496 Ecosystem courses

The course helps you learn Snowflake from scratch and explore a few of its important features. You will build automated pipelines with Snowflake and use the AWS cloud with Snowflake as a data warehouse. You will also explore Snowpark to be worked on the data pipelines.

Dive into the world of sparkling pools with our course, "Effective Pool Cleaning and Maintenance Techniques." From the ancient Roman baths to modern-day luxurious resorts, the art of maintaining clean waters has stood the test of time. Unleash your potential and tap into the endless opportunities in the thriving pool industry by mastering the essential knowledge. Learning Outcomes: Acquire a comprehensive knowledge of pool maintenance equipment and its effective utilisation. Develop a thorough understanding of cleaning techniques to ensure a pristine and hygienic pool environment. Master the art of maintaining the chemical balance of pool water, ensuring optimal safety and clarity. Learn effective strategies for maintaining water quality, and keeping the pool free from contaminants. Gain the skills to troubleshoot common pool maintenance issues and implement appropriate solutions. Immerse yourself in the world of pool maintenance and become a pool cleaner with our comprehensive course. Designed for enthusiasts and aspiring professionals, "Effective Pool Cleaning and Maintenance Techniques" offers a deep dive into the fascinating realm of pool care. From residential pools to expansive aquatic centres, pools play a central role in leisure, fitness, and relaxation. In this course, you will explore the essential knowledge and techniques required to maintain crystal-clear waters. Delve into the intricate workings of pool maintenance equipment, from filters to pumps, understanding their critical roles in the pool ecosystem. Discover the secrets behind efficient cleaning methods that will leave your pool sparkling and inviting. Dive into the realm of water chemistry as you learn to strike the perfect balance, ensuring optimal safety and comfort for swimmers. Explore strategies for maintaining water quality, combating algae growth, and eliminating harmful bacteria. Whether you're an avid pool owner seeking to enhance your maintenance skills or someone aspiring to pursue a career in the pool industry, this course provides the necessary foundation. Elevate your understanding and become a trusted pool expert in demand. Join us on this educational journey to master the art of pool cleaning and maintenance, unlocking a world of possibilities in this thriving industry. Certification Upon completion of the course, learners can obtain a certificate as proof of their achievement. You can receive a £4.99 PDF Certificate sent via email, a £9.99 Printed Hardcopy Certificate for delivery in the UK, or a £19.99 Printed Hardcopy Certificate for international delivery. Each option depends on individual preferences and locations. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This course is ideal for: Pool owners seeking to enhance their pool maintenance knowledge. Individuals interested in pursuing a career in the pool industry. Maintenance personnel responsible for pool care in recreational facilities. Swimming instructors or lifeguards looking to expand their expertise. Career path Pool Maintenance Technician: £18,000 - £26,000 per annum. Pool Operator/Supervisor: £20,000 - £30,000 per annum. Pool Maintenance Manager: £28,000 - £45,000 per annum. Facility Maintenance Technician: £20,000 - £28,000 per annum. Water Treatment Specialist: £25,000 - £35,000 per annum. Aquatics Director: £35,000 - £55,000 per annum.

The world of Ecommerce Management is a thriving and dynamic landscape with countless opportunities waiting to be seized. From small businesses to multinational corporations, the potential for growth and success is virtually limitless. But with so many players in the game, how can you stand out from the crowd? The answer lies in mastering the art of Ecommerce Management. Picture yourself at the helm of a thriving online store, with a loyal customer base and sky-high sales figures. Imagine having the skills and knowledge to navigate the complex world of Ecommerce Management with ease, from crafting a winning strategy to analysing user data and beyond. With our Ecommerce Management, that dream can become a reality. Learning Outcome: Upon completion of this Ecommerce Management course, you are expected to - Develop a comprehensive Ecommerce Management strategy for business growth. Implement effective customer service practices to enhance satisfaction and loyalty. Create engaging content that resonates with target audiences. Utilise social networks to maximise brand exposure and customer engagement. Analyse Ecommerce Management data to make informed business decisions. E-commerce Management is an all-encompassing course that equips individuals with the essential skills and knowledge to thrive in the dynamic world of online businesses. With a comprehensive curriculum spanning 10 modules, this course provides a deep dive into every aspect of Ecommerce Management, ensuring learners gain a holistic understanding of the field. From laying the foundation in Module 1 with an introduction to e-commerce and its ecosystem to exploring advanced topics such as e-commerce strategy, customer service, content planning, social media utilisation, and analytics, each module is carefully designed to provide insights and