating detailed visual narratives using tools like matplotlib, Seaborn, and Plotly. Implementing Machine Learning algorithms in Python using scikit-learn, ranging from regression models to clustering techniques. Designing and executing a holistic data analysis and visualisation project, encapsulating all learned techniques. Exploring advanced topics, encompassing recommender systems and natural language processing with Python. Attaining the confidence to independently analyse complex data sets and translate them into actionable insights.   Video Playerhttps://studyhub.org.uk/wp-content/uploads/2021/03/Data-Science-and-Visualisation-with-Machine-Learning.mp400:0000:0000:00Use Up/Down Arrow keys to increase or decrease volume. Why buy this Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3? Unlimited access to the course for a lifetime. Opportunity to earn a certificate accredited by the CPD Quality Standards after completing this course. Structured lesson planning in line with industry standards. Immerse yourself in innovative and captivating course materials and activities. Assessments are designed to evaluate advanced cognitive abilities and skill proficiency. Flexibility to complete the Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3 Course at your own pace, on your own schedule. Receive full tutor support throughout the week, from Monday to Friday, to enhance your learning experience. Who is this Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3 course for? Aspiring data scientists aiming to harness the power of Python. Researchers keen to enrich their analytical and visualisation skills. Analysts aiming to add machine learning to their toolkit. Developers striving to integrate data analytics into applications. Business professionals desiring data-driven decision-making capabilities. Career path Data Scientist: £55,000 - £85,000 Per Annum Machine Learning Engineer: £60,000 - £90,000 Per Annum Data Analyst: £30,000 - £50,000 Per Annum Data Visualisation Specialist: £45,000 - £70,000 Per Annum Natural Language Processing Specialist: £65,000 - £95,000 Per Annum Business Intelligence Developer: £40,000 - £65,000 Per Annum Prerequisites This Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3 does not require you to have any prior qualifications or experience. You can just enrol and start learning. This Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3 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. Certification After studying the course materials, there will be a written assignment test which you can take at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £4.99 Original Hard Copy certificates need to be ordered at an additional cost of £8. Endorsed Certificate of Achievement from the Quality Licence Scheme Learners will be able to achieve an endorsed certificate after completing the course as proof of their achievement. You can order the endorsed certificate for only £85 to be delivered to your home by post. For international students, there is an additional postage charge of £10. Endorsement The Quality Licence Scheme (QLS) has endorsed this course for its high-quality, non-regulated provision and training programmes. The QLS is a UK-based organisation that sets standards for non-regulated training and learning. This endorsement means that the course has been reviewed and approved by the QLS and meets the highest quality standards. Please Note: Studyhub is a Compliance Central approved resale partner for Quality Licence Scheme Endorsed courses. Course Curriculum Welcome, Course Introduction & overview, and Environment set-up Welcome & Course Overview 00:07:00 Set-up the Environment for the Course (lecture 1) 00:09:00 Set-up the Environment for the Course (lecture 2) 00:25:00 Two other options to setup environment 00:04:00 Python Essentials Python data types Part 1 00:21:00 Python Data Types Part 2 00:15:00 Loops, List Comprehension, Functions, Lambda Expression, Map and Filter (Part 1) 00:16:00 Loops, List Comprehension, Functions, Lambda Expression, Map and Filter (Part 2) 00:20:00 Python Essentials Exercises Overview 00:02:00 Python Essentials Exercises Solutions 00:22:00 Python for Data Analysis using NumPy What is Numpy? A brief introduction and installation instructions. 00:03:00 NumPy Essentials - NumPy arrays, built-in methods, array methods and attributes. 00:28:00 NumPy Essentials - Indexing, slicing, broadcasting & boolean masking 00:26:00 NumPy Essentials - Arithmetic Operations & Universal Functions 00:07:00 NumPy Essentials Exercises Overview 00:02:00 NumPy Essentials Exercises Solutions 00:25:00 Python for Data Analysis using Pandas What is pandas? A brief introduction and installation instructions. 