28733 Development courses in Edinburgh delivered Online

Learn the importance of payroll system execution for businesses with the Payroll Systems Management Diploma for Payroll Clerk. In this course you will learn; the fundamentals of payroll management and execution. You'll learn the intricacies of hours, withholding, taxes and more, while also understanding the impact payroll has to a business in the process. The Payroll Management and Systems Diploma training course covers; the important processes and procedures for undertaking payroll management and systems and its impact on business efficiency. Your Learning Goals : Learn the intricacies of the UK Payroll System Learn how to use Brightpay Systems Understand how to pay HMRC Learn about payroll coding notices Understand the 102 schedule Learn about AEO Improve your knowledge of PAYE, NI and pensions Improve your knowledge of payslips processing. Who is this Course for? Payroll Systems Management Diploma for Payroll Clerk is 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 background. Entry Requirement: This course is available to all learners, of all academic backgrounds. Learners should be aged 16 or over to undertake the qualification. Good understanding of English language, numeracy and ICT are required to attend this course. CPD Certificate from Course Gate At the successful completion of the course, you can obtain your CPD certificate from us. You can order the PDF certificate for £9 and the hard copy for £15. Also, you can order both PDF and hardcopy certificates for £22. Career path This course opens a new door for you to enter the relevant job market and also gives you the opportunity to acquire extensive knowledge along with required skills to become successful. You will be able to add our qualification to your CV/resume which will help you to stand out in the competitive job industry. Course Curriculum Introduction Introduction to Payroll Management 00:10:00 An Overview of Payroll 00:17:00 The UK Payroll System Running the payroll - Part 1 00:14:00 Running the payroll - Part 2 00:18:00 Manual payroll 00:13:00 Benefits in kind 00:09:00 Computerised systems 00:11:00 Total Photo scenario explained 00:01:00 Brightpay Brightpay conclude 00:03:00 Find software per HMRC Brightpay 00:03:00 Add a new employee 00:14:00 Add 2 more employees 00:10:00 Payroll settings 00:04:00 Monthly schedule - 1 Sara 00:14:00 Monthly schedule - Lana 00:14:00 Monthly schedule - James 00:08:00 Directors NI 00:02:00 Reports 00:02:00 Paying HMRC 00:05:00 Paying Pensions 00:04:00 RTI Submission 00:02:00 Coding Notices 00:01:00 Journal entries 00:07:00 102 Schedule 00:03:00 AEO 00:06:00 Payroll run for Jan & Feb 2018 00:13:00 Leavers - p45 00:03:00 End of Year p60 00:02:00 Installing Brightpay 00:13:00 Paye, Tax, NI PAYE TAX 00:13:00 NI 00:11:00 Pensions 00:06:00 Online calculators 00:07:00 Payslips 00:03:00 Journal entries 00:07:00 Conclusion and Next Steps Conclusion and Next Steps 00:07:00 Certificate and Transcript Order Your Certificates or Transcripts 00:00:00

Accountancy provides an excellent opportunity to gain the skills and knowledge you'll need to advance in your career. Take this course anywhere and at any time. Don't let your lifestyle limit your learning or your potential. Accountancy will provide you with the right CPD Accredited qualifications that you'll need to succeed. Gain experience online and interact with experts. This can prove to be the perfect way to get noticed by a prospective employer and stand out from the crowd. Accountancy has been rated and reviewed highly by our learners and professionals alike. We have a passion for teaching, and it shows. All of our courses have interactive online modules that allow studying to take place where and when you want it to. The only thing you need to take Accountancy is Wi-Fi and a screen. You'll never be late for class again. Experienced tutors and mentors will be there for you whenever you need