2646 Exercises courses in Edinburgh delivered Online

Estimating for Business Analysts: Virtual In-House Training A business analyst does not have authority to estimate the project and will not be held responsible for the project staying within the proposed budget; however, the business analyst does participate in various planning exercises with the project team. Many times the business analyst is on his or her own, required to provide estimates of how long it will take to perform their tasks. This course acquaints you with the basics of estimating from the point of view of the business analyst, emphasizing time estimates for the work. It also covers some of the product cost estimates that a business analyst may have to provide when the business is performing a cost/benefit analysis for the project. What you will Learn You'll learn how to: Translate business needs and requirements into estimates Estimate durations using a variety of techniques Negotiate differences in estimates Getting Started Introductions Course structure Course goals and objectives Foundation Concepts The importance of estimating to a business analyst The good and bad of estimating The project context The meaning of good estimating Focuses of estimating Characteristics of a good estimate Estimating the Time Requirements Applicable BABOK® Knowledge Areas Business Analysis Planning and Monitoring Elicitation and Collaboration Estimating the elicitation Information Gathering Plan Relative times for elicitation activities Planning and estimating the business analysis approach and activities Planning the business analysis activities Impact of process Estimating the Product Estimating the value of the product Business analyst's role Defining and determining value Function and use case points Agile estimating Planning Poker Other agile estimating techniques Negotiating estimates Negotiation techniques Negotiation approaches Summary What did we learn, and how can we implement this in our work environment?

About this training course This 3-day introductory-level course provides a comprehensive overview of Auditing in the Exploration & Production (E&P) industry. It is suitable for anyone who wants to gain a broader understanding of Upstream Oil & Gas Auditing - including joint venture, financial and contractual audits by government and regulatory authorities in the various granting regimes (Production Sharing Contracts, Risk Service Contracts, Concessionary). Training Objectives After the completion of this training course, participants will be able to: Gain knowledge of the unique features or key phases of the E&P Business Understand the general principles and objectives of the various different types of Upstream Oil & Gas audits Add value to your organisation by improving your audit techniques and auditing skills Review the importance of following process in order to avoid costly audit related findings. Utilize industry specific examples and exercises, develop your understanding of the most common E&P industry audit issues Target Audience This training course is suitable and will greatly benefit the following specific groups: Audit staff who are new or relatively new to the industry and who require a grounding in the various aspects of E&P Audit Finance or Accounting personnel involved in supporting audits Staff from a wide range of other business functions who are connected to / impacted by audit, such as, Supply Chain, Operations, Contracts Holders, IT, Tax and Treasury Topics will be covered from both the perspective of being part of an audit team plus that of the team being audited. Therefore, the course will appeal to staff from IOC's, NOC's and those from Government and/or Regulatory Authorities. Course Level Basic or Foundation Training Methods The training instructor relies on a highly interactive training method to enhance the learning process. This method ensures that all participants gain a complete understanding of all the topics covered. The training environment is highly stimulating, challenging, and effective because the participants will learn by case studies which will allow them to apply the material taught in their own organization. Course Duration: 3 days in total (21 hours). Training Schedule 0830 - Registration 0900 - Start of training 1030 - Morning Break 1045 - Training recommences 1230 - Lunch Break 1330 - Training recommences 1515 - Evening break 1530 - Training recommences 1700 - End of Training The maximum number of participants allowed for this training course is 25. This course is also available through our Virtual Instructor Led Training (VILT) format. Trainer Your expert course leader has more than 30 years of experience in the international oil and gas industry, covering all areas of Finance and Audit, including involvement in Commercial roles. During her 19 years with ENI she worked in Italy, Netherlands, Egypt and UK and was CFO for 2 major ENI subsidiaries. She has delivered training courses in Accounting, Audit, Economics and Commercial topics in many Countries. She has a Degree in Economics & Accounting and is a Certified Chartered Accountant. She is also a Chartered Auditor and an International Petroleum Negotiator. Outside of work, she is inspired by the beauty of nature and art, helping disadvantaged people, sports (football, golf) and her cat. Courses Delivered Internationally: E&P Accounting, Auditing in the Oil & Gas Industry Cost Control & Budgeting Introduction to the Oil & Gas Industry Petroleum Project Economics Contracts Strategy International O&G Exploitation Contracts POST TRAINING COACHING SUPPORT (OPTIONAL) To further optimise your learning experience from our courses, we also offer individualized 'One to One' coaching support for 2 hours post training. We can help improve your competence in your chosen area of interest, based on your learning needs and available hours. This is a great opportunity to improve your capability and confidence in a particular area of expertise. It will be delivered over a secure video conference call by one of our senior trainers. They will work with you to create a tailor-made coaching program that will help you achieve your goals faster. Request for further information post training support and fees applicable Accreditions And Affliations

