2266 Learning & Development courses in Manchester delivered Online

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

Overview With the ever-increasing demand for Employment Law in personal & professional settings, this online training aims at educating, nurturing, and upskilling individuals to stay ahead of the curve - whatever their level of expertise in Employment Law may be. Learning about Employment Law or keeping up to date on it can be confusing at times, and maybe even daunting! But that's not the case with this course from Compete High. We understand the different requirements coming with a wide variety of demographics looking to get skilled in Employment Law . That's why we've developed this online training in a way that caters to learners with different goals in mind. The course materials are prepared with consultation from the experts of this field and all the information on Employment Law is kept up to date on a regular basis so that learners don't get left behind on the current trends/updates. The self-paced online learning methodology by compete high in this Employment Law course helps you learn whenever or however you wish, keeping in mind the busy schedule or possible inconveniences that come with physical classes. The easy-to-grasp, bite-sized lessons are proven to be most effective in memorising and learning the lessons by heart. On top of that, you have the opportunity to receive a certificate after successfully completing the course! Instead of searching for hours, enrol right away on this Employment Law course from Compete High and accelerate your career in the right path with expert-outlined lessons and a guarantee of success in the long run. Who is this course for? While we refrain from discouraging anyone wanting to do this Employment Law course or impose any sort of restrictions on doing this online training, people meeting any of the following criteria will benefit the most from it: Anyone looking for the basics of Employment Law , Jobseekers in the relevant domains, Anyone with a ground knowledge/intermediate expertise in Employment Law , Anyone looking for a certificate of completion on doing an online training on this topic, Students of Employment Law , or anyone with an academic knowledge gap to bridge, Anyone with a general interest/curiosity Career Path This Employment Law course smoothens the way up your career ladder with all the relevant information, skills, and online certificate of achievements. After successfully completing the course, you can expect to move one significant step closer to achieving your professional goals - whether it's securing that job you desire, getting the promotion you deserve, or setting up that business of your dreams.  Course Curriculum Module 01 - Basics of Employment Law Basics of Employment Law 00:00 Module 02 - Legal Recruitment Process Legal Recruitment Process 00:00 Module 03 - Employment Contracts Employment Contracts 00:00 Module 04 - Employee Handbook Employee Handbook 00:00 Module 05 - Disciplinary Procedure Disciplinary Procedure 00:00 Module 06 - National Minimum Wage _ National Living Wage National Minimum Wage _ National Living Wage 00:00 Module 07 - Parental Right, Sick Pay _ Pension Scheme Parental Right, Sick Pay _ Pension Scheme 00:00 Module 08 - Discrimination in the Workplace Discrimination in the Workplace 00:00 Module 09 - Health and Safety at Work Health and Safety at Work 00:00 Module 10 - Dismissal, Grievances and Employment Tribunals Dismissal, Grievances and Employment Tribunals 00:00

