Dive into the intriguing world of food with the 'Food Technology Diploma Level 3'. This course takes you on a journey from the foundational aspects of food technology to the intricacies of food chemistry, biotechnology, and microbiology. With modules dedicated to food processing techniques and the ever-important topic of food packaging and sustainability, learners will acquire a holistic understanding of the subject. Embark on a learning experience that not only equips you with the knowledge of food technology but also imparts a consciousness about sustainable practices. Learning Outcomes Understand the basic concepts and importance of food technology in modern society. Gain insights into the role of chemistry, biotechnology, and microbiology in food production. Develop proficiency in varied food processing techniques and their applications. Comprehend the significance of sustainable food packaging and its impact on the environment. Attain a comprehensive perspective on the relationship between food technology and sustainability. Why buy this Food Technology Diploma Level 3? Unlimited access to the course for forever Digital Certificate, Transcript, student ID all included in the price Absolutely no hidden fees Directly receive CPD accredited qualifications after course completion Receive one to one assistance on every weekday from professionals Immediately receive the PDF certificate after passing Receive the original copies of your certificate and transcript on the next working day Easily learn the skills and knowledge from the comfort of your home Certification After studying the course materials of the Food Technology Diploma Level 3 there will be a written assignment test which you can take either during or at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this Food Technology Diploma Level 3 for? Individuals passionate about the food industry and technological advancements. Those keen on understanding the science behind food production. Aspiring food technologists aiming to enhance their qualifications. Professionals in the food industry looking to broaden their knowledge base. Sustainability advocates wishing to delve deeper into eco-friendly food practices. Prerequisites This Food Technology Diploma Level 3 does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Food Technology Diploma Level 3 was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Career path Food Technologist: £25,000 - £35,000 Food Quality Control Analyst: £22,000 - £30,000 Food Production Manager: £30,000 - £45,000 Food Microbiologist: £24,000 - £34,000 Sustainability Consultant (Food Industry): £28,000 - £40,000 Food Packaging Specialist: £27,000 - £37,000 Course Curriculum Module 01: Introduction to Food Technology Introduction to Food Technology 00:14:00 Module 02: Food Chemistry Food Chemistry 00:15:00 Module 03: Food Biotechnology Food Biotechnology 00:11:00 Module 04: Food Microbiology Food Microbiology 00:14:00 Module 05: Food Processing Techniques Part-1 Food Processing Techniques Part-1 00:15:00 Module 06: Food Processing Techniques Part-2 Food Processing Techniques Part-2 00:15:00 Module 07: Food Packaging and Sustainability Food Packaging and Sustainability 00:13:00
Delve into the intricate realm of Clinical Governance in Adult Care, a course designed to keep pace with the UK's rapidly evolving healthcare sector. Navigate a comprehensive syllabus, ranging from legislation nuances to innovative approaches in service delivery. Our modules unravel the complex threads of accountability, explore diverse governance models, and hone your capabilities to manage and innovate in the service delivery spectrum. Engage in a transformative learning journey and equip yourself to be a future leader in adult care governance. Learning Outcomes Understand the legislative framework and statutory guidance pertaining to adult care. Discern the intricacies of accountability within the healthcare realm. Evaluate and differentiate between various governance models. Master techniques for effective management and governance in service delivery. Recognise and apply innovative strategies in aligning service delivery. Why buy this Freestyle Swimming: Mastering the Healthiest Swim Technique course? Unlimited access to the course for forever Digital Certificate, Transcript, student ID all included in the price Absolutely no hidden fees Directly receive CPD accredited qualifications after course completion Receive one to one assistance on every weekday from professionals Immediately receive the PDF certificate after passing Receive the original copies of your certificate and transcript on the next working day Easily learn the skills and knowledge from the comfort of your home Certification After studying the course materials of the Clinical Governance in Adult Care there will be a written assignment test which you can take either during or at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this Freestyle Swimming: Mastering the Healthiest Swim Technique course for? Healthcare administrators keen on enhancing their governance knowledge. Policy makers aiming to refine their understanding of clinical governance. Care providers eager to adopt updated governance strategies. Aspiring professionals in the adult care sector. Quality assurance personnel in healthcare seeking a deeper insight. Prerequisites This Clinical Governance in Adult Care does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Clinical Governance in Adult Care was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Career path Clinical Governance Manager: £40,000 - £55,000 Healthcare Policy Analyst: £35,000 - £50,000 Adult Care Service Director: £60,000 - £80,000 Quality Assurance Officer in Healthcare: £30,000 - £45,000 Service Delivery Coordinator: £28,000 - £42,000 Health and Social Care Advisor: £32,000 - £47,000 Course Curriculum Module 01: Legislation and Statutory Guidance Legislation and Statutory Guidance 00:16:00 Module 02: Legislation & Accountability Legislation & Accountability 00:17:00 Module 03: Purpose and Functions of Different Models Purpose and Functions of Different Models 00:16:00 Module 04: Management and Governance of Service Delivery Management and Governance of Service Delivery 00:16:00 Module 05: Innovation and Alignment in Service Delivery Innovation and Alignment in Service Delivery 00:15:00 Module 06: Internal Governance Procedures Internal Governance Procedures 00:16:00