actionable strategies. Learners will develop the ability to create engaging content, leverage social networks, implement effective customer service practices, and make data-driven decisions to drive business growth and success. Whether you're an aspiring e-commerce entrepreneur, a marketing professional looking to enhance your Ecommerce Management skills, or a business owner aiming to expand your online presence, Ecommerce Management is the ideal course for you. Join us on this transformative learning journey and unlock the potential of the ever-expanding E-commerce Management industry Certification Upon completion of the course, learners can obtain a certificate as proof of their achievement. You can receive a £4.99 PDF Certificate sent via email, a £9.99 Printed Hardcopy Certificate for delivery in the UK, or a £19.99 Printed Hardcopy Certificate for international delivery. Each option depends on individual preferences and locations. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This E-commerce Management course is suitable for, Aspiring e-commerce entrepreneurs looking to launch successful online businesses. Marketing professionals seeking to enhance their skills in the Ecommerce Management field. Business owners aiming to expand their operations into the online realm. Career path E-commerce Manager: £35,000 - £60,000 per year Digital Marketing Specialist: £25,000 - £45,000 per year Ecommerce Management Consultant: £40,000 - £70,000 per year Online Merchandiser: £25,000 - £40,000 per year Customer Experience Manager: £30,000 - £55,000 per year

Corporate Finance with Credit Control Diploma Step into the nuanced world of Corporate Finance and Credit Control with this meticulously designed course. In an era where robust financial management is indispensable, understanding Credit Control within Corporate Finance is critical. The course aims to equip you with the analytical tools and financial acumen necessary for effective decision-making and risk mitigation. Learning Outcomes: Gain a comprehensive understanding of the purpose and functionality of Credit Control. Learn to interpret and utilize Cash Flow Statements in Credit Control contexts. Master the art of Financial Reporting specifically for Credit Control. Acquire skills in Credit Analysis for robust financial planning. Dive into the Corporate Finance Masterclass to understand the larger financial ecosystem. Familiarize yourself with the factors contributing to Financial Collapse. More Benefits: LIFETIME access Device Compatibility Free Workplace Management Toolkit Key Modules from Corporate Finance with Credit Control Diploma: Purpose of Credit Control: Lay the foundation by understanding why Credit Control is pivotal in Corporate Finance. Cash Flow Statements in Credit Control: Learn to read and analyse Cash Flow Statements, enabling you to make informed decisions in Credit Control. Financial Reporting and Credit Control: Integrate the fundamentals of financial reporting into your Credit Control skillset, thereby enhancing your market readiness. Credit Analysis: Get hands-on training in Credit Analysis, which allows you to evaluate creditworthiness and risks effectively. Corporate Finance Masterclass: Broaden your understanding of Corporate Finance, aligning it with the specialised skills you've acquired in Credit Control. Financial Collapse: Study the anatomy of financial meltdowns to identify red flags and preemptively exercise Credit Control measures.

Highlights of the Course Course Type: Online Learning Duration: 1 to 2 hours Tutor Support: Tutor support is included Customer Support: 24/7 customer support is available Quality Training: The course is designed by an industry expert Recognised Credential: Recognised and Valuable Certification Completion Certificate: Free Course Completion Certificate Included Instalment: 3 Installment Plan on checkout What you will learn from this course? Gain comprehensive knowledge about digital advertising and marketing Understand the core competencies and principles of digital advertising and marketing Explore the various areas of digital advertising and marketing Know how to apply the skills you acquired from this course in a real-life context Become a confident and expert digital marketer Digital Advertising and Marketing 101: The Complete Guide Course Master the skills you need to propel your career forward in digital advertising and marketing. This course will equip you with the essential knowledge and skillset that will make you a confident digital marketer and take your career to the next level. This comprehensive digital advertising and marketing course is designed to help you surpass your professional goals. The skills and knowledge that you will gain through studying this digital advertising and marketing course will help you get one step closer to your professional aspirations and develop your skills for a rewarding career. This comprehensive course will teach you the theory of effective digital advertising and marketing practice and equip you with the essential skills, confidence and competence to assist you in the digital advertising and marketing industry. You'll gain a solid understanding of the core competencies required to drive a successful career in digital advertising and marketing. This course is designed by industry experts, so you'll gain knowledge and skills based on the latest expertise and best practices. This extensive course is designed for digital marketer