2380 Courses

Course Description Are you a human resource professional or serving in a management position and want to enhance your leadership management skills? This HR and Leadership Management: Part 2 course is designed to help you gain the necessary skills to perform effectively in your professional career. In this course, you will explore the power of motivation and counselling. You will learn how to ensure health and safety at the workplace. This course will cover various ways an individual's employment contract can be terminated by an organisation. You will also learn about essential UK employment law. If all these sound good to you, what are you waiting for? Enrol today and start learning! Learning outcome  Explore the power of motivation and counselling Ensure health and safety at the workplace Understand various ways of employee termination Learn essential UK employment law How Much Do Human Resource Professionals Earn? Senior - £70,000(Appx.) Average - £35,000(Appx.) Starting - £25,000(Appx.) Requirement Our HR and Leadership Management: Part 2 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. HR and Leadership Management: Part 2 Motivation and Counselling 00:19:00 Ensuring Health and Safety at the Workplace 00:16:00 Employee Termination 00:15:00 Employer Records and Statistics 00:11:00 Essential UK Employment Law 00:38:00 Assignment Assignment - HR and Leadership Management: Part 2 00:00:00

Course Description Get instant knowledge from this bite-sized UK Employment Law Part - 1 course. This course is very short and you can complete it within a very short time. In this UK Employment Law Part - 1 course you will get fundamental ideas of UK Employment Law, the key strategy of the legal recruitment process, employment contracts and so on. Enrol in this course today and start your instant first step towards the basics of employment law. Learn faster for instant implementation. Learning outcome Familiarise with the steering system Understand the gears Gain in-depth knowledge of the pedals and drivetrain Deepen your understanding of suspension Requirement Our UK Employment Law Part - 1 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. UK Employment Law Part - 1 Basics of Employment Law 00:24:00 Legal Recruitment Process 00:40:00 Employment Contracts 00:21:00 Employee Handbook 00:20:00 Disciplinary Procedure 00:21:00 National Minimum Wage & National Living Wage 00:33:00 Assignment Assignment - UK Employment Law Part - 1 00:00:00

Course Description Get instant knowledge from this bite-sized Travel Agent and Consultant Training Part - 2 course. This course is very short and you can complete it within a very short time. In this Travel Agent and Consultant Training Part - 2 course you will get fundamental ideas of travel agent and consultation, the key strategy of developing communication skills, customer service and so on. Enrol in this course today and start your instant first step towards developing communication skills. Learn faster for instant implementation. Learning Outcome Familiarise with developing communication skills Understand customer service and satisfaction Gain in-depth knowledge of customer relationship management (CRM) Deepen your understanding of human resource management in the travel industry Strengthen crisis and visitor attraction management How Much Do Travel Agents Earn? Senior - £36,000 (Apprx.) Average - £22,000 (Apprx.) Starting - £14,000 (Apprx.) Requirement Our Travel Agent and Consultant Training Part - 2 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. Travel Agent and Consultant Training Part - 2 Developing Communication Skills 00:13:00 Customer Service and Satisfaction 00:10:00 Customer Relationship Management (CRM) 00:18:00 Human Resource Management in Travel Industry 00:15:00 Crisis and Visitor Attraction Management 00:20:00 Assignment Assignment - Travel Agent and Consultant Training Part - 2 00:00:00