00:02:00 Pandas Introduction 00:02:00 Pandas Essentials - Pandas Data Structures - Series 00:20:00 Pandas Essentials - Pandas Data Structures - DataFrame 00:30:00 Pandas Essentials - Handling Missing Data 00:12:00 Pandas Essentials - Data Wrangling - Combining, merging, joining 00:20:00 Pandas Essentials - Groupby 00:10:00 Pandas Essentials - Useful Methods and Operations 00:26:00 Pandas Essentials - Project 1 (Overview) Customer Purchases Data 00:08:00 Pandas Essentials - Project 1 (Solutions) Customer Purchases Data 00:31:00 Pandas Essentials - Project 2 (Overview) Chicago Payroll Data 00:04:00 Pandas Essentials - Project 2 (Solutions Part 1) Chicago Payroll Data 00:18:00 Python for Data Visualization using matplotlib Matplotlib Essentials (Part 1) - Basic Plotting & Object Oriented Approach 00:13:00 Matplotlib Essentials (Part 2) - Basic Plotting & Object Oriented Approach 00:22:00 Matplotlib Essentials (Part 3) - Basic Plotting & Object Oriented Approach 00:22:00 Matplotlib Essentials - Exercises Overview 00:06:00 Matplotlib Essentials - Exercises Solutions 00:21:00 Python for Data Visualization using Seaborn Seaborn - Introduction & Installation 00:04:00 Seaborn - Distribution Plots 00:25:00 Seaborn - Categorical Plots (Part 1) 00:21:00 Seaborn - Categorical Plots (Part 2) 00:16:00 Seborn-Axis Grids 00:25:00 Seaborn - Matrix Plots 00:13:00 Seaborn - Regression Plots 00:11:00 Seaborn - Controlling Figure Aesthetics 00:10:00 Seaborn - Exercises Overview 00:04:00 Seaborn - Exercise Solutions 00:19:00 Python for Data Visualization using pandas Pandas Built-in Data Visualization 00:34:00 Pandas Data Visualization Exercises Overview 00:03:00 Panda Data Visualization Exercises Solutions 00:13:00 Python for interactive & geographical plotting using Plotly and Cufflinks Plotly & Cufflinks - Interactive & Geographical Plotting (Part 1) 00:19:00 Plotly & Cufflinks - Interactive & Geographical Plotting (Part 2) 00:14:00 Plotly & Cufflinks - Interactive & Geographical Plotting Exercises (Overview) 00:11:00 Plotly & Cufflinks - Interactive & Geographical Plotting Exercises (Solutions) 00:37:00 Capstone Project - Python for Data Analysis & Visualization Project 1 - Oil vs Banks Stock Price during recession (Overview) 00:15:00 Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 1) 00:18:00 Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 2) 00:18:00 Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 3) 00:17:00 Project 2 (Optional) - Emergency Calls from Montgomery County, PA (Overview) 00:03:00 Python for Machine Learning (ML) - scikit-learn - Linear Regression Model Introduction to ML - What, Why and Types.. 00:15:00 Theory Lecture on Linear Regression Model, No Free Lunch, Bias Variance Tradeoff 00:15:00 scikit-learn - Linear Regression Model - Hands-on (Part 1) 00:17:00 scikit-learn - Linear Regression Model Hands-on (Part 2) 00:19:00 Good to know! How to save and load your trained Machine Learning Model! 00:01:00 scikit-learn - Linear Regression Model (Insurance Data Project Overview) 00:08:00 scikit-learn - Linear Regression Model (Insurance Data Project Solutions) 00:30:00 Python for Machine Learning - scikit-learn - Logistic Regression Model Theory: Logistic Regression, conf. mat., TP, TN, Accuracy, Specificityetc. 00:10:00 scikit-learn - Logistic Regression Model - Hands-on (Part 1) 00:17:00 scikit-learn - Logistic Regression Model - Hands-on (Part 2) 00:20:00 scikit-learn - Logistic Regression Model - Hands-on (Part 3) 00:11:00 scikit-learn - Logistic Regression Model - Hands-on (Project Overview) 00:05:00 scikit-learn - Logistic Regression Model - Hands-on (Project Solutions) 00:15:00 Python for Machine Learning - scikit-learn - K Nearest Neighbors Theory: K Nearest Neighbors, Curse of dimensionality . 00:08:00 scikit-learn - K Nearest Neighbors - Hands-on 00:25:00 scikt-learn - K Nearest Neighbors (Project Overview) 00:04:00 scikit-learn - K Nearest Neighbors (Project Solutions) 00:14:00 Python for Machine Learning - scikit-learn - Decision Tree and Random Forests Theory: D-Tree & Random Forests, splitting, Entropy, IG, Bootstrap, Bagging. 00:18:00 scikit-learn - Decision Tree and Random Forests - Hands-on (Part 1) 00:19:00 scikit-learn - Decision Tree and Random Forests (Project Overview) 00:05:00 scikit-learn - Decision Tree and Random Forests (Project Solutions) 00:15:00 Python for Machine Learning - scikit-learn -Support Vector Machines (SVMs) Support Vector Machines (SVMs) - (Theory Lecture) 00:07:00 scikit-learn - Support Vector Machines - Hands-on (SVMs) 00:30:00 scikit-learn - Support Vector Machines (Project 1 Overview) 00:07:00 scikit-learn - Support Vector Machines (Project 1 Solutions) 00:20:00 scikit-learn - Support Vector Machines (Optional Project 2 - Overview) 00:02:00 Python for Machine Learning - scikit-learn - K Means Clustering Theory: K Means Clustering, Elbow method .. 00:11:00 scikit-learn - K Means Clustering - Hands-on 00:23:00 scikit-learn - K Means Clustering (Project Overview) 00:07:00 scikit-learn - K Means Clustering (Project Solutions) 00:22:00 Python for Machine Learning - scikit-learn - Principal Component Analysis (PCA) Theory: Principal Component Analysis (PCA) 00:09:00 scikit-learn - Principal Component Analysis (PCA) - Hands-on 00:22:00 scikit-learn - Principal Component Analysis (PCA) - (Project Overview) 00:02:00 scikit-learn - Principal Component Analysis (PCA) - (Project Solutions) 00:17:00 Recommender Systems with Python - (Additional Topic) Theory: Recommender Systems their Types and Importance 00:06:00 Python for Recommender Systems - Hands-on (Part 1) 00:18:00 Python for Recommender Systems - - Hands-on (Part 2) 00:19:00 Python for Natural Language Processing (NLP) - NLTK - (Additional Topic) Natural Language Processing (NLP) - (Theory Lecture) 00:13:00 NLTK - NLP-Challenges, Data Sources, Data Processing .. 00:13:00 NLTK - Feature Engineering and Text Preprocessing in Natural Language Processing 00:19:00 NLTK - NLP - Tokenization, Text Normalization, Vectorization, BoW. 00:19:00 NLTK - BoW, TF-IDF, Machine Learning, Training & Evaluation, Naive Bayes 00:13:00 NLTK - NLP - Pipeline feature to assemble several steps for cross-validation 00:09:00 Resources Resources - Data Science and Visualisation with Machine Learning 00:00:00 Order your QLS Endorsed Certificate Order your QLS Endorsed Certificate 00:00:00