The retail industry never sleeps – and neither should your knowledge. This Retail Management Course blends expert insight with case-based learning to give you a strong grasp of how the retail sector operates. Whether you're brushing up or just getting started, the course provides structured content to help you understand what truly drives sales, customer behaviour, supply chain flows, and effective merchandising in today’s fast-moving market. By learning through carefully selected case studies, you'll gain a sharper eye for what works in successful retail strategies. The course walks you through core concepts such as stock control, store layout, and customer service management, all explained in clear, actionable terms. Designed for aspiring managers, team leaders, or anyone eyeing a future in retail, it’s a flexible and engaging way to deepen your understanding—without the fluff or fancy jargon. Let’s just say, if retail had a rulebook, this would be a good place to start reading. Learning Outcomes: Gain a comprehensive understanding of the history and definition of retail management Learn effective strategies for setting up and managing a retail organisation Understand the role of intellectual capital in driving success in the retail industry Develop analytical skills for conducting SWOT and PESTLE analysis Be able to evaluate and make course corrections to a retail management strategy The "Learn with Case Study - Retail Management" course is designed to provide a comprehensive understanding of the principles and practices that underpin successful retail management. Through engaging case studies and informative modules, learners will gain insights into the history and definition of retail management, contemporary challenges facing the industry, and effective strategies for setting up and managing a retail organisation. With a particular focus on Asian markets, the course examines the role of intellectual capital in driving success and explores the analytical skills required for conducting SWOT and PESTLE analysis. By the end of the course, learners will be equipped with the knowledge and skills to evaluate and make course corrections to a retail management strategy, as well as the confidence to navigate the complex and dynamic world of retail. Whether you're an entrepreneur looking to launch your own retail venture or a seasoned professional seeking to enhance your skills, this course is a must-have for anyone interested in the retail industry. Learn with Case Study - Retail Management Course Curriculum Section 01: Introduction Case Study Introduction Section 02: Retail Management Case Study Definition and Chronology Part 1 Definition and Chronology Part 2 Definition and Chronology Part 3 Retail Management Complements Company Overview Trec Company Vision and Mission Statement Company IRIC Mileposts IRIC Milepostsmpany Continue Objective Key Observations Retail Management Strategy Pre ICM Functionality Set-up Ethos Pre ICMFS_Geo Assessment Profile Pre ICMFS PESTLE Analysis Pre ICMFS SWOT Analysis Retail Management Strategy Complements RMS The Retail Org Set-up RMS The Retail Org Set-up Continue RMS-The Intellectual Capital Management RMS-The IC Skills in Asian Outlets RMS-The IC Challenges in the Asian Sector Evaluation and Course Correction Objective realization and Impact Analysis 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 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Entrepreneurs looking to launch a retail venture Retail professionals seeking to enhance their skills Business students interested in the retail industry Marketing professionals interested in the retail industry Anyone interested in gaining a comprehensive understanding of retail management Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Retail Manager: £18,000 - £45,000 per year Merchandising Manager: £25,000 - £50,000 per year Operations Manager: £20,000 - £60,000 per year Business Development Manager: £25,000 - £70,000 per year Marketing Manager: £30,000 - £80,000 per year 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.
Learn the essence of Chinese cuisine with our Chinese Cooking Training course. From basics to classics, discover the history, techniques, and flavours of Chinese cooking. Perfect for chefs, foodies, and anyone passionate about Chinese culture.