or for people who are aspiring to specialise in digital advertising and marketing. Enrol in this digital advertising and marketing course today and take the next step towards your personal and professional goals. Earn industry-recognised credentials to demonstrate your new skills and add extra value to your CV that will help you outshine other candidates. Who is this Course for? This comprehensive digital advertising and marketing course is ideal for anyone wishing to boost their career profile or advance their career in this field by gaining a thorough understanding of the subject. Anyone willing to gain extensive knowledge on this digital advertising and marketing can also take this course. Whether you are a complete beginner or an aspiring professional, this course will provide you with the necessary skills and professional competence, and open your doors to a wide number of professions within your chosen sector. Entry Requirements This digital advertising and marketing course has no academic prerequisites and is open to students from all academic disciplines. You will, however, need a laptop, desktop, tablet, or smartphone, as well as a reliable internet connection. Assessment This digital advertising and marketing course assesses learners through multiple-choice questions (MCQs). Upon successful completion of the modules, learners must answer MCQs to complete the assessment procedure. Through the MCQs, it is measured how much a learner could grasp from each section. In the assessment pass mark is 60%. Why you should train with Study Plex? At Study Plex, you will have the chance to build social, technical and personal skills through a combination of extensive subjects tailored according to your interest. Along with receiving comprehensive knowledge and transferable skills, there are even more reasons o be involved with us, which include: Incredible Customer Support: We offer active customer service in the form of live chat, which you can access 24/7 Expert Tutor Support: You'll have access to our devoted and dedicated tutor support with all of our courses whenever you need it. Price Justified by Quality: We ensure that you will have the best experience possible for the price you are paying for the course. Money-back Guarantee: We provide a money-back guarantee if you are not satisfied with the course's quality. There is a 14-day time limit on this option (according to the terms and conditions). Instalment Facility: If your course costs more than £50, you can pay in three instalments using the instalment option. Satisfaction Guarantee: Our courses are designed to meet your demands and expectations by all means. Recognised Accreditation This course is accredited by continuing professional development (CPD). CPD UK is globally recognised by employers, professional organisations, and academic institutions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. What is CPD? Employers, professional organisations, and academic institutions all recognise CPD, therefore a credential from CPD Certification Service adds value to your professional goals and achievements. Benefits of CPD Improve your employment prospects Boost your job satisfaction Promotes career advancement Enhances your CV Provides you with a competitive edge in the job market Demonstrate your dedication Showcases your professional capabilities What is IPHM? The IPHM is an Accreditation Board that provides Training Providers with international and global accreditation. The Practitioners of Holistic Medicine (IPHM) accreditation is a guarantee of quality and skill. Benefits of IPHM It will help you establish a positive reputation in your chosen field You can join a network and community of successful therapists that are dedicated to providing excellent care to their client You can flaunt this accreditation in your CV It is a worldwide recognised accreditation What is Quality Licence Scheme? This course is endorsed by the Quality Licence Scheme for its high-quality, non-regulated provision and training programmes. The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. Benefits of Quality License Scheme Certificate is valuable Provides a competitive edge in your career It will make your CV stand out Course Curriculum Introduction Welcome to the Course 00:03:00 Introduction to Digital Ads Introduction Part 1 - The IAB, Banner Ads, Video Ads and Rich Media 00:11:00 Introduction Part 2 - Custom, Skins, Social Media, Audio Ads, And Search 00:09:00 The Digital Advertising Ecosystem Digital Ecosystem Part 1 - Publisher direct, exchanges, networks, DSPs & ATDs 00:11:00 How DSPs, SSPs, Exchanges, Networks, and publishers all work together 00:07:00 Buying The Ads Buying Digital Ads - How to buy digital ads, price ranges, process and more 00:12:00 Ad Targeting Ad Targeting - Contextual, behavioral, demographic, geographic & more 00:08:00 Ad Serving What is an ad server. DoubleClick, DFP, DFA, third party ad servers, etc. 00:03:00 Illustration of how ad serves work 00:03:00 Reporting Digital Advertising Reporting Overview - Impressions, Clicks, CTR, CPC, & more 00:03:00 Course Review Final course review and Thank You. 00:04:00 Obtain Your Certificate Order Your Certificate of Achievement 00:00:00 Get Your Insurance Now Get Your Insurance Now 00:00:00 Feedback Feedback 00:00:00

Unlock the future of sustainable mobility with EnergyEdge. Explore EV battery design and charger technology in our comprehensive training program. Join now!