Unravel the intricate tapestry of global connections with the 'International Relations and Diplomacy' course. Delve into a world where nations converse, navigating through complex international waters with finesse and strategy. Discover how theories meld with practices, understand the weight of international law, and witness the dance of diplomatic strategies in action. This course doesn't merely inform; it immerses, pushing you to the forefront of today's global issues and challenges. Learning Outcomes Grasp the foundational concepts of diplomacy and the mechanisms of international relations. Analyse and apply various theories related to international dynamics. Understand the significance and intricacies of international law and institutions. Develop strategic approaches to diplomatic scenarios and challenges. Evaluate regional dynamics and predict potential future trends in international relations Why choose this International Relations and Diplomacy course? Unlimited access to the course for a lifetime. Opportunity to earn a certificate accredited by the CPD Quality Standards after completing this course. Structured lesson planning in line with industry standards. Immerse yourself in innovative and captivating course materials and activities. Assessments are designed to evaluate advanced cognitive abilities and skill proficiency. Flexibility to complete the International Relations and Diplomacy Course at your own pace, on your own schedule. Receive full tutor support throughout the week, from Monday to Friday, to enhance your learning experience. Who is this International Relations and Diplomacy course for? Individuals curious about the mechanics of global interactions. Aspiring diplomats eager to make their mark internationally. Students of politics aiming to deepen their academic knowledge. Advocates seeking a clearer perspective on global issues. Researchers and scholars pursuing expertise in international studies. Career path Diplomat: £40,000 - £70,000 International Relations Consultant: £35,000 - £60,000 Global Policy Analyst: £30,000 - £55,000 International Law Advisor: £50,000 - £90,000 Foreign Affairs Journalist: £28,000 - £52,000 International NGO Coordinator: £32,000 - £58,000 Prerequisites This International Relations and Diplomacy does not require you to have any prior qualifications or experience. You can just enrol and start learning.This International Relations and Diplomacy was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Certification After studying the course materials, there will be a written assignment test which you can take at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £4.99 Original Hard Copy certificates need to be ordered at an additional cost of £8. Course Curriculum Module 01: Introduction to Diplomacy and International Relations Introduction to Diplomacy and International Relations 00:21:00 Module 02: Theories and Approaches in International Relations Theories and Approaches in International Relations 00:16:00 Module 03: International Law and Institutions International Law and Institutions 00:19:00 Module 04: Diplomatic Practices and Strategies Diplomatic Practices and Strategies 00:20:00 Module 05: Global Issues in Diplomacy and International Relations Global Issues in Diplomacy and International Relations 00:22:00 Module 06: Regional Dynamics and Case Studies Regional Dynamics and Case Studies 00:22:00 Module 07: Contemporary Challenges and Future Trends Contemporary Challenges and Future Trends 00:22:00
Step into the future with our 'Level 4 Diploma in Information Management', a beacon of guidance in the digital age. As information becomes the currency of our era, understanding how to efficiently manage, strategise, and safeguard it has never been more pivotal. From the foundational principles to the complexities of Management Information Systems, this course tailors a journey that unveils the marvels of contemporary data handling. Unlock the magic behind databases, audit processes, and the ethical concerns enveloping information - all curated meticulously for the modern learner. Learning Outcomes Understand the foundational principles of Information Management. Formulate and implement effective Information Management strategies. Gain proficiency in the workings of Management Information Systems (MIS). Acquire the skills to conduct an information systems audit. Grasp the ethical considerations and data protection measures in the realm of information. Why choose this Level 4 Diploma in Information Management course? Unlimited access to the course for a lifetime. Opportunity to earn a certificate accredited by the CPD Quality Standards after completing this course. Structured lesson planning in line with industry standards. Immerse yourself in innovative and captivating course materials and activities. Assessments are designed to evaluate advanced cognitive abilities and skill proficiency. Flexibility to complete the Level 4 Diploma in Information Management Course at your own pace, on your own schedule. Receive full tutor support throughout the week, from Monday to Friday, to enhance your learning experience. Who is this Level 4 Diploma in Information Management course for? Aspiring data strategists keen to mould the future. Information officers aiming to upgrade their knowledge landscape. Database enthusiasts eager