Salon Management: Salon Management Course Online Our Salon Management: Salon Management Course teaches the art of running a beauty therapy salon. For effective beauty therapy salon management, qualified beauticians in the Salon Management: Salon Management Course industry must also have some managerial skills. This Salon Management: Salon Management Course is designed for learners who are interested in running or starting a business of salon. This Salon Management: Salon Management Course provides candidates a thorough understanding of salon management. This course will teach you how to hire and train employees, deal with clients, build effective relationships with employees and clients, motivate employees, understand client psychology, and manage your time effectively. In addition, the Salon Management: Salon Management Course teaches you how to effectively market and advertise your salon services, as well as how to acquire new clients. Expand your knowledge with high-quality training, enrol in our Salon Management: Salon Management Course for an expertly designed, great-value training experience. Through this Salon Management: Salon Management Course, you can learn from industry experts and quickly equip yourself with the specific knowledge and skills you need to excel in your chosen career. 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Assessment results are generated automatically and instantly. 24/7 support is available via live chat, phone call, or email. Free PDF certificate after completing the Salon Management: Salon Management Course. Main Course: Salon Management Course Course Free courses included with Salon Management Course Course Course 01: Level 5 Personal Development Course 02: Anger Management Course 03: Negotiation Skills Course 04: Communication Skills [ Note: Free PDF certificate as soon as completing Salon Management: Salon Management Course] Salon Management: Salon Management Course Online This Salon Management: Salon Management Course consists of 10 modules. Course Curriculum of Salon Management: Salon Management Course Module 01: An Overview of Salon Management Module 02: Fundamental Steps of Salon Management Module 03: The Principles of Health and Safety in the Salon Module 04: Maintaining Health and Safety Requirements Within the Salon Module 05: Attracting Salon Clients Module 06: Marketing, Advertising and Promotion Module 07: Understanding Body Language Module 08: Formula for Success Module 09: Promoting the Business Further Module 10: Building Relationships for Success in Sales Assessment Method of Salon Management: Salon Management Course After completing Salon Management: Salon Management Course, you will get quizzes to assess your learning. You will do the later modules upon getting 60% marks on the quiz test. Apart from this, you do not need to sit for any other assessments. Certification of Salon Management: Salon Management Course After completing the Salon Management: Salon Management Course, you can instantly download your certificate for FREE. The hard copy of the certification will also be delivered to your doorstep via post, which will cost £13.99. Who is this course for? Salon Management: Salon Management Course Online The Salon Management: Salon Management Course is ideal for those who are interested in beauty therapy and Salon Management: Salon Management Course. Professional men and women working in beauty salons can benefit from this Salon Management: Salon Management Course by expanding their knowledge and skills. Requirements Salon Management: Salon Management Course Online To enrol in this Salon Management: Salon Management Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Salon Management: Salon Management Course. Be energetic and self-motivated to complete our Salon Management: Salon Management Course. Basic computer Skill is required to complete our Salon Management: Salon Management Course. If you want to enrol in our Salon Management: Salon Management Course, you must be at least 15 years old. Career path Salon Management: Salon Management Course Online After completing the Salon Management: Salon Management Course, learners can advance to the next level of salon management courses. This Salon Management: Salon Management Course also allows learners to start their own beauty therapy and salon management businesses.