Overview With the ever-increasing demand for Speech and Language Therapy in personal & professional settings, this online training aims at educating, nurturing, and upskilling individuals to stay ahead of the curve - whatever their level of expertise in Speech and Language Therapy may be. Learning about Speech and Language Therapy or keeping up to date on it can be confusing at times, and maybe even daunting! But that's not the case with this course from Compete High. We understand the different requirements coming with a wide variety of demographics looking to get skilled in Speech and Language Therapy . That's why we've developed this online training in a way that caters to learners with different goals in mind. The course materials are prepared with consultation from the experts of this field and all the information on Speech and Language Therapy is kept up to date on a regular basis so that learners don't get left behind on the current trends/updates. The self-paced online learning methodology by compete high in this Speech and Language Therapy course helps you learn whenever or however you wish, keeping in mind the busy schedule or possible inconveniences that come with physical classes. The easy-to-grasp, bite-sized lessons are proven to be most effective in memorising and learning the lessons by heart. On top of that, you have the opportunity to receive a certificate after successfully completing the course! Instead of searching for hours, enrol right away on this Speech and Language Therapy course from Compete High and accelerate your career in the right path with expert-outlined lessons and a guarantee of success in the long run. Who is this course for? While we refrain from discouraging anyone wanting to do this Speech and Language Therapy course or impose any sort of restrictions on doing this online training, people meeting any of the following criteria will benefit the most from it: Anyone looking for the basics of Speech and Language Therapy , Jobseekers in the relevant domains, Anyone with a ground knowledge/intermediate expertise in Speech and Language Therapy , Anyone looking for a certificate of completion on doing an online training on this topic, Students of Speech and Language Therapy , or anyone with an academic knowledge gap to bridge, Anyone with a general interest/curiosity Career Path This Speech and Language Therapy course smoothens the way up your career ladder with all the relevant information, skills, and online certificate of achievements. After successfully completing the course, you can expect to move one significant step closer to achieving your professional goals - whether it's securing that job you desire, getting the promotion you deserve, or setting up that business of your dreams. Course Curriculum Module 1-An Overview of Speech Therapy An Overview of Speech Therapy 00:00 Module 2- The Science of Speech The Science of Speech 00:00 Module 3-The Anatomy of Speech The Anatomy of Speech 00:00 Module 4- Characteristics of Speech Linguistic Disciplines Characteristics of Speech Linguistic Disciplines 00:00 Module 5-Literacy Language Development Literacy Language Development 00:00 Module 6-Child Speech Language Disorders Child Speech Language Disorders 00:00 Module 7-Adult Speech Language Disorders Adult Speech Language Disorders 00:00 Module 8-How to Help a Child with SL Difficulties How to Help a Child with SL Difficulties 00:00

Overview With the ever-increasing demand for Principles of Team Leading Level 2 in personal & professional settings, this online training aims at educating, nurturing, and upskilling individuals to stay ahead of the curve - whatever their level of expertise in Principles of Team Leading Level 2 may be. Learning about Principles of Team Leading Level 2 or keeping up to date on it can be confusing at times, and maybe even daunting! But that's not the case with this course from Compete High. We understand the different requirements coming with a wide variety of demographics looking to get skilled in Principles of Team Leading Level 2 . That's why we've developed this online training in a way that caters to learners with different goals in mind. The course materials are prepared with consultation from the experts of this field and all the information on Principles of Team Leading Level 2 is kept up to date on a regular basis so that learners don't get left behind on the current trends/updates. The self-paced online learning methodology by compete high in this Principles of Team Leading Level 2 course helps you learn whenever or however you wish, keeping in mind the busy schedule or possible inconveniences that come with physical classes. The easy-to-grasp, bite-sized lessons are proven to be most effective in memorising and learning the lessons by heart. On top of that, you have the opportunity to receive a certificate after successfully completing the course! Instead of searching for hours, enrol right away on this Principles of Team Leading Level 2 course from Compete High and accelerate your career in the right path with expert-outlined lessons and a guarantee of success in the long run. Who is this course for? While we refrain from discouraging anyone wanting to do this Principles of Team Leading Level 2 course or impose any sort of restrictions on doing this online training, people meeting any of the following criteria will benefit the most from it: Anyone looking for the basics of Principles of Team Leading Level 2 , Jobseekers in the relevant domains, Anyone with a ground knowledge/intermediate expertise in Principles of Team Leading Level 2 , Anyone looking for a certificate of completion on doing an online training on this topic, Students of Principles of Team Leading Level 2 , or anyone with an academic knowledge gap to bridge, Anyone with a general interest/curiosity Career Path This Principles of Team Leading Level 2 course smoothens the way up your career ladder with all the relevant information, skills, and online certificate of achievements. After successfully completing the course, you can expect to move one significant step closer to achieving your professional goals - whether it's securing that job you desire, getting the promotion you deserve, or setting up that business of your dreams. Course Curriculum Module 1 Introduction to Leadership Introduction to Leadership 00:00 Module 2 Inspiration and Leadership Inspiration and Leadership 00:00 Module 3 Setting Goals and Time Management Setting Goals and Time Management 00:00 Module 4 Body Language and Effective Communication Body Language and Effective Communication 00:00 Module 5 Self Esteem and Assertiveness Skills Self Esteem and Assertiveness Skills 00:00 Module 6 Business Management Corporate Behaviour Business Management Corporate Behaviour 00:00 Module 7 Meeting Management Meeting Management 00:00 Module 8 Project Management Project Management 00:00 Module 9 Risk Management Risk Management 00:00 Module 10 Team Work Team Building Course Team Work Team Building Course 00:00 Module 11 Performance Management Performance Management 00:00 Module 12 Critical Thinking Implications for Leadership Critical Thinking Implications for Leadership 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

