11446 Professional Skills courses

Overview This comprehensive course on French Course - Intermediate Level will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This French Course - Intermediate Level 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 French Course - Intermediate Level. It is available to all students, of all academic backgrounds. Requirements Our French Course - Intermediate Level 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 12 sections • 72 lectures • 03:49:00 total length •Introduction: 00:01:00 •Lesson 10a: 00:03:00 •Lesson 10b: 00:03:00 •Lesson 10c: 00:03:00 •Lesson 10d: 00:03:00 •Lesson 10e: 00:03:00 •Lesson 10f: 00:04:00 •Lesson 10g: 00:04:00 •Lesson 11a: 00:03:00 •Lesson 11b: 00:03:00 •Lesson 11c: 00:04:00 •Lesson 11d: 00:03:00 •Lesson 11e: 00:03:00 •Lesson 11f: 00:05:00 •Lesson 12a: 00:03:00 •Lesson 12b: 00:03:00 •Lesson 12c: 00:03:00 •Lesson 12d: 00:03:00 •Lesson 12e: 00:03:00 •Lesson 12f: 00:03:00 •Lesson 12g: 00:04:00 •Lesson 12h: 00:04:00 •Lesson 13a: 00:03:00 •Lesson 13b: 00:03:00 •Lesson 13c: 00:03:00 •Lesson 13d: 00:03:00 •Lesson 13e: 00:03:00 •Lesson 13f: 00:03:00 •Lesson 13g: 00:04:00 •Lesson 14a: 00:03:00 •Lesson 14b: 00:03:00 •Lesson 14c: 00:03:00 •Lesson 14d: 00:03:00 •Lesson 14e: 00:03:00 •Lesson 14f: 00:03:00 •Lesson 14g: 00:05:00 •Lesson 15a: 00:03:00 •Lesson 15b: 00:03:00 •Lesson 15c: 00:04:00 •Lesson 15d: 00:04:00 •Lesson 15e: 00:04:00 •Lesson 15f: 00:03:00 •Lesson 15g: 00:04:00 •Lesson 15h: 00:03:00 •Lesson 15i: 00:04:00 •Lesson 15j: 00:04:00 •Lesson 16a: 00:03:00 •Lesson 16b: 00:03:00 •Lesson 16c: 00:03:00 •Lesson 16d: 00:03:00 •Lesson 16e: 00:03:00 •Lesson 16f: 00:03:00 •Lesson 16g: 00:03:00 •Lesson 17a: 00:03:00 •Lesson 17b: 00:04:00 •Lesson 17c: 00:03:00 •Lesson 17d: 00:03:00 •Lesson 17e: 00:03:00 •Lesson 17f: 00:03:00 •Lesson 17g: 00:03:00 •Lesson 17h: 00:04:00 •Lesson 17i: 00:04:00 •Lesson 18a: 00:03:00 •Lesson 18b: 00:03:00 •Lesson 18c: 00:03:00 •Lesson 18d: 00:03:00 •Lesson 18e: 00:03:00 •Lesson 18f: 00:03:00 •Lesson 18g: 00:04:00 •Lesson 18h: 00:04:00 •Resources - French Course - Intermediate Level: 00:00:00 •Assignment - French Course - Intermediate Level: 00:00:00

Overview This comprehensive course on Forest Schooling will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Forest Schooling  comes with accredited certification from CPD, which will enhance your CV and make you worthy in the job market. So enroll 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 Forest Schooling. It is available to all students, of all academic backgrounds Requirements Our Forest Schooling 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 smart phones 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 skillet will help you to- Open doors of opportunities Increase your adaptability Keep you relevant Boost confidence And much more! Course Curriculum 10 sections • 10 lectures • 01:30:00 total length •Forest Schooling: 00:06:00 •Benefits of Forest Schooling: 00:10:00 •Forest School Programme: 00:14:00 •Learning Activities in Forest School: 00:10:00 •Playing Activities in Forest School: 00:10:00 •Survival Activities in Forest School: 00:12:00 •Child Development: 00:12:00 •Eco-Friendly Forest Schooling: 00:08:00 •Safety and Risk Management: 00:08:00 •Assignment - Forest Schooling: 00:00:00