them, and solve all your queries through email and chat boxes. Why Choose Accountancy Training? Opportunity to earn a certificate accredited by CPD after completing this Accountancy Training course Student ID card with amazing discounts - completely for FREE! (£10 postal charges will be applicable for international delivery) Globally accepted standard structured lesson planning Innovative and engaging content and activities Assessments that measure higher-level thinking and skills Complete the Accountancy Training program in your own time, at your own pace Each of our students gets full 24/7 tutor support ****Course Curriculum**** Here are the topics you will cover in the Accountancy Training Course: ***Accounting and Finance*** Module 01: Introduction to Accounting What Is Accounting? Accounting and Bookkeeping Who Uses Accounting Information? Financial Statements How Different Business Entities Present Accounting Information Module 02: The Role of an Accountant What Is an Accountant? Roles and Responsibilities Important Skills Transparency and Security Data Analysis Module 03: Accounting Concepts and Standards Introduction to Accounting Concepts Standards International Accounting Standards International Financial Reporting Standards Module 04: Double-Entry Bookkeeping Introduction of Double-Entry Bookkeeping What Does the Account Show? Rules for Double-Entry Transactions Accounting for Inventory Double-Entry Transactions for Inventory Returns of Inventory Drawings Income and Expenses How Many Different Expense Accounts Should Be Opened? Balancing Accounts Module 05: Balance Sheet Introduction of Balance Sheet The Components of a Balance Sheet The Accounting Equation Understanding the Balance Sheet What Does the Date on the Balance Sheet Mean? Module 06: Income statement Understanding the Income Statement The Accrual Concept Revenue Expenses Net Income Interest and Income Taxes Bad Debt Expense Module 07: Financial statements Introduction of Financial Statements Trial Balance Statement of Comprehensive Income Calculation of Profit Difference between Gross and Net Profits Trading Account Profit and Loss Account Statement of Financial Position Module 08: Cash Flow Statements What Is a Statement of Cash Flows? What Is the Purpose of the Cash Flow Statement? Cash and Cash Equivalents Operating Activities Investing Activities Financing Activities Module 09: Understanding Profit and Loss Statement Introduction of Profit and Loss Account Measurement of Income Relation Between Profit and Loss Account and Balance Sheet Preparation of Profit and Loss Account Module 10: Financial Budgeting and Planning What Is a Budget? Planning and Control Advantages of Budgeting Developing the Profit Strategy and Budgeted Profit and Loss Statement Budgeting Cash Flow from Profit for the Coming Year Capital Budgeting Module 11: Auditing What Is an Audit? Types of Audits Why Audits? Who's Who in the World of Audits What's in an Auditor's Report Assessment Process Once you have finished the learning stages in the Accountancy Training course, your abilities will be assessed by an automated multiple-choice question session, after which you will receive the results immediately. Showcase Your Accomplishment of New Skills: Get a Certification of Completion The learners have to successfully complete the assessment of this Accountancy Training course to achieve the CPD accredited certificate. Digital certificates can be ordered for only £10. The learner can purchase printed hard copies inside the UK for £29, and international students can purchase printed hard copies for £39. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Anyone interested in learning more about the topic is advised to take this course. This course is open to everybody. Requirements You will not need any prior background or expertise to enrol in this course. Career path After completing this course, you are to start your career or begin the next phase of your career.