UK Employment Law - Overview Our UK Employment Law course is perfect for anyone eager to grasp the ins and outs of employment regulations in the UK. Whether you're an HR whiz, a business owner, a team leader, or someone keen to understand your rights at work, this course is crafted with you in mind. This UK Employment Law course is like a friendly guide through the sometimes daunting world of UK Employment Law. We break down complex legal jargon into simple, understandable concepts. With real-life examples and practical scenarios, we ensure you understand the law and feel confident applying it in your everyday work life. Enrolling in this UK Employment Law course means diving into crucial topics like recruitment practices, employee contracts, handling disputes, and ensuring workplace safety. Here, you'll explore essential areas such as fair wages, parental leave, and data protection. Armed with this knowledge, you'll easily navigate workplace challenges, whether you're an employer striving for compliance or an employee advocating for your rights. By the end of the UK Employment Law course, you'll feel empowered to tackle workplace issues head-on, fostering a culture of fairness and respect. Whether aiming for career growth, improving your HR skills, or ensuring a fair workplace for all, our course will equip you to make informed decisions and take meaningful action. Without further delay, enrol in the UK Employment Law course to make yourself a valuable individual. Why Choose Teachers Training Some of our website features are: This is a dedicated website for teaching 24/7 tutor support Interactive Content Affordable price Courses accredited by the UK's top awarding bodies 100% online Flexible deadline Entry Requirements No formal entry requirements. You need to have: Passion for learning A good understanding of the English language Be motivated and hard-working Over the age of 16. Certification CPD Certification from The Teachers Training Successfully completing the MCQ exam of this course qualifies you for a CPD-accredited certificate from The Teachers Training. You will be eligible for both PDF copy and hard copy of the certificate to showcase your achievement however you wish. You can get your digital certificate (PDF) for £4.99 only Hard copy certificates are also available, and you can get one for only £10.99 You can get both PDF and Hard copy certificates for just £12.99! The certificate will add significant weight to your CV and will give you a competitive advantage when applying for jobs. Module 01: Basics of Employment Law Basics of Employment Law 00:26:00 Module 02: Legal Recruitment Process Legal Recruitment Process 00:42:00 Module 03: Employment Contracts Employment Contracts 00:23:00 Module 04: Employee Handbook Employee Handbook 00:22:00 Module 05: Disciplinary Procedure Disciplinary Procedure 00:23:00 Module 06: National Minimum Wage & National Living Wage National Minimum Wage & National Living Wage 00:35:00 Module 07: Parental Right, Sick Pay & Pension Scheme Parental Rights, Sick Pay & Pension Scheme 00:46:00 Module 08: Discrimination in the Workplace Discrimination in the Workplace 00:51:00 Module 09: Health & Safety at Work Health & Safety at Work 00:17:00 Module 10: Dismissal, Grievances and Employment Tribunals Dismissal, Grievances and Employment Tribunals 00:35:00 Module 11: Workplace Monitoring & Data Protection Workplace Monitoring and Data Protection 00:13:00

Develop your Children's Social Behaviour in an easy and convenient way Is your child awkward when it comes to social interaction? If you are finding it hard to manage your kid in social places then consider this course as it will teach you how to manage your child better in front of everyone. Child Development: Behavioural Training and Management is a very useful course for parents looking for a solution regarding their children's behaviour. Social understandings and behaviours are closely interwoven with emotions, temperament, values, attitudes, knowledge and skills. Social capacity develops as children interact with supportive, stimulating, safe people and places. Tuning in, listening and watching closely can help adults to understand what might be giving rise to a child's behaviour. Social competence is about the ability to recognise, interpret and respond to social situations in ways that society sees as appropriate. Behaviour can also be a good indicator of mental health status. Get this course and learn new ways to bring out your child's best behaviour in public. Throughout the course you can learn in multiple units on how children management is done. Course Highlights Child Development: Behavioural Training and Management is an award winning and the best selling course that has been given the CPD Certification & IAO accreditation. It is the most suitable course anyone looking to work in this or relevant sector. It is considered one of the perfect courses in the UK that can help students/learners to get familiar with the topic and gain necessary skills to perform well in this field. We have packed Child Development: Behavioural Training and Management into 24 modules for teaching you everything you need to become successful in this profession. To provide you ease of access, this course is designed for both part-time and full-time students. You can become accredited in just 1 day hours and it is also possible to study at your own pace. We have experienced tutors who will help you throughout the comprehensive syllabus of this course and answer all your queries through email. For further clarification, you will be able to recognize your qualification by checking the validity from our dedicated website. Why You Should Choose Child Development: Behavioural Training and Management Lifetime access to the course No hidden fees or exam charges CPD Accredited certification on successful completion Full Tutor support on weekdays (Monday - Friday) Efficient exam system, assessment and instant results Download Printable PDF certificate immediately after completion Obtain the original print copy of your certificate, dispatch the next working day for as little as £9. Improve your chance of gaining professional skills and better earning potential. Who is this Course for? Child Development: Behavioural Training and Management is CPD certified and IAO accredited. This makes it perfect for anyone trying to learn potential professional skills. As there is no experience and qualification required for this course, it is available for all students from any academic backgrounds. Requirements Our Child Development: Behavioural Training and Management 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. Career Path You will be ready to enter the relevant job market after completing this course. You will be able to gain necessary knowledge and skills required to succeed in this sector. All our Diplomas' are CPD and IAO accredited so you will be able to stand out in the crowd by adding our qualifications to your CV and Resume. Child Development: Behavioural Training and Management The Three Modes of Management FREE 01:00:00 What Are Gentle Measures? FREE 01:00:00 There Must be Authority 01:00:00 Gentle Punishment Of Disobedience 01:00:00 The Philosophy of Punishment Action 01:00:00 Rewarding Obedience 01:00:00 The Art of Training Delivery 01:00:00 Methods Exemplified 01:00:00 Della and The Dolls 01:00:00 The Child With The Parent 01:00:00 The Parent With The Child 01:00:00 Difference Between Commendation and Encouragement 01:00:00 Faults of Immaturity 01:00:00 Activities for kids Early Learning 01:00:00 The Role of Imagination in Children`s development 01:00:00 Truth and Falsehood 01:00:00 Judgement and Reasoning 01:00:00 Wishes and Requests 01:00:00 Children`s Questions 01:00:00 The Use of Money 01:00:00 Corporal Punishment 01:00:00 Gratitude in Children 01:00:00 Religious Training 01:00:00 CONCLUSION 00:30:00 Mock Exam Mock Exam-Child Development: Behavioural Training and Management 00:20:00 Final Exam Final Exam-Child Development: Behavioural Training and Management 00:20:00