Overview This comprehensive course on Forex Scalping Strategy Course will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Forex Scalping Strategy Course 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 Forex Scalping Strategy Course. It is available to all students, of all academic backgrounds. Requirements Our Forex Scalping Strategy Course 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 5 sections • 11 lectures • 00:44:00 total length •Introduction 00:02:00 •How to Choose a Broker for Scalping 00:01:00 •How to Set up Chart: 00:02:00 •Indicator Part 1: 00:05:00 •Indicator Part 2: 00:06:00 •Support and Resistance: 00:05:00 •The Secret Scalping Strategy: 00:06:00 •Golden Rules: 00:05:00 •Risk Management: 00:02:00 •Examples: 00:10:00 •Assignment - Forex Scalping Strategy Course: 00:00:00

Overview This comprehensive course on Inspirational Leadership Skills: Practical Motivational Leadership will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Inspirational Leadership Skills: Practical Motivational Leadership 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 Inspirational Leadership Skills: Practical Motivational Leadership. It is available to all students, of all academic backgrounds. Requirements Our Inspirational Leadership Skills: Practical Motivational Leadership 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 2 sections • 8 lectures • 02:39:00 total length •Module 01: Developing the Leader Within You: 00:21:00 •Module 02: Emotional Intelligence in Leadership: 00:17:00 •Module 03: Communication Skills: 00:26:00 •Module 04: Public Speaking: 00:30:00 •Module 05: Critical Thinking in Problem-Solving and Decision Making: 00:23:00 •Module 06: Motivation and Counselling: 00:16:00 •Module 07: Management and Leadership: 00:26:00 •Assignment - Inspirational Leadership Skills: Practical Motivational Leadership: 00:00:00

Overview This comprehensive course on JavaScript Project - Game Development with JS will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This JavaScript Project - Game Development with JS 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 JavaScript Project - Game Development with JS. It is available to all students, of all academic backgrounds. Requirements Our JavaScript Project - Game Development with JS 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 2 sections • 12 lectures • 01:45:00 total length •Introduction to Beware of the Jolly Roger: 00:03:00 •Creating the HTML File: 00:12:00 •Adding CSS to it: 00:13:00 •Understanding Math Random: 00:12:00 •Adding Javascript: 00:05:00 •Calling the Function: 00:10:00 •Clicked on 10 Flags: 00:10:00 •Jolly Roger: 00:11:00 •Win or Lose: 00:06:00 •Flag is Displayed: 00:03:00 •Understanding Arrays: 00:12:00 •Different Flag Opening at Every Click: 00:08:00

Overview This comprehensive course on Industrial and Organisational Psychology will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Industrial and Organisational Psychology 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 Industrial and Organisational Psychology. It is available to all students, of all academic backgrounds. Requirements Our Industrial and Organisational Psychology 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 3 sections • 28 lectures • 03:11:00 total length •Introduction: 00:01:00 •What is I/O Psychology?: 00:10:00 •The Big 5 Personality Trait Model: 00:04:00 •Maslow's Hierarchy of Needs: 00:06:00 •Employee Motivation: 00:05:00 •Job Analysis: 00:06:00 •Building Leadership & Training: 00:07:00 •Workplace diversity: 00:04:00 •Product Design: 00:05:00 •Improving Workplace Performance: 00:07:00 •Ergonomics: 00:03:00 •Examples of Lean Tools: 00:04:00 •Ergonomics Part 2: 00:04:00 •HR Management: 00:10:00 •Workforce Insight Analyst: 00:09:00 •Business Development Consultant: 00:05:00 •Organizational Effectiveness Manager: 00:10:00 •Executive Coach: 00:06:00 •Internal External Business Consultant: 00:20:00 •Team Development Manager: 00:14:00 •Change Manager: 00:07:00 •Strategy Development Manager: 00:11:00 •Recruitment Manager: 00:10:00 •Behavioral Analyst: 00:02:00 •Policy Officer: 00:09:00 •Engineering Psychologist: 00:06:00 •Difference between IO and Business Psychology: 00:03:00 •Is IO Psychology for you?: 00:03:00