Massage Therapy: Massage Therapy Course Online A Massage Therapy: Massage Therapy Course can be the best option for those who enjoy helping others and want to use their knowledge of the body to help people relax through various massaging techniques. This Massage Therapy: Massage Therapy Course teaches people how to perform various massage techniques. Massage Therapy: Massage Therapy Course is the art of relaxing the body's muscles by applying pressure in various ways. This is frequently beneficial in the treatment of pain, chronic conditions, stress, and relaxation. This exclusive Massage Therapy: Massage Therapy Course can lead you to a financially rewarding Massage Therapy career while also assisting others in living stress-free and healthy lifestyles. As more people appreciate the relief provided by Massage Therapy: Massage Therapy Course specialists, job opportunities in this field are expanding. Now is the best time to establish yourself in the massage therapy sector. Our Massage Therapy: Massage Therapy Course provides learners in-depth knowledge of basic and advanced massaging techniques. This Massage Therapy: Massage Therapy Course is for anyone who wants a career in the massage therapy industry. You will find the course very easy to use and understand. The Massage Therapy: Massage Therapy Course is broken down into ten easy to understand modules, each one providing you with valuable information you can start using in the workplace without delay. Why choose this Massage Therapy: Massage Therapy Course from the School of Health Care? Self-paced course, access available from anywhere in the world. High-quality study materials that are easy to understand. Massage Therapy: Massage Therapy Course developed by industry experts. After each module, there will be an MCQ quiz to assess your learning. Assessment results are generated automatically and instantly. 24/7 support is available via live chat, phone call, or email. Free PDF certificate after completing the Massage Therapy: Massage Therapy Course. Courses you will get with this Massage Therapy with Cupping Course: Course 01: Massage Therapy Course 02: Cupping Therapy Course 03: Aromatherapy Course 04: Sports Massage [ Note: Free PDF certificate as soon as completing the Massage Therapy with Cupping Course] Massage Therapy: Massage Therapy Course Online This Massage Therapy: Massage Therapy Course consists of 17 modules. Course Curriculum of Massage Therapy: Massage Therapy Course Module 01: What Is Massage? Module 02: The Importance of Touch Module 03: Getting Started Module 04: Basic Massage Strokes Module 05: Applying the Strokes: Back Module 06: Applying the Strokes: Front Module 07: Understanding and Relieving Stress Module 08: Finding a Professional Therapist Module 09: Self-Massage Module 10: Chair Massage Module 11: Pregnancy and Massage Module 12: Infant Massage Module 13: Sports Massage Module 14: Massage and Aging Module 15: Massage Routines for Symptomatic Relief Module 16: Trigger Point Therapy Module 17: Specialized Massage and Bodywork Techniques Assessment Method of Massage Therapy with Cupping Course After completing Massage Therapy with Cupping Course, you will get quizzes to assess your learning. You will do the later modules upon getting 60% marks on the quiz test. Apart from this, you do not need to sit for any other assessments. Certification of Massage Therapy: Massage Therapy Course After completing the Massage Therapy with Cupping Course, you can instantly download your certificate for FREE. The hard copy of the certification will also be delivered to your doorstep via post, which will cost £13.99. Who is this course for? Massage Therapy with Cupping Course Online This Massage Therapy: Massage Therapy Course is suitable for anyone who wants to start a new career in Massage Therapy: Massage Therapy Course and gain relevant skills. This Massage Therapy: Massage Therapy Course is also suitable for anyone interested in gaining in-demand massage therapy skills to help launch a career as a Massage Therapy: Massage Therapy Course personnel or improve their business aptitude. Requirements Massage Therapy with Cupping Course Online To enrol in this Massage Therapy: Massage Therapy Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Massage Therapy: Massage Therapy Course. Be energetic and self-motivated to complete our Massage Therapy: Massage Therapy Course. Basic computer Skill is required to complete our Massage Therapy: Massage Therapy Course. If you want to enrol in our Massage Therapy: Massage Therapy Course, you must be at least 15 years old. Career path Massage Therapy with Cupping Course Online The knowledge and skills you will gain through this Massage Therapy: Massage Therapy Course may lead you to a variety of career opportunities. Such as: Sports Massage Therapist Professional Massage Therapist Spa Therapist Holistic Therapist chiropractors Massage clinics. Corporate massage Day spas and resorts