Level 4 QLS Diploma | FREE QLS Endorsed Certificate | 10 CPD Courses & Certificates | 220 CPD Points | CPD Accredited

Are you looking to enhance your Environmental Management skills? If yes, then you have come to the right place. Our comprehensive course on Environmental Management will assist you in producing the best possible outcome by mastering the Environmental Management skills. The Environmental Management course is for those who want to be successful. In the Environmental Management course, you will learn the essential knowledge needed to become well versed in Environmental Management. Our Environmental Management course starts with the basics of Environmental Management and gradually progresses towards advanced topics. Therefore, each lesson of this Environmental Management course is intuitive and easy to understand. Why would you choose the Environmental Management course from Compliance Central: Lifetime access to Environmental Management course materials Full tutor support is available from Monday to Friday with the Environmental Management course Learn Environmental Management skills at your own pace from the comfort of your home Gain a complete understanding of Environmental Management course Accessible, informative Environmental Management learning modules designed by experts Get 24/7 help or advice from our email and live chat teams with the Environmental Management bundle Study Environmental Management in your own time through your computer, tablet or mobile device. A 100% learning satisfaction guarantee with your Environmental Management Course Improve your chance of gaining in demand skills and better earning potential by completing the Environmental Management Environmental Management Curriculum Breakdown of the Environmental Management Course Module 01: Environment and Ecology Module 02: Environmental Issues Module 03: Environmental Planning Module 04: Environmental Management System Module 05: Ecosystem Management Module 06: Environmental Law and Policy Module 07: Improving Environmental Performance Module 08: Environmental Management Audit Module 09: Situational Environmental Management Module 10: Review and Performance CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The Environmental Management course helps aspiring professionals who want to obtain the knowledge and familiarise themselves with the skillsets to pursue a career in Environmental Management. It is also great for professionals who are already working in Environmental Management and want to get promoted at work. Requirements To enrol in this Environmental Management course, all you need is a basic understanding of the English Language and an internet connection. Career path The Environmental Management course will enhance your knowledge and improve your confidence in exploring opportunities in various sectors related to Environmental 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

In the dynamic world of retail and global trade, the recent shift towards digitalisation has made the skills in retail training, import/export, and visual merchandising more crucial than ever. With the retail sector projected to grow exponentially, professionals equipped with comprehensive knowledge in these areas are in high demand. This Retail Training, Import/Export, Visual Merchandising QLS Endorsed Diploma bundle is meticulously designed to cater to the evolving needs of the industry, ensuring that learners are well-versed in the theoretical underpinnings necessary to thrive in these sectors. This exclusive Retail Training, Import/Export, Visual Merchandising bundle combines QLS Endorsed Courses and CPD QS Accredited Courses, covering a wide spectrum from Retail Training, Import/Export, to Visual Merchandising, and more, aiming to enhance your career in multiple facets of the business world. With this Retail Training, Import/Export, Visual Merchandising package, you're not just learning about the core aspects of retail and global trade but also enhancing your personal development and career growth with guided courses focused on pivotal skills for professional success. QLS Endorsed Courses: Course 01: Certificate in Retail Training at QLS Level 3 Course 02: Certificate in Visual Merchandising at QLS Level 3 Course 03: Diploma in Import/Export at QLS Level 4 CPD QS Accredited Courses: Course 04: Logistic Management Course 05: Purchase Ledger Course 06: Store Assistant Course 07: Commercial Management Course 08: Merchandising Course 09: Operations Management Course 10: Supply Chain Management Course 11: Warehouse Safety Take your career to the next level with our bundle that includes technical courses and five guided courses focused on personal development and career growth. Course 12: Career Development Plan Fundamentals Course 13: CV Writing and Job Searching Course 14: Networking Skills for Personal Success Course 15: Ace Your Presentations: Public Speaking Masterclass Course 16: Decision Making and Critical Thinking Seize this opportunity to elevate your career