Enroll today and gain the financial acumen needed to evaluate performance, assess opportunities, and make smart investments. Unlock your career growth potential and contribute to your organization's bottom line.  6+ Hours of Video 15+ Hours to Complete30+ Interactive Exercises1 Recognised Certificate Course Overview Our comprehensive Finance for Non-Finance Managers course cuts through financial jargon to provide business leaders the concepts and tools to evaluate performance and drive better decisions. Financial literacy is no longer just for finance teams - it's an essential skill for managers. This practical course focuses on translating financial statements and analysis into actionable insights. Through real-world cases and hands-on exercises, the self-paced online format allows busy professionals to boost their finance skills on their own time. Whether you're making investment choices or reviewing budget variances, this program will equip you to understand the numbers and take confident action. With over 6 hours of content and 30+ exercises, the program covers financial accounts, ratios, cash flows, capital budgeting, valuation, and more. A completed case study ties together the key concepts. “I was previously unsure of all the financial jargon and concepts, now I feel I have taken steps towards getting the big picture of finance. I really liked the Excel web integration!” Rachel Crawford Course Highlights Introduction to Key Financial Statements and Reports Profitability, Efficiency, and Credit Health Metrics Return on Capital and Cash Flow Analysis Time Value of Money and Investment Appraisal Budgeting, Cost Behaviour, and Decision Making Business Valuation Methods and Value Creation Certificate Upon Successful Course Completion

This English for Specific Purposes (ESP) tutoring course is designed to cater to the specific language needs of adult learners in their professional or academic fields. Participants will focus on developing their communication skills in English within their specific area of expertise. Through targeted lessons, practical exercises, and industry-specific materials, learners will enhance their ability to effectively communicate in English within their professional or academic contexts.  Course Duration: 10 weeks (40 sessions) Course Objectives: By the end of this course, participants will: 1. Communicate confidently and effectively in English within their specific field. 2. Expand industry-specific vocabulary and terminology. 3. Develop listening skills to understand specialised language and accents. 4. Enhance reading comprehension skills for professional or academic texts. 5. Write accurately and coherently for specific purposes within their field. Course Outline: Week 1: Introduction and Needs Analysis - Introduction to course objectives, expectations, and ESP methodology - Conducting a needs analysis to identify participants' specific language requirements - Establishing individual learning goals and expectations within their field of expertise Week 2: Speaking Skills for Specific Purposes - Developing effective oral communication skills for professional or academic contexts - Practicing role-plays, presentations, and discussions within participants' fields - Enhancing fluency and confidence in expressing ideas and opinions Week 3: Listening Skills for Specific Purposes - Developing listening skills to understand specialised language, accents, and speech patterns - Authentic listening materials related to participants' field of expertise - Strategies for effective note-taking and comprehension of specialised content Week 4: Vocabulary Expansion within Participants' Field - Expanding industry-specific vocabulary and terminology - Exercises and activities to reinforce and practice specialized vocabulary - Incorporating technical terms and jargon into spoken and written communication Week 5: Reading Comprehension for Professional/Academic Texts - Developing reading skills for professional or academic texts within participants' fields - Strategies for skimming, scanning, and understanding complex texts - Identifying main ideas, supporting details, and summarizing key information Week 6: Writing Skills for Specific Purposes - Improving writing skills for specific purposes within participants' field - Practice exercises for writing reports, proposals, academic papers, etc. - Enhancing clarity, coherence, and professional tone in written communication Week 7: Presentation and Public Speaking Skills - Developing effective presentation skills within participants' field - Techniques for organizing content, engaging the audience, and delivering impactful presentations - Practice sessions with feedback and guidance Week 8: Negotiation and Business Communication Skills - Enhancing negotiation and business communication skills for professional contexts - Role-plays and practical exercises for effective communication in meetings, negotiations, etc. - Polishing language and strategies for successful business interactions Week 9: Cross-Cultural Communication - Understanding cultural nuances and adapting communication styles within participants' field - Developing intercultural communication skills for international professional contexts - Practicing effective communication in multicultural environments Week 10: Review and Final Evaluation - Reviewing course content and addressing individual needs - Comprehensive review exercises for all language skills within participants' field - Final evaluation and feedback session Note: This syllabus serves as a guideline and can be customised based on the specific needs, interests, and proficiency levels of the participants. The course may also include guest speakers or industry-specific field trips to provide further immersion and practical application of language skills.