to dive deeper. Managers looking to enhance their organisational data systems. Ethical hackers and cybersecurity buffs aiming for a broader perspective. Career path Information Strategist - £45,000 - £70,000 Data Protection Officer - £40,000 - £60,000 MIS Analyst - £50,000 - £75,000 Systems Audit Specialist - £55,000 - £80,000 Information Management Consultant - £48,000 - £73,000 Database Administrator - £42,000 - £68,000 Prerequisites This Level 4 Diploma in Information Management does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Level 4 Diploma in Information Management was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Certification After studying the course materials, there will be a written assignment test which you can take at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £4.99 Original Hard Copy certificates need to be ordered at an additional cost of £8. Course Curriculum Module 01: Introduction to Information Management Introduction to Information Management 00:32:00 Module 02: Information Management Strategy Information Management Strategy 00:17:00 Module 03: Databases and Information Management Databases and Information Management 00:29:00 Module 04: Management Information Systems (MIS) Management Information Systems (MIS) 00:16:00 Module 05: Auditing Information Systems Auditing Information Systems 00:16:00 Module 06: Ethical and Social Issues and Data Protection Ethical and Social Issues and Data Protection 00:27:00 Assignment Assignment - Level 4 Diploma in Information Management 00:00:00
Overview Inhaling Legionella bacteria can cause Legionnaires' Disease, which is a deadly form of pneumonia. Learn more about this harmful bacteria and protect yourself with our Legionella Awareness Training. In this course you will get an overall understanding of Legionella. The highly informative modules will educate you on the legal regulations regarding Legionella. In addition, you will develop and be able to enhance your knowledge of the Legionella risk assessment process. The course will also teach you the procedures for taking risk control measures. Course Preview Learning Outcomes Familiarise yourself with Legionella Deepen your knowledge of the legal regulations regarding Legionella Get introduced to the hazardous environment Understand the process of Legionella risk assessment Learn about the Legionella risk control measures Why Take This Course From John Academy? Affordable, well-structured and high-quality e-learning study materials Engaging tutorial videos, materials from the industry-leading experts Opportunity to study in a user-friendly, advanced online learning platform Efficient exam systems for the assessment and instant result Earn UK & internationally recognised accredited qualification Easily access the course content on mobile, tablet, or desktop from anywhere, anytime Excellent career advancement opportunities Get 24/7 student support via email. What Skills Will You Learn from This Course? Legionella Awareness Legionella Risk Assessment and Control Who Should Take This Legionella Awareness Training? Whether you're an existing practitioner or an aspiring professional, this course is an ideal opportunity. It will elevate your expertise and boost your CV with key skills and a recognised qualification attesting to your knowledge. Are There Any Entry Requirements? This Legionella Awareness Training is available to all learners of all academic backgrounds. But learners should be aged 16 or over to undertake the qualification. And a good understanding of the English language, numeracy, and ICT will be helpful. Certificate of Achievement After completing this course successfully, you will be able to obtain an Accredited Certificate of Achievement. Certificates & Transcripts can be obtained either in Hardcopy at £14.99 or in PDF format at £11.99. Career Pathâ This exclusive Legionella Awareness Training course will equip you with effective skills and abilities and help you explore career paths such as Public Health Analyst Health Educator Infection Control Specialist Healthcare Professional Module 01:Controlling The Risks Controlling The Risks 00:07:00 Module 02:Hazardous Environments Hazardous Environments 00:08:00 Module 03:Legal Responsibilities Legal Responsibilities 00:09:00 Module 04:Legionella Awareness In a Post-Covid World Legionella Awareness In a Post-Covid World 00:11:00 Module 05:Legionella Risk Assessment Legionella Risk Assessment 00:08:00 Module 06: What is Legionella What is Legionella 00:06:00 Certificate and Transcript Order Your Certificates and Transcripts 00:00:00
Business Management: Business Management Training Do you want to be a skilled professional or a suitable novice? You will gain all the knowledge you need to launch or advance your Business Management career at the top level through this Business Management course. You can improve technical skills and your understanding of company management by taking a business management course. You will learn about operational management and risk management in the business management course. Moreover, business management encompasses project management, succession planning, and other topics. With this business management course, you can also study about a variety of strategic approaches and business management planning. Also, this step-by-step business management course outlines many problems and solutions to assist you in making wise management choices. Take the next step in achieving your personal and professional objectives by enrolling this Business Management right away. Learning Outcomes of Business Management Course At the end of the Business Management course, the learner will be able to: Provide a brief idea about Business Management and its importance. Discuss all the terms related to Business Management. Business Management clarifies the differences between a leader and a manager. Business