🌟 Unlock the Power of Strategic Human Resource Leadership 🌟   Are you ready to elevate your HR leadership skills to new heights? Dive into our comprehensive online course, 'Strategic Human Resource Leadership,' designed to empower you with the expertise and tools necessary to navigate the complex dynamics of modern workplaces.   🚀 What To Expect and About Me (Module 01) Get started on your journey by understanding the course structure and get acquainted with the instructor. Gain insights into what lies ahead and set the foundation for your transformative learning experience. 🔍 Management vs Coaching (Module 02) Discover the nuanced differences between management and coaching techniques. Learn how to effectively blend these approaches to foster a culture of mentorship, growth, and productivity within your team. 🌐 Unveiling the Essence of Culture (Module 03) Delve into the intricate layers of organizational culture and understand its profound impact on employee engagement, productivity, and retention. Learn how to identify, shape, and leverage culture to drive success. ️ Cultivating a Culture of Fairness (Module 04) Explore strategies to establish and nurture a fair and inclusive work environment. Discover practical approaches to mitigate biases and promote fairness across all facets of your organization. 🤝 Welcoming New Starters (Module 05) Master the art of onboarding new employees effectively. Create a welcoming and empowering environment that sets the stage for long-term success and integration within your team. 📈 Mastering Performance Evaluations (Module 06) Learn proven techniques to conduct insightful and constructive performance evaluations. Gain the skills to provide feedback that inspires growth and enhances employee performance. 👂 The Power of Being a Great Listener (Module 07) Unlock the secrets of active listening and its impact on fostering trust, understanding, and collaboration. Elevate your communication skills to become a more empathetic and effective leader. ❌ Stupid Things NOT To Say To Your Team (Module 08) Avoid common pitfalls in communication. Discover phrases and approaches that can hinder team morale and learn alternative, empowering communication strategies. 🛠️ Handling Mistakes: Your Team Made A Mistake (Module 09) Equip yourself with effective strategies to address and navigate team mistakes. Learn how to turn setbacks into opportunities for growth and improvement. 💬 Mastering Crucial Conversations (Module 10) Hone your ability to navigate challenging discussions with finesse. Gain confidence in addressing critical issues and conflicts while preserving relationships and fostering positive outcomes. Join us on this transformative journey and become the visionary HR leader your organization needs! Enroll now and unlock your potential to drive positive change and foster a thriving workplace culture. Your strategic HR leadership awaits!   Enroll today and start your journey toward becoming a Strategic HR Leader! 🚀✨ Course Curriculum Advanced People Management Culture of Fairness 00:00 Welcoming New Starters 00:00 Mastering Performance Evaluations 00:00 How To Be A Great Listener 00:00 Stupid Things NOT To Say To Your Team 00:00 Your Team Made A Mistake 00:00 Mastering Crucial Conversations 00:00 When to Fire Someone 00:00

9 in 1 Premium Courses Bundle! CPDQS Accredited | Audio Visual Training | 90 CPD Points | Free ID Card & Assessment

The presentation skills taught in this course will help you become a master of presentation skills easily, quickly, and without the hassle of creating boring PowerPoint slides.

Imagine embarking on a Safer Recruitment Training Course, a crucial step in today's world where ethical hiring practices are paramount. This comprehensive course equips you with essential skills across various modules, from pre-screening and interview preparation to digital recruitment methods. In an era marked by heightened scrutiny of recruitment processes, mastering these techniques not only ensures compliance with regulations but also safeguards organizational reputation. Employers increasingly prioritize candidates with certified recruitment expertise, enhancing your job prospects in the UK market. Salaries for recruitment professionals are competitive, reflecting the demand