  In this training course, you will be acquainted with the various aspects of a QMS based on ISO 9001, such as the role of top management, risks and opportunities, quality policy, processes that shape product and service provision activities, requirements for performance evaluation, and the importance of continual improvement. After completing this course, you can sit for the exam and gain the "Certified ISO 9001 Foundation" credential. In holding this credential, you demonstrate that you have a general knowledge of ISO 9001 requirements for a QMS and enables you to be part of QMS implementation projects. About This Course   Learning objectives   Upon successful completion of this training course, the participants will be able to: Describe the quality management concepts, principles, and definitions Explain the main ISO 9001 requirements for a quality management system Identify potential actions and approaches that organizations can use to achieve conformity to ISO 9001   Educational approach   The training course is participant centered and contains: Lecture sessions are illustrated with graphics, examples, and discussions  Interactions between participants by means of questions and suggestions Quizzes with similar structure to the exam Accreditation Prerequisites   There are no prerequisites to participate in this training course.   What's Included?   Certificate and examination fees are included in the price of the training course. Over 200 pages of instructional materials containing explanations, guidance, and practical examples. An attestation of course completion worth 14 CPD (Continuing Professional Development) credits will be issued. In case of exam failure, you can retake the exam within 12 months for free. Who Should Attend?   The ISO 9001 Foundations training course is intended for: Managers and consultants seeking knowledge about the basic concepts of quality management Professionals wishing to get acquainted with ISO 9001 requirements for a QMS Personnel responsible for maintaining and improving the quality of products and services of their organization Individuals wishing to pursue a career in quality management Assessment     Delegates sit a combined exam, consisting of in-course quizzes and exercises, as well as a final 40 question, multiple choice type exam on Day 2 of the course. The overall passing score is 70%, to be achieved within the 60 minute time allowance. Exam results are provided within 24 hours, with both a Certificate and a digital badge provided as proof of success.   Provided by   This course is Accredited by NACS and Administered by the IECB