Overview With the ever-increasing demand for Change Management in personal & professional settings, this online training aims at educating, nurturing, and upskilling individuals to stay ahead of the curve - whatever their level of expertise in Change Management may be. Learning about Change Management or keeping up to date on it can be confusing at times, and maybe even daunting! But that's not the case with this course from Compete High. We understand the different requirements coming with a wide variety of demographics looking to get skilled in Change Management . That's why we've developed this online training in a way that caters to learners with different goals in mind. The course materials are prepared with consultation from the experts of this field and all the information on Change Management is kept up to date on a regular basis so that learners don't get left behind on the current trends/updates. The self-paced online learning methodology by compete high in this Change Management course helps you learn whenever or however you wish, keeping in mind the busy schedule or possible inconveniences that come with physical classes. The easy-to-grasp, bite-sized lessons are proven to be most effective in memorising and learning the lessons by heart. On top of that, you have the opportunity to receive a certificate after successfully completing the course! Instead of searching for hours, enrol right away on this Change Management course from Compete High and accelerate your career in the right path with expert-outlined lessons and a guarantee of success in the long run. Who is this course for? While we refrain from discouraging anyone wanting to do this Change Management course or impose any sort of restrictions on doing this online training, people meeting any of the following criteria will benefit the most from it: Anyone looking for the basics of Change Management , Jobseekers in the relevant domains, Anyone with a ground knowledge/intermediate expertise in Change Management , Anyone looking for a certificate of completion on doing an online training on this topic, Students of Change Management , or anyone with an academic knowledge gap to bridge, Anyone with a general interest/curiosity Career Path This Change Management course smoothens the way up your career ladder with all the relevant information, skills, and online certificate of achievements. After successfully completing the course, you can expect to move one significant step closer to achieving your professional goals - whether it's securing that job you desire, getting the promotion you deserve, or setting up that business of your dreams. Course Curriculum Module 1 - Introduction to Change Management Introduction to Change Management 00:00 Module 2 - Principles of Change Management Principles of Change Management 00:00 Module 3 - Individual Change Model Individual Change Model 00:00 Module 4 - Organizational Change Management Organizational Change Management 00:00 Module 5 - Communication and Stakeholder Engagement Communication and Stakeholder Engagement 00:00 Module 6 - Crisis Management Crisis Management 00:00 Module 7 - Conflict Management Conflict Management 00:00 Module 8 - Performance Management Performance Management 00:00