Overview This comprehensive course on Portfolio Building for Property will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Portfolio Building for Property 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 Portfolio Building for Property. It is available to all students, of all academic backgrounds. Requirements Our Portfolio Building for Property 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. 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 3 sections • 15 lectures • 01:48:00 total length •Introduction: 00:07:00 •The answer is Property: 00:05:00 •Mortgage Types: 00:06:00 •Negative Mind Chatter: 00:08:00 •Steps in the Plan: 00:06:00 •Property Types: 00:02:00 •Set it up and Forget about it: 00:07:00 •Raising the Capital: 00:16:00 •Watch your cashflow: 00:08:00 •Look at the costs: 00:10:00 •Portfolio building strategy: 00:13:00 •Historic Property Cycles: 00:07:00 •Make your portfolio grow faster: 00:08:00 •Ways to Create Income: 00:02:00 •Understanding Inflation: 00:03:00

Overview This comprehensive course on Pet First Aid, CPR and Pet Business will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Pet First Aid, CPR and Pet Business 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 Pet First Aid, CPR and Pet Business. It is available to all students, of all academic backgrounds. Requirements Our Pet First Aid, CPR and Pet Business is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible on tablets and smartphones so you can access your course on wifi, 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 3 sections • 29 lectures • 05:15:00 total length •Introduction: 00:12:00 •Collapse & Unconsciousness: 00:12:00 •Cardiopulmonary Resuscitation: 00:09:00 •Shock: 00:11:00 •Bleeding: 00:15:00 •Bandaging: 00:12:00 •Fractures: 00:09:00 •Seizures: 00:05:00 •Choking & Drowning: 00:07:00 •Heat Stroke & Hypothermia: 00:05:00 •Burns & Scalds: 00:06:00 •Poisoning: 00:10:00 •Bites & Stings: 00:05:00 •Common Emergencies: 00:17:00 •Managing a First Aid Scenario: 00:05:00 •Pet First Aid Kit: 00:10:00 •Collapse & Unconsciousness: 00:12:00 •Pet CPR: 00:12:00 •Shock: 00:11:00 •Managing a First Aid Scenario: 00:05:00 •Pet First Aid Kit: 00:10:00 •Introduction: 00:06:00 •Legal Requirements: 00:37:00 •Running Your Own Business: 00:16:00 •Marketing: 00:16:00 •Setting Your Prices: 00:10:00 •Business Costs: 00:08:00 •Forms & Record Keeping: 00:15:00 •Pre-Service Visit: 00:07:00

Overview This comprehensive course on Microsoft Project: Learn the Fundamentals of Project Management will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Microsoft Project: Learn the Fundamentals of Project Management 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 Microsoft Project: Learn the Fundamentals of Project Management. It is available to all students, of all academic backgrounds. Requirements Our Microsoft Project: Learn the Fundamentals of Project Management 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 2 sections • 19 lectures • 01:10:00 total length •Lesson 01: What is Microsoft Project: 00:03:00 •Lesson 02: The Project Interface: 00:02:00 •Lesson 03: Project Management Phases: 00:02:00 •Lesson 04: Create a new Project Plan: 00:01:00 •Lesson 05: Create a Project Calendar: 00:06:00 •Lesson 06: Creating Project Tasks: 00:05:00 •Lesson 07: Placeholder Text and Task Types: 00:06:00 •Lesson 08: Create Work Breakdown Structure: 00:06:00 •Lesson 09: Define Task Relationships: 00:08:00 •Lesson 10: Tying Up Loose Ends: 00:02:00 •Lesson 11: Add Resources to Project Plan: 00:04:00 •Lesson 12: Creating a Resource Calendar: 00:03:00 •Lesson 13: Assign Resources to Tasks: 00:05:00 •Lesson 14: Resolve Resource Conflicts: 00:05:00 •Lesson 15: Optimise the Project Plan: 00:07:00 •Lesson 16: Adding Additional Resources: 00:02:00 •Lesson 17: Cost of the Project: 00:01:00 •Lesson 18: Setting a Baseline: 00:02:00 •Resource - Microsoft Project: Learn the Fundamentals of Project Management: 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