Did you know that cupping therapy, an ancient alternative medicine, has been practised for thousands of years to relieve pain and inflammation and promote relaxation? Our Cupping & Acupressure Therapy Bundle Course combines a diverse range of holistic and therapeutic techniques to help you become proficient in these time-honoured healing arts. Our course encompasses clinical cupping therapy, massage therapy, acupressure, deep tissue massage, and hydrotherapy. You will also learn about naturopathy and homoeopathy, allowing you to provide a well-rounded, natural approach to pain management and overall wellness. In addition, the course offers insights into establishing a successful massage or bodywork business, ensuring you have the tools to turn your passion into a thriving venture. Embrace the world of alternative healing with this comprehensive course, and take the first step towards a rewarding career in cupping therapy, acupressure, and massage. Uncover the secrets to pain relief and relaxation, and make a difference in the lives of others by offering natural, holistic solutions for their health and well-being. This Cupping & Acupressure Therapy Bundle Consists of the following Premium courses: Course 01: Clinical cupping therapy Course 02: Massage Therapy - A successful Business Course 03: Training on Professional Massage or Bodywork Business Course 04: Thai Massage Therapy for Pain Management - Online Diploma Course 05: Acupressure Expert for Pain Relief Course 06: Deep Tissue Massage Therapy Course 07: Hydrotherapy Course 08: Pain Management Course 09: Foot Health Practitioner (FHP) Course 10: Natural Nutrition: Naturopathy Course Course 11: Homeopathy Diploma Learning outcomes: Understand the principles and techniques of clinical cupping therapy. Develop expertise in various massage therapies, including deep tissue and Thai massage. Master acupressure techniques for effective pain relief. Gain knowledge of hydrotherapy and its benefits. Familiarise yourself with the fundamentals of naturopathy and homoeopathy. Learn to establish and manage a successful massage or bodywork business. Grasp the essentials of pain management through holistic approaches. This comprehensive Cupping & Acupressure Therapy Bundle Course equips you with the knowledge and wisdom to excel in various therapeutic practices. Delve into cupping therapy, massage, and acupressure, while exploring naturopathy, homoeopathy, and hydrotherapy. In addition, the course is designed to provide a well-rounded education in alternative healing methods, enhancing your capabilities to cater to diverse clients' needs. The course offers valuable insights into managing a professional massage or bodywork business. By the end of this course, you'll have a strong foundation in holistic therapies and be well-prepared to embark on a fulfilling career in the health and wellness industry. Course Curriculum: Clinical cupping therapy Introduction Welcome to my course! Learn the 2 different cupping techniques in under 2 minutes Ok, so let's get serious for a minute. What is so wrong about the red marks? So How Does Cupping Work? What Types Of Cups Should I Buy And Why? These Cups People Swear By, But I have Just Had No Luck with Them A Rundown On How To Do Cupping On Someone's Back The Contraindications to Cupping What should you do your treatment on? Let's have a little practice shall we? It's cupping time! The Upper Body And Limbs How this Section Of The Course Works Neck Pain/Neck Tension How To Do Cupping For Neck Pain And Tension How To Do Cupping For The Neck On Someone Else Some Advanced Techniques For Neck Pain And Tension Neck Exercises To Relieve Pain Shoulder/Rotator Cuff Pain/Shoulder Impingements How To Do Cupping For Rotator Cuff and shoulder problems Exercises to do for rotator cuff problems Frozen Shoulder Exercises For Frozen Shoulder Extension Exercise For Upper Back Pain Relief Chest/Respiration/Colds Biceps Tendonitis/Upper Arm Pain Tennis Elbow Pain/Forearm Extensor Pain How To Do Cupping For Tennis Elbow And Extensors Pain Home Exercises For Tennis Elbow Golfers Elbow Pain Carpal Tunnel Syndrome/Wrist Pain How To Treat Carpal Tunnel Syndrome, Golfer's Elbow And Forearm Pain Home Exercises For Carpal Tunnel Syndrome Advanced Techniques For The Arms And Forearms Hand/Thumb Pain Home Trigger Point release Techniques For Thumb/Hand Pain How To Do Cupping For Relaxation/Stress Relief How To Do A Relaxing Cupping Massage For The Back And Neck It's cupping time! The Lower Back And Limbs Welcome To Section 3 Lower Back Pain How To Do Cupping For The Lower Back And Sciatica Sciatica Sciatica Summary Hip Pain, Piriformis Syndrome, Bursitis, S.I. Joint Dysfunction And Buttock Pain How To Do Cupping For Hip Pain Hamstring Strains, Hamstring Pain How To Do Cupping For The Hamstrings Thigh Pain and Groin Strains How To Do Cupping For The Thigh (Quadriceps) and groin area How To Do Cupping For Iliotibial Band Syndrome Knee Pain, Runners Knee, Meniscal Pain How To Do Cupping For Knee Pain Calf Pain, Calf Cramps and Tired And Sore Calves How To Do Cupping For The Calf How To Stretch The Calf Muscles Correctly Advanced Techniques For The Thighs, Hamstrings And The Lower Leg Ankle Sprains, Chronic Ankle Pain A Quick Word About Treating Acute Sprains And Strains How To Do Cupping For Ankle Pain And Sprains Treating Chronic Ankle Pain Plantar Fasciitis/Heel Spur, Foot Pain and Tired Feet How To Do Cupping For Plantar Fasciitis And Generalized Foot Pain A Great Home Exercise For Plantar Fasciitis And Any Foot Pain How Long Should You Stretch A Muscle For? Here is the answer How Often Should You Treat Someone? A Word about acupressure and also static cupping What about using static cupping? Treating using acupressure points as well CPD 110 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Individuals interested in holistic healing and alternative medicine. Health and wellness professionals looking to expand their wisdom. Entrepreneurs aiming to establish their own massage or bodywork business. Those keen on learning about pain management through natural methods. Anyone seeking personal growth and knowledge in cupping, acupressure, and related therapies. Note: This is not a professional course. This course only covers theoretical knowledge about the topic. Requirements This Cupping & Acupressure Therapy course has been designed to be fully compatible with tablets and smartphones. Career path Cupping therapist: £20,000 - £40,000 per year Acupressure specialist: £20,000 - £50,000 per year Massage therapist: £18,000 - £40,000 per year Hydrotherapist: £18,000 - £30,000 per year Naturopath: £25,000 - £60,000 per year Certificates Certificate of completion Digital certificate - Included Certificate of completion Hard copy certificate - £10 You will get the Hard Copy certificate for the title course Clinical cupping therapy absolutely Free! Other Hard Copy certificates are available for £10 each. Please Note: The delivery charge inside the UK is £3.99, and the international students must pay a £9.99 shipping cost.