Level 5 Massage Therapy: Lymphatic Drainage, Reflexology, Skincare & Physiotherapy ➽➽➽ Latest Updated (21 November 2024) Get enrolled in a Massage Therapy Course to learn the healing touch art! Welcome to the wonderful world of massage therapy! This Massage Therapy Course is an ideal choice if you wish to increase your Massage Therapy knowledge and aptitudes. Massage Therapy is one of the most popular courses. Because it allows you to learn about Massage Therapy from industry professionals and advance your professional skills. This Massage Therapy course will prepare you for the job market. This Massage Therapy Course will introduce you to a variety of methods and applications for physical and emotional well-being. The massage therapy course will provide you with a thorough grasp of the many methods and advantages of massage therapy. Your massage therapy journey will teach you how to give a full-body chair massage using suitable strokes and pressure to reduce stress and promote relaxation. Furthermore, the massage therapy course will teach you how to locate trigger points. Massage therapy teaches people how to release knots and tension in their muscles, promote pain alleviation, and improve range of motion. Aside from the actual methods, taking a Massage Therapy Course will teach you how to start and advertise your own chair massage therapy business, identify target consumers, and establish a strong internet presence. Throughout the massage therapy programmed, you will practice good communication and interpersonal skills in order to establish trust and long-term relationships with customers. Massage therapy classes will also provide a chance to promote repeat business and favorable referrals. Courses you will get with this Level 5 Massage Therapy: Lymphatic Drainage, Reflexology, Skincare & Physiotherapy - Course: Course 01: Massage Therapy Course 02: Level 3 Certificate In Sports Massage Therapy Course 03: Aromatherapy Course 04: Lymphatic Drainage Massage Course 05: Physiotherapy Training Course 06: Skincare Course 07: Reflexology [ Note: Free PDF certificate as soon as completing the Level 5 Massage Therapy: Lymphatic Drainage, Reflexology, Skincare & Physiotherapy course] Level 5 Massage Therapy: Lymphatic Drainage, Reflexology, Skincare & Physiotherapy - Course Online This Massage Therapy: Massage Therapy course consists of 17 modules. Course Curriculum of Level 5 Massage Therapy: Massage Therapy Course Module 01: What Is Massage? Module 02: The Importance of Touch Module 03: Getting Started Module 04: Basic Massage Strokes Module 05: Applying the Strokes: Back Module 06: Applying the Strokes: Front Module 07: Understanding and Relieving Stress Module 08: Finding a Professional Therapist Module 09: Self-Massage Module 10: Chair Massage Module 11: Pregnancy and Massage Module 12: Infant Massage Module 13: Sports Massage Module 14: Massage and Aging Module 15: Massage Routines for Symptomatic Relief Module 16: Trigger Point Therapy Module 17: Specialized Massage and Bodywork Techniques Assessment Method of Massage Therapy: Massage Therapy - Course After completing Level 5 Massage Therapy: Lymphatic Drainage, Reflexology, Skincare & Physiotherapy Course, you will get quizzes to assess your learning. You will do the later modules upon getting 60% marks on the quiz test. Certification of Massage Therapy: Massage Therapy - Course After completing the Level 5 Massage Therapy: Lymphatic Drainage, Reflexology, Skincare & Physiotherapy - course, you can instantly download your certificate for FREE. Who is this course for? Level 5 Massage Therapy: Lymphatic Drainage, Reflexology, Skincare & Physiotherapy Course Online This Level 5 Massage Therapy: Lymphatic Drainage, Reflexology, Skincare & Physiotherapy Course is suitable for anyone who wants to start a new career in Therapy Massage and gain relevant skills. Special Note: Our Level 5 Massage Therapy: Lymphatic Drainage, Reflexology, Skincare & Physiotherapy - course is not a regulated course. If you prefer to get qualified, you can look at the following options: Level 3 Diploma in Massage Therapy for Sports (RQF) Level 3 Diploma in Sports Massage Therapy (RQF) Level 4 Certificate in Massage Therapy for Sports (RQF) Level 4 Certificate in Sports Massage Therapy (RQF) Level 4 Diploma in Massage Therapy for Sports (RQF) Level 3 NVQ Diploma in Beauty Therapy - Massage (RQF) Requirements Level 5 Massage Therapy: Lymphatic Drainage, Reflexology, Skincare & Physiotherapy Course Online To enrol in this Level 5 Massage Therapy: Lymphatic Drainage, Reflexology, Skincare & Physiotherapy Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Massage Therapy: Massage Therapy Course. Be energetic and self-motivated to complete our Massage Therapy: Skincare Course. Basic computer Skill is required to complete our Massage Therapy: Skincare Course. If you want to enrol in our Massage Therapy: Skincare Course, you must be at least 15 years old. Career path Level 5 Massage Therapy: Lymphatic Drainage, Reflexology, Skincare & Physiotherapy Course Online Candidates who successfully complete our Level 5 Massage Therapy: Lymphatic Drainage, Reflexology, Skincare & Physiotherapy Course may open a wide range of career opportunities,