for skilled practitioners. The sector is expanding, with a notable rise in opportunities by 10% annually, underscoring the growing need for adept recruiters. Investing in this training not only enhances career prospects but also empowers you to contribute effectively to organizational success, making you a sought-after asset in the dynamic field of Recruitment. Key Features: CPD Certified Safer Recruitment Training Course Free Certificate Developed by Specialist Lifetime Access Course Curriculum Introduction to The Course Module 01: Overview of Safer Hiring Training Module 02: Pre-screening Processes Module 03: Interview Preparation Module 04: Post-Interview Protocols Module 05: Pre-Selection Procedures Module 06: Commencing Employment Module 07: Digital Recruitment Methods Learning Outcomes: Understand importance of safer recruitment within organizational settings. Identify key considerations prior to initiating recruitment processes effectively. Plan and conduct interviews in accordance with safer recruitment principles. Implement necessary procedures post-interview to ensure safeguarding standards. Execute pre-appointment checks to validate candidate suitability and safety. Navigate electronic recruitment platforms proficiently to enhance recruitment procedures. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Safer Recruitment Training course is accessible to anyone eager to learn more about this topic. Through this course, you'll gain a solid understanding of Safer Recruitment Training. Moreover, this course is ideal for: Human resource professionals Recruitment managers School administrators Hiring personnel Legal compliance officers Requirements There are no requirements needed to enrol into this Safer Recruitment Training course. We welcome individuals from all backgrounds and levels of experience to enrol into this Safer Recruitment Training course. Career path After finishing this Safer Recruitment Training course you will have multiple job opportunities waiting for you. Some of the following Job sectors of Safer Recruitment Training are: Recruitment Consultant - £25K to 45K/year. HR Manager - £30K to 60K/year. Talent Acquisition Specialist - £28K to 50K/year. Compliance Officer - £25K to 40K/year. Small Business Owner - £30K to 70K/year. Certificates Digital certificate Digital certificate - Included Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

Overview This comprehensive course on Data Science & Machine Learning with R will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Data Science & Machine Learning with R comes with accredited certification, which will enhance your CV and make you worthy in the job market. So enrol in this course today to fast track your career ladder. How will I get my certificate? You may have to take a quiz or a written test online during or after the course. After successfully completing the course, you will be eligible for the certificate. Who is This course for? There is no experience or previous qualifications required for enrolment on this Data Science & Machine Learning with R. It is available to all students, of all academic backgrounds. Requirements Our Data Science & Machine Learning with R is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible with tablets and smartphones so you can access your course on Wi-Fi, 3G or 4G. There is no time limit for completing this course, it can be studied in your own time at your own pace. Career Path Having these various qualifications will increase the value in your CV and open you up to multiple sectors such as Business & Management, Admin, Accountancy & Finance, Secretarial & PA, Teaching & Mentoring etc. Course Curriculum 10 sections • 69 lectures • 22:07:00 total length •Data Science and Machine Learning Introduction: 00:03:00 •What is Data Science: 00:10:00 •Machine Learning Overview: 00:05:00 •Who is This Course for: 00:03:00 •Data Science and Machine Learning Marketplace: 00:05:00 •Data Science and Machine Learning Job Opportunities: 00:03:00 •Getting Started: 00:11:00 •Basics: 00:06:00 •Files: 00:11:00 •RStudio: 00:07:00 •Tidyverse: 00:05:00 •Resources: 00:04:00 •Unit Introduction: 00:30:00 •Basic Type: 00:09:00 •Vector Part One: 00:20:00 •Vectors Part Two: 00:25:00 •Vectors - Missing Values: 00:16:00 •Vectors - Coercion: 00:14:00 •Vectors - Naming: 00:10:00 •Vectors - Misc: 00:06:00 •Creating Matrics: 00:31:00 •List: 00:32:00 •Introduction to Data Frames: 00:19:00 •Creating Data Frames: 00:20:00 •Data Frames: Helper Functions: 00:31:00 •Data Frames Tibbles: 00:39:00 •Intermediate Introduction: 00:47:00 •Relational Operations: 00:11:00 •Conditional Statements: 00:11:00 •Loops: 00:08:00 •Functions: 00:14:00 •Packages: 00:11:00 •Factors: 00:28:00 •Dates and Times: 00:30:00 •Functional Programming: 00:37:00 •Data Import or Export: 00:22:00 •Database: 00:27:00 •Data Manipulation in R Introduction: 00:36:00 •Tidy Data: 00:11:00 •The Pipe Operator: 00:15:00 •The Filter Verb: 00:22:00 •The Select Verb: 00:46:00 •The Mutate Verb: 00:32:00 •The Arrange Verb: 00:10:00 •The Summarize Verb: 00:23:00 •Data Pivoting: 00:43:00 •JSON Parsing: 00:11:00 •String Manipulation: 00:33:00 •Web Scraping: 00:59:00 •Data Visualization in R Section Intro: 00:17:00 •Getting Started: 00:16:00 •Aesthetics Mappings: 00:25:00 •Single Variable Plots: 00:37:00 •Two Variable Plots: 00:21:00 •Facets, Layering, and Coordinate Systems: 00:18:00 •Styling and Saving: 00:12:00 •Creating with R Markdown: 00:29:00 •Introduction to R Shiny: 00:26:00 •A Basic R Shiny App: 00:31:00 •Other Examples with R Shiny: 00:34:00 •Machine Learning Part 1: 00:22:00 •Machine Learning Part 2: 00:47:00 •Starting a Data Science Career Section Overview: 00:03:00 •Data Science Resume: 00:04:00 •Getting Started with Freelancing: 00:05:00 •Top Freelance Websites: 00:05:00 •Personal Branding: 00:05:00 •Importance of Website and Blo: 00:04:00 •Networking Do's and Don'ts: 00:04:00

Overview This comprehensive course on Improve your Financial Intelligence will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Improve your Financial Intelligence comes with accredited certification from CPD, which will enhance your CV and make you worthy in the job market. So enrol in this course today to fast track your career ladder. How will I get my certificate? You may have to take a quiz or a written test online during or after the course. After successfully completing the course, you will be eligible for the certificate. Who is This course for? There is no experience or previous qualifications required for enrolment on this Improve your Financial Intelligence. It is available to all students, of all academic backgrounds. Requirements Our Improve your Financial Intelligence is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible with tablets and smartphones so you can access your course on Wi-Fi, 3G or 4G. There is no time limit for completing this course, it can be studied in your own time at your own pace. Career Path Learning this new skill will help you to advance in your career. It will diversify your job options and help you develop new techniques to keep up with the fast-changing world. This skillset will help you to- Open doors of opportunities Increase your adaptability Keep you relevant Boost confidence And much more! Course Curriculum 9 sections • 28 lectures • 01:28:00 total length •Introduction - Don't be Afraid: 00:04:00 •Key Financial Statements - Introduction: 00:01:00 •The Balance Sheet - Introduction: 00:03:00 •The Balance Sheet - Assets, Liabilities, Owners Equity: 00:04:00 •The Balance Sheet - How it relates to you: 00:06:00 •The Income Statement - Introduction: 00:04:00 •The Income Statement - How it relates to you: 00:03:00 •The Cashflow Statement - Introduction: 00:04:00 •The Cashflow Statement - How it relates to you: 00:01:00 •Key Financial Statements - Summary: 00:01:00 •The Money Making Metrics: 00:03:00 •Ratio Analysis: 00:02:00 •Profitability Ratios: 00:03:00 •Operating Ratios: 00:02:00 •Liquidity and Leverage Ratios: 00:03:00 •How Ratio Analysis Impacts you: 00:03:00 •Profit ≠Cash: 00:03:00 •Profit but No Cash: 00:04:00 •Cash but no Profit: 00:05:00 •Why understanding the Cashflow statement matters: 00:04:00 •Managing Days Sales Outstanding: 00:04:00 •Managing Inventory: 00:03:00 •Working Capital - Case Study: 00:05:00 •Return on Investments: 00:04:00 •Return on Investments - Calculations: 00:04:00 •Five Traps: 00:04:00 •Course Completion: 00:01:00 •Assignment - Improve your Financial Intelligence: 00:00:00