Management describes the theory of leadership and management to encourage organizational direction. Business Management determines the personal and technical skills needed to attain strategic objectives. Develop a personal improvement plan and describe the concepts of strategic business management. Business Management will enhance understanding of UK law and regulations related to business. Business Management develops an action plan for an organization. Special Offers of this Business Management Course This Business Management Course includes a FREE PDF Certificate. Lifetime access to this Business Management Course Instant access to this Business Management: Business Management Course Get FREE Tutor Support from Monday to Friday in this Business Management: Business Management Course [ Note: Free PDF certificate as soon as completing the Business Management: Business Management Training Course] Business Management: Business Management Training Industry Experts Designed this Business Management: Business Management course into 03 detailed modules. Detailed course curriculum of Business Management Training: Module 01: Management and Leadership Explained Module 02: How to Manage Resources Module 03: Effective Management of Time, Stress and Crises Assessment Method of Business Management After completing each module of the Business Management Training Course, you will find automated MCQ quizzes. To unlock the next module, you need to complete the quiz task and get at least 60% marks. Certification of Business Management After completing the MCQ/Assignment assessment for this Business Management Training course, you will be entitled to a Certificate of Completion from Training Tale. Who is this course for? Business Management: Business Management Training This Business Management: Business Management Training course is ideal for: Everyone, including students and business owners or entrepreneurs, should take this course on business management. Requirements Business Management: Business Management Training Students who intend to enrol in this Business Management: Business Management Training course must meet the following requirements: Business Management: Good command of the English language Business Management: Must be vivacious and self-driven Business Management: Basic computer knowledge Business Management: A minimum of 16 years of age is required Career path Business Management: Business Management Training Upon successful completion of this Business Management: Business Management Training, candidates may choose careers including: Business Consultant Buyer Business Analyst Receptionist Administration Secretary Certificates Certificate of completion Digital certificate - Included
Overview 'Diploma in Change Management,' a course meticulously designed to equip learners with the knowledge and strategies vital for navigating the dynamic landscapes of organisational change. This program delves into the intricacies of change, its cyclical nature, and human responses, offering profound insights into managing resistance, adapting effectively, and maintaining equilibrium in the face of transformation. Learning Outcomes: Understand the concept of change and its various stages in the change cycle. Explore the human reaction to change and develop strategies for managing and mitigating resistance. Learn techniques for adapting to change effectively and maintaining a positive attitude during transitions. Acquire strategies for dealing with anger in the context of change management. Develop skills for managing stress and promoting resilience while implementing organizational changes. Why buy this Diploma in Change Management? Unlimited access to the course for a lifetime. Opportunity to earn a certificate accredited by the CPD Quality Standards and CIQ after completing this course. Structured lesson planning in line with industry standards. Immerse yourself in innovative and captivating course materials and activities. Assessments designed to evaluate advanced cognitive abilities and skill proficiency. Flexibility to complete the Course at your own pace, on your own schedule. Receive full tutor support throughout the week, from Monday to Friday, to enhance your learning experience. Unlock career resources for CV improvement, interview readiness, and job success. Certification After studying the course materials of the Diploma in Change Management you will be able to take the MCQ test that will assess your knowledge. After successfully passing the test you will be able to claim the pdf certificate for £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this course for? Individuals aspiring to lead change initiatives in their organisations. Managers seeking to improve their team's adaptability to change. Human resources professionals responsible for overseeing change processes. Consultants aiming to guide businesses through transitions. Graduates looking to specialise in change management. Prerequisites This Diploma in Change Management was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Career path Change Manager: £40,000 - £60,000 Per Annum Organisational Development Consultant: £35,000 - £55,000 Per Annum Human Resources Manager: £30,000 - £50,000 Per Annum Project Manager: £32,000 - £70,000 Per Annum Business Analyst: £35,000 - £65,000 Per Annum Operations Manager: £28,000 - £60,000 Per Annum Course Curriculum Diploma in Change Management Course Overview 00:05:00 What is Change? 00:10:00 The Change Cycle 00:05:00 The Human Reaction to Change 00:05:00 The Pace of Change 00:10:00 The Four Room Apartment 00:05:00 Dealing with Resistance 00:05:00 Adapting to Change 00:10:00 Strategies for Dealing with Anger 00:10:00 Managing Stress 00:15:00 Mock Exam Mock Exam - Diploma in Change Management 00:20:00 Final Exam Final Exam - Diploma in Change Management 00:20:00
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