Business Analysis: Business Analysis Course Online Introducing Business Analysis: Business Analysis Course "Empowering the Next Generation" Online course! This Business Analysis: Business Analysis Course provides a thorough introduction to the primary functions and objectives of business analysis activities. Learn about the business analyst's main duties and responsibilities, as well as the six primary phases of the business analysis process, the art of effective business process improvement, and how to perform a gap analysis. Whether you are looking for a promotion or a major career change, this Business Analysis: Business Analysis Course could make all the difference. Business Analysis: Business Analysis Course are responsible for implementing positive change at all levels of an organisation. The business analyst, appointed by both employers and stakeholders, must establish objectives (financial or otherwise) and oversee the creation and implementation of solutions. Ultimately, they work with complex business intelligence data to continuously improve performance and profitability. To become a skilled business analyst is to become one of the most in-demand commodities for employers and decision-makers worldwide. Why choose this Business Analysis: Business Analysis Course from the School of Health Care? Self-paced Business Analysis: Business Analysis Course, access available from anywhere in the world. High-quality study materials that are easy to understand. Business Analysis: Business Analysis Course developed by industry experts. After each module, there will be an MCQ quiz to assess your learning. Assessment results are generated automatically and instantly. 24/7 support is available via live chat, phone call, or email. Free PDF certificate after completing the Business Analysis: Business Analysis Course. Main Course: Level 5 Diploma in Business Analysis Course Free Courses included with Business Analysis: Business Analysis Course: Course 01: Diploma in Risk Management Course 02: Level 3 Business Administration [ Note: Free PDF certificate as soon as completing Business Analysis: Business Analysis Course] Business Analysis: Business Analysis Course Online This Business Analysis: Business Analysis Course consists of 12 modules. Learning Objectives After completing the Business Analysis: Business Analysis Course, you will be able to - Gain a thorough understanding of a Business Analyst. Discover what it takes to be a Business Analyst. Determine the difference between a Business Analyst and a System Analyst. Examine the methods for collecting data. Choose the most effective solution. Recognize the function of a product champion. Course Curriculum of Business Analysis: Business Analysis Course Module 01: What is a Business Analyst? Module 02: What Makes a Good Business Analyst? Module 03: Roles of the Business Analyst Module 04: The Business Analyst and the Solution Team Module 05: Define the Problem Module 06: Vision Phase Module 07: Process Phase - Gather The Information Module 08: Process Phase - Determine the Solution Module 09: Process Phase - Write the Solution Document Module 10: Production Phase - Producing the Product Module 11: Production Phase - Monitor the Product Module 12: Confirmation Stage Assessment Method of Business Analysis: Business Analysis Course After completing Business Analysis: Business Analysis Course, you will get quizzes to assess your learning. You will do the later modules upon getting 60% marks on the quiz test. Apart from this, you do not need to sit for any other assessments. Certification of Business Analysis: Business Analysis Course After completing the Business Analysis: Business Analysis Course, you can instantly download your certificate for FREE. The hard copy of the certification will also be delivered to your doorstep via post, which will cost £13.99. Who is this course for? Business Analysis: Business Analysis Course Online This Business Analysis: Business Analysis Course is suitable for anyone looking to take a current or prospective career in business to the next level. Requirements Business Analysis: Business Analysis Course Online To enrol in this Business Analysis: Business Analysis Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Business Analysis: Business Analysis Course. Be energetic and self-motivated to complete our Business Analysis: Business Analysis Course. Basic computer Skill is required to complete our Business Analysis: Business Analysis Course. If you want to enrol in our Business Analysis: Business Analysis Course, you must be at least 15 years old. Career path Business Analysis: Business Analysis Course Online A Business Analysis: Business Analysis Course could prepare you for a successful career in almost any business setting. The following are typical job titles in the field of business analysis: Business Analyst Functional Analyst Product Manager Systems Analyst IT Business Analyst Usability Analyst Business Consultant
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
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