Kickstart your journey to better health and wellbeing with our 10-week online course! Learn to build healthy habits, manage stress, and stay fit with guided meditations, practical exercises, and more. Enrol now and transform your life! #HealthAndWellbeing #HomeTraining #HealthyHabits #OnlineCourse

Develop a deep understanding of electricity pricing and marginal cost analysis with EnergyEdge's virtual instructor-led training course. Enroll now for a rewarding learning journey!

Description Weight Trainer Professional Diploma Weight training is organized physical training or systematic exercising involving lifting weights especially to enhance muscular strength and endurance. Weight training is sometimes used synonymously with 'resistance training' and 'strength training. Weight training involves various elements like frequency (how often you train), intensity (how hard you train), time (the duration you take for each session) and type (the exercises you choose to do). By varying any of these elements you can significantly change the results you attain. The belief that weight training is only for bodybuilders is now considered a misconception. Weight training is beneficial to everyone including adolescents, women and adults. Anyone who wants to stay fit and wishes to lead healthy life benefits from weight training. Weight training is proven to keep your bones healthy, keep your weight in check, and improve your heart health and quality of life. Although the weight training program depends on age, sex, body type and current fitness level, there are training programs that suit every person's requirements. Lately, every health club is offering a weight training opportunity for its members. But if you are someone who wishes to carry on personal training then the Weight Trainer Professional Diploma is the right course for you. Weight Trainer Professional Diploma makes the discipline of weight training less intimidating to beginners as the course offers simple definitions of weight training terminology and doesn't baffle novices with unnecessary jargon. What you will learn 1. Weight Training for Life 2. Principles of Training: Concepts and Terminology 3. Testing Strength 4. Weight Training Tools 5. Safety Tips for Weight Training 6. Steps for setting up a Gym 7. Exercising Away from Home 8. Muscles and How to Use Them Properly 9. Back Exercises 10. Working on the Chest Course Outcomes After completing the course, you will receive a diploma certificate and an academic transcript from Elearn college. Assessment Each unit concludes with a multiple-choice examination. This exercise will help you recall the major aspects covered in the unit and help you ensure that you have not missed anything important in the unit. The results are readily available, which will help you see your mistakes and look at the topic once again. If the result is satisfactory, it is a green light for you to proceed to the next chapter. Accreditation Elearn College is a registered Ed-tech company under the UK Register of Learning( Ref No:10062668). After completing a course, you will be able to download the certificate and the transcript of the course from the website. For the learners who require a hard copy of the certificate and transcript, we will post it for them for an additional charge.

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