with our comprehensive bundle, endorsed by the prestigious QLS and accredited by CPD. With industry-specific knowledge and essential career skills, you'll be well-equipped to make your mark in the Retail Training, Import/Export, Visual Merchandising QLS Endorsed Diploma. Learning Outcomes Gain a thorough understanding of the theoretical foundations of retail training, import/export, and visual merchandising. Develop key insights into logistic management, purchase ledger operations, and the role of a store assistant. Acquire knowledge in commercial and operations management, supply chain dynamics, and the essentials of merchandising across Retail Training, Import/Export, Visual Merchandising course. Understand warehouse safety protocols and the importance of safety in the logistics and supply chain environment. Enhance personal development skills including CV writing, job searching, networking, public speaking, decision-making, and critical thinking. Prepare for a successful career in retail, merchandising, and international trade with a comprehensive skill set through Retail Training, Import/Export, Visual Merchandising course. The Retail Training, Import/Export, Visual Merchandising bundle is an unparalleled collection of courses designed to provide learners with an extensive overview of the theoretical aspects of retail management, global trade practices, and effective merchandising strategies. Through this Retail Training, Import/Export, Visual Merchandising diploma, learners will explore the complexities of logistic management, the intricacies of purchase ledgers, and the critical role of store assistants in the retail ecosystem. The Retail Training, Import/Export, Visual Merchandising bundle further delves into commercial management, operations, and the nuances of supply chain management, offering insights into effective warehouse safety and merchandising techniques. Furthermore, this Retail Training, Import/Export, Visual Merchandising bundle equips learners with essential skills for personal development and career advancement. From creating impactful career development plans to mastering the art of CV writing and job searching, this Retail Training, Import/Export, Visual Merchandising bundle covers it all. Networking skills, public speaking masterclasses, and courses on decision-making and critical thinking are integrated to ensure learners are well-prepared for the professional world. CPD 160 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Retail Training, Import/Export, Visual Merchandising course is perfect for: Individuals looking to begin or advance their careers in retail management, visual merchandising, or import/export sectors. Professionals in the logistics, supply chain, or commercial management fields seeking theoretical knowledge in Retail Training, Import/Export, Visual Merchandising. Career changers interested in exploring opportunities in Retail Training, Import/Export, Visual Merchandising. Graduates aiming to enhance their employability in the retail and global trade industries. Anyone interested in acquiring a comprehensive understanding of retail operations and international trade practices. Learners wishing to develop personal and professional skills essential for career growth in Retail Training, Import/Export, Visual Merchandising. Requirements You are warmly invited to register for this bundle. Please be aware that there are no formal entry requirements or qualifications necessary. This curriculum has been crafted to be open to everyone, regardless of previous experience or educational attainment. Career path Upon completion of the Retail Training, Import/Export, Visual Merchandising courses, you will be able to: Retail Manager: Oversee store operations, sales, and staff management. Visual Merchandiser: Create engaging product displays. Import/Export Coordinator: Handle logistics of global trade. Logistics Manager: Optimize supply chain efficiency. Commercial Manager: Strategize for business growth. Certificates 13 CPD Quality Standard Certificates Digital certificate - Included 3 QLS Endorsed Certificates Hard copy certificate - Included

Duration 2 Days 12 CPD hours This course is intended for Audience: Data Scientists, Software Developers, IT Architects, and Technical Managers. Participants should have the general knowledge of statistics and programming Also familiar with Python Overview ? NumPy, pandas, Matplotlib, scikit-learn ? Python REPLs ? Jupyter Notebooks ? Data analytics life-cycle phases ? Data repairing and normalizing ? Data aggregation and grouping ? Data visualization ? Data science algorithms for supervised and unsupervised machine learning Covers theoretical and technical aspects of using Python in Applied Data Science projects and Data Logistics use cases. Python for Data Science ? Using Modules ? Listing Methods in a Module ? Creating Your Own Modules ? List Comprehension ? Dictionary Comprehension ? String Comprehension ? Python 2 vs Python 3 ? Sets (Python 3+) ? Python Idioms ? Python Data Science ?Ecosystem? ? NumPy ? NumPy Arrays ? NumPy Idioms ? pandas ? Data Wrangling with pandas' DataFrame ? SciPy ? Scikit-learn ? SciPy or scikit-learn? ? Matplotlib ? Python vs R ? Python on Apache Spark ? Python Dev Tools and REPLs ? Anaconda ? IPython ? Visual Studio Code ? Jupyter ? Jupyter Basic Commands ? Summary Applied Data Science ? What is Data Science? ? Data Science Ecosystem ? Data Mining vs. Data Science ? Business Analytics vs. Data Science ? Data Science, Machine Learning, AI? ? Who is a Data Scientist? ? Data Science Skill Sets Venn Diagram ? Data Scientists at Work ? Examples of Data Science Projects ? An Example of a Data Product ? Applied Data Science at Google ? Data Science Gotchas ? Summary Data Analytics Life-cycle Phases ? Big Data Analytics Pipeline ? Data Discovery Phase ? Data Harvesting Phase ? Data Priming Phase ? Data Logistics and Data Governance ? Exploratory Data Analysis ? Model Planning Phase ? Model Building Phase ? Communicating the Results ? Production Roll-out ? Summary Repairing and Normalizing Data ? Repairing and Normalizing Data ? Dealing with the Missing Data ? Sample Data Set ? Getting Info on Null Data ? Dropping a Column ? Interpolating Missing Data in pandas ? Replacing the Missing Values with the Mean Value ? Scaling (Normalizing) the Data ? Data Preprocessing with scikit-learn ? Scaling with the scale() Function ? The MinMaxScaler Object ? Summary Descriptive Statistics Computing Features in Python ? Descriptive Statistics ? Non-uniformity of a Probability Distribution ? Using NumPy for Calculating Descriptive Statistics Measures ? Finding Min and Max in NumPy ? Using pandas for Calculating Descriptive Statistics Measures ? Correlation ? Regression and Correlation ? Covariance ? Getting Pairwise Correlation and Covariance Measures ? Finding Min and Max in pandas DataFrame ? Summary Data Aggregation and Grouping ? Data Aggregation and Grouping ? Sample Data Set ? The pandas.core.groupby.SeriesGroupBy Object ? Grouping by Two or More Columns ? Emulating the SQL's WHERE Clause ? The Pivot Tables ? Cross-Tabulation ? Summary Data Visualization with matplotlib ? Data Visualization ? What is matplotlib? ? Getting Started with matplotlib ? The Plotting Window ? The Figure Options ? The matplotlib.pyplot.plot() Function ? The matplotlib.pyplot.bar() Function ? The matplotlib.pyplot.pie () Function ? Subplots ? Using the matplotlib.gridspec.GridSpec Object ? The matplotlib.pyplot.subplot() Function ? Hands-on Exercise ? Figures ? Saving Figures to File ? Visualization with pandas ? Working with matplotlib in Jupyter Notebooks ? Summary Data Science and ML Algorithms in scikit-learn ? Data Science, Machine Learning, AI? ? Types of Machine Learning ? Terminology: Features and Observations ? Continuous and Categorical Features (Variables) ? Terminology: Axis ? The scikit-learn Package ? scikit-learn Estimators ? Models, Estimators, and Predictors ? Common Distance Metrics ? The Euclidean Metric ? The LIBSVM format ? Scaling of the Features ? The Curse of Dimensionality ? Supervised vs Unsupervised Machine Learning ? Supervised Machine Learning Algorithms ? Unsupervised Machine Learning Algorithms ? Choose the Right Algorithm ? Life-cycles of Machine Learning Development ? Data Split for Training and Test Data Sets ? Data Splitting in scikit-learn ? Hands-on Exercise ? Classification Examples ? Classifying with k-Nearest Neighbors (SL) ? k-Nearest Neighbors Algorithm ? k-Nearest Neighbors Algorithm ? The Error Rate ? Hands-on Exercise ? Dimensionality Reduction ? The Advantages of Dimensionality Reduction ? Principal component analysis (PCA) ? Hands-on Exercise ? Data Blending ? Decision Trees (SL) ? Decision Tree Terminology ? Decision Tree Classification in Context of Information Theory ? Information Entropy Defined ? The Shannon Entropy Formula ? The Simplified Decision Tree Algorithm ? Using Decision Trees ? Random Forests ? SVM ? Naive Bayes Classifier (SL) ? Naive Bayesian Probabilistic Model in a Nutshell ? Bayes Formula ? Classification of Documents with Naive Bayes ? Unsupervised Learning Type: Clustering ? Clustering Examples ? k-Means Clustering (UL) ? k-Means Clustering in a Nutshell ? k-Means Characteristics ? Regression Analysis ? Simple Linear Regression Model ? Linear vs Non-Linear Regression ? Linear Regression Illustration ? Major Underlying Assumptions for Regression Analysis ? Least-Squares Method (LSM) ? Locally Weighted Linear Regression ? Regression Models in Excel ? Multiple Regression Analysis ? Logistic Regression ? Regression vs Classification ? Time-Series Analysis ? Decomposing Time-Series ? Summary Lab Exercises Lab 1 - Learning the Lab Environment Lab 2 - Using Jupyter Notebook Lab 3 - Repairing and Normalizing Data Lab 4 - Computing Descriptive Statistics Lab 5 - Data Grouping and Aggregation Lab 6 - Data Visualization with matplotlib Lab 7 - Data Splitting Lab 8 - k-Nearest Neighbors Algorithm Lab 9 - The k-means Algorithm Lab 10 - The Random Forest Algorithm