Quality Guarantee: Promising training excellence, satisfaction gurantee Accredited by CPD UK & Quality License Scheme Tutor Support Unlimited support via email, till you complete the course Recognised Certification: Accepted by thousands of professional bodies Start Anytime: With 1 year access to the course materials Online Learning: Learn from anywhere, whenever you want Why Collaboration and Emotional Intelligence Training Course right for you? Whether you are self-taught and you want to fill in the gaps for better efficiency and productivity, this Collaboration and Emotional Intelligence course will set you up with a solid foundation to become a confident manager and develop more advanced skills. This comprehensive course is the perfect way to kickstart your career in the field of emotional intelligence. This course will give you a competitive advantage in your career, making you stand out from all other applicants and employees. Collaboration and Emotional Intelligence Training Course Details Accredited by CPD certificates are accepted by thousands of professional bodies and government regulators here in the UK and around the world. Many organisations look for employees with CPD requirements, which means, that by doing this course, you would be a potential candidate in your respective field.   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. Course Curriculum Introduction to the Collaboration and Emotional Intelligence Course Introduction to the Course on Collaboration and Emotional Intelligence The Learning Objectives of the Course How Taking a Different View on Team Working Can Make a Big Difference Giving and Receiving Feedback in Collaboration Tips to Develop Your Emotional Intelligence in Collaboration The Role of Emotional Intelligence in Collaboration Defining Emotional Intelligence What is the Difference Between EI and EQ An Insight Into Emotions Emotional Intelligence at Work Working With the Emotional Climate Running Virtual Meeting With Emotional Intelligence Collaborative Working Introducing the Working Practice of Collaboration Why Win-win Collaboration is Important Emotional Intelligence and Win-win Collaboration Why Collaborate and When to Collaborate The Principles and Characteristics of Collaboration. The 3 Levels of Collaboration The Modes of Collaboration An Overview of Some of Difficulties With Collaboration The Importance of Trust in Collaboration Conflict and Trust in Collaboration - Factors and Questions to Consider The Important Role of Trust Building Trust Using an Emotional Bank Account Behaviours and Collaboration The Four Behavioural Styles in Collaboration - Learning Outcomes The Importance of Behavioural Flexibility William Moulton Marston's Model of the Behavioural Expression of Emotions The High Dominance Behavioural Style The High Influence Behavioural Style The High Steadiness Behavioural Style The High Compliance Behavioural Style The Ideal Behaviours for Ideal Interactions With Each Behavioural Style Using Behavioural Styles to Build Collaborative Relationships Review of the Course A Review - Facilitating Collaborative Meetings Review of the Course on Collaboration and Emotional Intelligence Who should take this course? This comprehensive course is suitable for anyone looking to improve their job prospects or aspiring to accelerate their career in this sector and want to gain in-depth knowledge of emotional intelligence. Entry Requirements There are no academic entry requirements for this course, and it is open to students of all academic backgrounds. As long as you are aged seventeen or over and have a basic grasp of English, numeracy and ICT, you will be eligible to enrol.. Assessment Method On successful completion of the course, you will be required to sit an online multiple-choice assessment. The assessment will be evaluated automatically and the results will be given to you immediately. Certification Endorsed Certificate from Quality Licence Scheme After successfully passing the MCQ exam you will be eligible to order the Endorsed Certificate by Quality Licence Scheme. 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. It will give you a competitive advantage in your career, making you stand out from all other applicants and employees. There is a Quality Licence Scheme endorsement fee to obtain an endorsed certificate which is £65. Certificate of Achievement from Lead Academy After successfully passing the MCQ exam you will be eligible to order your certificate of achievement as proof of your new skill. The certificate of achievement is an official credential that confirms that you successfully finished a course with Lead Academy. Certificate can be obtained in PDF version at a cost of £12, and there is an additional fee to obtain a printed copy certificate which is £35. FAQs Is CPD a recognised qualification in the UK? CPD is globally recognised by employers, professional organisations and academic intuitions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. CPD-certified certificates are accepted by thousands of professional bodies and government regulators here in the UK and around the world. Are QLS courses recognised? Although QLS courses are not subject to Ofqual regulation, they must adhere to an extremely high level that is set and regulated independently across the globe. A course that has been approved by the Quality Licence Scheme simply indicates that it has been examined and evaluated in terms of quality and fulfils the predetermined quality standards. When will I receive my certificate? For CPD accredited PDF certificate it will take 24 hours, however for the hardcopy CPD certificate takes 5-7 business days and for the Quality License Scheme certificate it will take 7-9 business days. Can I pay by invoice? Yes, you can pay via Invoice or Purchase Order, please contact us at info@lead-academy.org for invoice payment. Can I pay via instalment? Yes, you can pay via instalments at checkout. How to take online classes from home? Our platform provides easy and comfortable access for all learners; all you need is a stable internet connection and a device such as a laptop, desktop PC, tablet, or mobile phone. The learning site is accessible 24/7, allowing you to take the course at your own pace while relaxing in the privacy of your home or workplace. Does age matter in online learning? No, there is no age limit for online learning. Online learning is accessible to people of all ages and requires no age-specific criteria to pursue a course of interest. As opposed to degrees pursued at university, online courses are designed to break the barriers of age limitation that aim to limit the learner's ability to learn new things, diversify their skills, and expand their horizons. When I will get the login details for my course? After successfully purchasing the course, you will receive an email within 24 hours with the login details of your course. Kindly check your inbox, junk or spam folder, or you can contact our client success team via info@lead-academy.org