🚀 Unlock the Power of Data with Our Machine Learning Course! 🤖 Are you ready to dive into the revolutionary world of Machine Learning? Welcome to our comprehensive course designed to equip you with the skills and knowledge needed to harness the potential of data-driven decision-making. 🎓 Machine Learning has rapidly emerged as one of the most transformative technologies of the 21st century. From powering intelligent virtual assistants to revolutionizing healthcare diagnostics, its applications are boundless. With our expertly crafted course, you'll embark on a journey that will demystify the complexities of Machine Learning and empower you to leverage its capabilities for diverse purposes. 💡 Why Machine Learning? In today's data-driven world, organizations across industries are seeking professionals who can extract actionable insights from vast amounts of data. Machine Learning offers the tools and techniques necessary to analyze complex datasets, identify patterns, and make predictions with unprecedented accuracy. By mastering Machine Learning, you'll gain a competitive edge in the job market and position yourself as a valuable asset to any organization. 📈 What You'll Learn: Our Machine Learning course covers a wide array of topics, including: Fundamentals of Machine Learning algorithms Supervised, unsupervised, and reinforcement learning techniques Data preprocessing and feature engineering Model evaluation and validation Deep learning and neural networks Practical applications and case studies With hands-on projects and real-world examples, you'll not only understand the theory behind Machine Learning but also gain practical experience in implementing algorithms and solving complex problems. Whether you're a beginner or an experienced data professional, our course is tailored to accommodate learners of all levels. 📊 Who is this for? Our Machine Learning course is ideal for: Aspiring data scientists and analysts Software engineers looking to transition into Machine Learning roles Business professionals seeking to leverage data for strategic decision-making Students and academics interested in exploring the forefront of technology No matter your background or experience level, our course provides a solid foundation in Machine Learning principles and techniques, setting you on the path to success in this rapidly evolving field. 🌟 Career Path: By mastering Machine Learning, you'll open doors to a myriad of exciting career opportunities, including: Data Scientist Machine Learning Engineer AI Researcher Business Intelligence Analyst Data Engineer With the demand for Machine Learning professionals on the rise, employers are actively seeking individuals with the skills and expertise to drive innovation and deliver impactful solutions. Whether you're looking to advance your current career or embark on a new professional journey, our course will equip you with the tools and knowledge needed to thrive in today's competitive job market. 💼 FAQ: Q: Is prior programming experience required to enroll in the course? A: While prior programming experience can be beneficial, our course is designed to accommodate learners of all backgrounds. We provide comprehensive tutorials and resources to help you grasp the fundamentals of programming and get started with Machine Learning. Q: How long does it take to complete the course? A: The duration of the course varies depending on your pace and level of commitment. On average, most learners complete the course within 3 to 6 months. However, you have the flexibility to study at your own pace and revisit materials as needed. Q: Are there any prerequisites for enrolling in the course? A: While there are no strict prerequisites, familiarity with basic mathematics, statistics, and programming concepts can be advantageous. We provide supplementary materials and support to help you build the necessary foundation for success in the course. Q: Will I receive a certificate upon completion of the course? A: Yes, upon successfully completing the course requirements, you'll receive a certificate of completion that validates your proficiency in Machine Learning concepts and techniques. This certificate can enhance your credentials and demonstrate your expertise to potential employers. Q: How does the course structure accommodate working professionals? A: Our course offers flexible scheduling options, allowing you to balance your studies with your professional and personal commitments. With on-demand access to course materials and resources, you can learn at your own convenience and progress at a pace that suits your lifestyle. Don't miss out on the opportunity to unlock your full potential with our Machine Learning course! Enroll today and embark on a transformative journey that will shape the future of your career. 🌐✨ Course Curriculum Module 1_ Introduction to Machine Learning Introduction to Machine Learning 00:00 Module 2_ Linear Regression Linear Regression 00:00 Module 3_ Logistic Regression Logistic Regression 00:00 Module 4_ Decision Trees and Random Forests Decision Trees and Random Forests 00:00 Module 5_ Support Vector Machines (SVMs) Support Vector Machines (SVMs) 00:00 Module 6_ k-Nearest Neighbors (k-NN) k-Nearest Neighbors (k-NN) 00:00 Module 7_ Naive Bayes Naive Bayes 00:00 Module 8_ Clustering Clustering 00:00 Module 9_ Dimensionality Reduction Dimensionality Reduction 00:00 Module 10_ Neural Networks Neural Networks 00:00

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