Overview In this age of technology, data science and machine learning skills have become highly demanding skill sets. In the UK a skilled data scientist can earn around £62,000 per year. If you are aspiring for a career in the IT industry, secure these skills before you start your journey. The Complete Machine Learning & Data Science Bootcamp 2023 course can help you out. This course will introduce you to the essentials of Python. From the highly informative modules, you will learn about NumPy, Pandas and matplotlib. The course will help you grasp the skills required for using python for data analysis and visualisation. After that, you will receive step-by-step guidance on Python for machine learning. The course will then focus on the concepts of Natural Language Processing.  Upon successful completion of the course, you will receive a certificate of achievement. This certificate will help you elevate your resume. So enrol today! How will I get my certificate? You may have to take a quiz or a written test online during or after the course. After successfully completing the course, you will be eligible for the certificate. Who is This course for? Anyone with an interest in learning about data science can enrol in this course. It will help aspiring professionals develop the basic skills to build a promising career. Professionals already working in this can take the course to improve their skill sets. Requirements The students will not require any formal qualifications or previous experience to enrol in this course. Anyone can learn from the course anytime from anywhere through smart devices like laptops, tabs, PC, and smartphones with stable internet connections. They can complete the course according to their preferable pace so, there is no need to rush.   Career Path This course will equip you with valuable knowledge and effective skills in this area. After completing the course, you will be able to explore career opportunities in the fields such as Data Analyst Data Scientist Data Manager Business Analyst Course Curriculum 18 sections • 98 lectures • 23:48:00 total length •Welcome & Course Overview6: 00:07:00 •Set-up the Environment for the Course (lecture 1): 00:09:00 •Set-up the Environment for the Course (lecture 2): 00:25:00 •Two other options to setup environment: 00:04:00 •Python data types Part 1: 00:21:00 •Python Data Types Part 2: 00:15:00 •Loops, List Comprehension, Functions, Lambda Expression, Map and Filter (Part 1): 00:16:00 •Loops, List Comprehension, Functions, Lambda Expression, Map and Filter (Part 2): 00:20:00 •Python Essentials Exercises Overview: 00:02:00 •Python Essentials Exercises Solutions: 00:22:00 •What is Numpy? A brief introduction and installation instructions.: 00:03:00 •NumPy Essentials - NumPy arrays, built-in methods, array methods and attributes.: 00:28:00 •NumPy Essentials - Indexing, slicing, broadcasting & boolean masking: 00:26:00 •NumPy Essentials - Arithmetic Operations & Universal Functions: 00:07:00 •NumPy Essentials Exercises Overview: 00:02:00 •NumPy Essentials Exercises Solutions: 00:25:00 •What is pandas? A brief introduction and installation instructions.: 00:02:00 •Pandas Introduction: 00:02:00 •Pandas Essentials - Pandas Data Structures - Series: 00:20:00 •Pandas Essentials - Pandas Data Structures - DataFrame: 00:30:00 •Pandas Essentials - Handling Missing Data: 00:12:00 •Pandas Essentials - Data Wrangling - Combining, merging, joining: 00:20:00 •Pandas Essentials - Groupby: 00:10:00 •Pandas Essentials - Useful Methods and Operations: 00:26:00 •Pandas Essentials - Project 1 (Overview) Customer Purchases Data: 00:08:00 •Pandas Essentials - Project 1 (Solutions) Customer Purchases Data: 00:31:00 •Pandas Essentials - Project 2 (Overview) Chicago Payroll Data: 00:04:00 •Pandas Essentials - Project 2 (Solutions Part 1) Chicago Payroll Data: 00:18:00 •Matplotlib Essentials (Part 1) - Basic Plotting & Object Oriented Approach: 00:13:00 •Matplotlib Essentials (Part 2) - Basic Plotting & Object Oriented Approach: 00:22:00 •Matplotlib Essentials (Part 3) - Basic Plotting & Object Oriented Approach: 00:22:00 •Matplotlib Essentials - Exercises Overview: 00:06:00 •Matplotlib Essentials - Exercises Solutions: 00:21:00 •Seaborn - Introduction & Installation: 00:04:00 •Seaborn - Distribution Plots: 00:25:00 •Seaborn - Categorical