Description Here at iStudy, we put our heart and soul into every single course we design. We make sure that all our courses are designed and developed by industry experts. Our aim is to always provide value to our learners with quality courses. Our learners are our top priority, and you as a learner will gain tremendous knowledge and skill on this topic from this Fast Learner BluePrint. The certification that you will receive upon completing this Fast Learner BluePrint will help to boost your resume and will help you stand out among your peers in the competitive job market. Our course will help you get employed in the relevant field and advance your career. Enjoy this expertly made course from iStudy. Enrol now! Why You Should Choose Fast Learner BluePrint Lifetime access to the course No hidden fees or exam charges Full Tutor support on weekdays (Monday - Friday) Efficient exam system, assessment and instant results Download Printable PDF certificate immediately after completion Obtain the original print copy of your certificate, dispatch the next working day for as little as £9. Improve your chance of gaining professional skills and better earning potential. Who is this Course for? Fast Learner BluePrint is CPD Qualification Standards and CiQ accredited, and IAO accredited. This makes it perfect for anyone trying to learn potential professional skills. As there is no experience and qualification required for this course, it is available for all students from any academic backgrounds. Requirements Our Fast Learner BluePrint 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. Speed Learning Training Course Promo 00:03:00 Lesson 01: Introduction 00:02:00 Lesson 02: Skill, Learning, and Acquisition 00:09:00 Lesson 03: Smart Learners and Efficient Learning 00:04:00 Lesson 04: 10 Remarkable Traits of Successful Learners 00:04:00 Lesson 05: Learning Styles to Help You Learn Faster and Smarter 00:04:00 Lesson 06: 10 Tactics on Increasing Brain Power, Memory, and Motivation to Learn Better 00:08:00 Lesson 07: 8 Powerful Learning Hacks to Boost Your Learning Ability 00:05:00 Lesson 08: 5 Hacks to Speed up the Learning Process 00:03:00 Lesson 09: 8 Ways to Train Your Brain to Learn Faster and Remember More 00:04:00 Lesson 10: Simple Brain Training Habits to Boost Your Brain Power 00:05:00 Lesson 11: Conclusion - Final Thoughts & Ideas 00:01:00