Plots (Part 1): 00:21:00 •Seaborn - Categorical Plots (Part 2): 00:16:00 •Seborn-Axis Grids: 00:25:00 •Seaborn - Matrix Plots: 00:13:00 •Seaborn - Regression Plots: 00:11:00 •Seaborn - Controlling Figure Aesthetics: 00:10:00 •Seaborn - Exercises Overview: 00:04:00 •Seaborn - Exercise Solutions: 00:19:00 •Pandas Built-in Data Visualization: 00:34:00 •Pandas Data Visualization Exercises Overview: 00:03:00 •Panda Data Visualization Exercises Solutions: 00:13:00 •Plotly & Cufflinks - Interactive & Geographical Plotting (Part 1): 00:19:00 •Plotly & Cufflinks - Interactive & Geographical Plotting (Part 2): 00:14:00 •Plotly & Cufflinks - Interactive & Geographical Plotting Exercises (Overview): 00:11:00 •Plotly & Cufflinks - Interactive & Geographical Plotting Exercises (Solutions): 00:17:00 •Project 1 - Oil vs Banks Stock Price during recession (Overview): 00:15:00 •Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 1): 00:18:00 •Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 2): 00:18:00 •Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 3): 00:17:00 •Project 2 (Optional) - Emergency Calls from Montgomery County, PA (Overview): 00:03:00 •Introduction to ML - What, Why and Types..: 00:15:00 •Theory Lecture on Linear Regression Model, No Free Lunch, Bias Variance Tradeoff: 00:15:00 •scikit-learn - Linear Regression Model - Hands-on (Part 1): 00:17:00 •scikit-learn - Linear Regression Model Hands-on (Part 2): 00:19:00 •Good to know! How to save and load your trained Machine Learning Model!: 00:01:00 •scikit-learn - Linear Regression Model (Insurance Data Project Overview): 00:08:00 •scikit-learn - Linear Regression Model (Insurance Data Project Solutions): 00:30:00 •Theory: Logistic Regression, conf. mat., TP, TN, Accuracy, Specificityetc.: 00:10:00 •scikit-learn - Logistic Regression Model - Hands-on (Part 1): 00:17:00 •scikit-learn - Logistic Regression Model - Hands-on (Part 2): 00:20:00 •scikit-learn - Logistic Regression Model - Hands-on (Part 3): 00:11:00 •scikit-learn - Logistic Regression Model - Hands-on (Project Overview): 00:05:00 •scikit-learn - Logistic Regression Model - Hands-on (Project Solutions): 00:15:00 •Theory: K Nearest Neighbors, Curse of dimensionality .: 00:08:00 •scikit-learn - K Nearest Neighbors - Hands-on: 00:25:00 •scikt-learn - K Nearest Neighbors (Project Overview): 00:04:00 •scikit-learn - K Nearest Neighbors (Project Solutions): 00:14:00 •Theory: D-Tree & Random Forests, splitting, Entropy, IG, Bootstrap, Bagging.: 00:18:00 •scikit-learn - Decision Tree and Random Forests - Hands-on (Part 1): 00:19:00 •scikit-learn - Decision Tree and Random Forests (Project Overview): 00:05:00 •scikit-learn - Decision Tree and Random Forests (Project Solutions): 00:15:00 •Support Vector Machines (SVMs) - (Theory Lecture): 00:07:00 •scikit-learn - Support Vector Machines - Hands-on (SVMs): 00:30:00 •scikit-learn - Support Vector Machines (Project 1 Overview): 00:07:00 •scikit-learn - Support Vector Machines (Project 1 Solutions): 00:20:00 •scikit-learn - Support Vector Machines (Optional Project 2 - Overview): 00:02:00 •Theory: K Means Clustering, Elbow method.: 00:11:00 •scikit-learn - K Means Clustering - Hands-on: 00:23:00 •scikit-learn - K Means Clustering (Project Overview): 00:07:00 •scikit-learn - K Means Clustering (Project Solutions): 00:22:00 •Theory: Principal Component Analysis (PCA): 00:09:00 •scikit-learn - Principal Component Analysis (PCA) - Hands-on: 00:22:00 •scikit-learn - Principal Component Analysis (PCA) - (Project Overview): 00:02:00 •scikit-learn - Principal Component Analysis (PCA) - (Project Solutions): 00:17:00 •Theory: Recommender Systems their Types and Importance: 00:06:00 •Python for Recommender Systems - Hands-on (Part 1): 00:18:00 •Python for Recommender Systems - - Hands-on (Part 2): 00:19:00 •Natural Language Processing (NLP) - (Theory Lecture): 00:13:00 •NLTK - NLP-Challenges, Data Sources, Data Processing ..: 00:13:00 •NLTK - Feature Engineering and Text Preprocessing in Natural Language Processing: 00:19:00 •NLTK - NLP - Tokenization, Text Normalization, Vectorization, BoW.: 00:19:00 •NLTK - BoW, TF-IDF, Machine Learning, Training & Evaluation, Naive Bayes : 00:13:00 •NLTK - NLP - Pipeline feature to assemble several steps for cross-validation: 00:09:00