Course Description Get instant knowledge from this bite-sized Speech And Language Therapy Part - 2 course. This course is very short and you can complete it within a very short time. In this Speech And Language Therapy Part - 2 course you will get fundamental ideas of speech and language therapy, the key strategy of language development, helping a child with SL difficulties and so on. Enrol in this course today and start your instant first step towards literacy and language development. Learn faster for instant implementation. Learning outcome  Familiarise with literacy and language development Understand child speech & language disorders Gain in-depth knowledge of the adult speech & language disorders Know how to help a child with SL difficulties How Much Do Speech and Language Therapists Earn? Senior - £67,000(Appx.) Average - £34,000(Appx.) Starting - £17,000(Appx.) Requirement Our Speech And Language Therapy Part - 2 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. Speech And Language Therapy Part - 2 Module 01: Literacy and Language Development 00:20:00 Module 02: Child Speech & Language Disorders 00:30:00 Module 03: Adult Speech & Language Disorders 00:27:00 Module 04: How to Help a Child with SL Difficulties 00:32:00 Assignment Assignment - Speech And Language Therapy Part - 2 00:00:00

Course Overview Learn how to spark new ways of collaborating and thinking by exploring the contents of this Working with Ideas: Toolkit. An organisation or business that never changes or challenges existing processes will never flourish, but you can learn how to spearhead new initiatives and strategies with this intuitive and practical training. By taking part in this definitive Working with Ideas tutorial, you will become skilled in using practical methods to instigate discussions and planning sessions for work-related innovations. Using Lean Six Sigma as a foundation, you will be shown how to bring new ideas into the organisation and promote more open-minded practices. With this capability, you will be able and motivated to inspire and motivate the workforce, allowing you to establish work improvement forums, where today's ideas will be tomorrow's goals. This best selling Working with Ideas: Toolkit has been developed by industry professionals and has already been completed by hundreds of satisfied students. This in-depth Working with Ideas: Toolkit is suitable for anyone who wants to build their professional skill set and improve their expert knowledge. The Working with Ideas: Toolkit is CPD-accredited, so you can be confident you're completing a quality training course will boost your CV and enhance your career potential. The Working with Ideas: Toolkit is made up of several information-packed modules which break down each topic into bite-sized chunks to ensure you understand and retain everything you learn. After successfully completing the Working with Ideas: Toolkit, you will be awarded a certificate of completion as proof of your new skills. If you are looking to pursue a new career and want to build your professional skills to excel in your chosen field, the certificate of completion from the Working with Ideas: Toolkit will help you stand out from the crowd. You can also validate your certification on our website. We know that you are busy and that time is precious, so we have designed the Working with Ideas: Toolkit to be completed at your own pace, whether that's part-time or full-time. Get full course access upon registration and access the course materials from anywhere in the world, at any time, from any internet-enabled device.  Our experienced tutors are here to support you through the entire learning process and answer any queries you may have via email.

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