2604 Exercises courses delivered Online

Certificate in Business and Commercial Law (CBCL) Why Attend This course is designed for professionals with little or no prior legal background but who are required to make organizational decisions involving legal matters. It will provide participants with the fundamental principles of commercial law, including commercial contracts and negotiation, sale of goods, intellectual property rights and employee relations. It also covers all the legal aspects of setting up a business, running a business and closing a business Participants will gain an in-depth understanding of international commercial law with emphasis on the common law system. Participants will have the opportunity to learn and analyze key legal issues regarding contracts and the business as a whole which they are likely to encounter within their organization.  Course Methodology In this interactive training course participants will frequently work in pairs as well as in larger groups to complete exercises as well as regional and international case studies. Course Objectives By the end of the course, participants will be able to: Apply legal rules and principles to specific commercial situations through consideration of relevant case law Negotiate commercial contracts complying with commercial and legal requirements Increase profitability within their organization by selecting appropriate methods of distribution of goods Recognize and analyze how intellectual property rights affect their organization Evaluate and modify organizational employment practices complying with labor law requirements Target Audience This course is suitable for those with little or no formal training in commercial law yet would be required to understand the fundamentals of commercial law as it may directly impact their work. It will particularly benefit directors and executives who have direct responsibility for legal decisions within the organization. In-house council new to the region, and those working within a legal department, will also find this course highly beneficial. Target Competencies Drafting Contracts Contract Negotiation Understanding Commercial Terms Understanding Employment Law Implementing Organizational Employment Practices Understanding Intellectual Property Understanding corporate restructuring Understanding the effect of breach of commercial contract terms Note The Dubai Government Legal Affairs Department has introduced a Continuing Legal Professional Development (CLPD) programme to legal consultants authorised to practise through a licensed firm in the Emirate of Dubai. We are proud to announce that the Dubai Government Legal Affairs Department has accredited EMG Associates as a CLPD provider. In addition, all our legal programmes have been approved. This PLUS Specialty Training Legal course qualifies for 4 elective CLPD points. Overview of commercial & business law Areas of commercial and business law Types of commercial contracts Commercial contracts in the civil law and common law systems Sources of English law Civil law v Common law Civil law in the GCC Formalities for a binding contract Elements required for an enforceable contract Rules for contract interpretation implied terms v express terms identifying risks and how to minimise risks Structure of a commercial contract Preliminary documents in international transactions Memorandum of Understanding/ Heads of Terms. Are they legally binding? Commercial implications Boilerplate/ miscellaneous provisions- the important but forgotten clauses- beware! Force majeure v Frustration Notices Set off No waiver Entire Agreement/ non- reliance clause Times is of the essence Assignment v Novation Governing law Common mistakes in choice of law Jurisdiction clause Exclusive v Non-exclusive Factors in deciding the jurisdiction clause International dispute resolution Litigation Importance of Alternative Dispute Resolution (ADR) Arbitration Mediations Conciliation Negotiation Remedies for breach of contract Damages Specific performance Injunctions Advantages and disadvantages of different business forms Types of business vehicles Sole trader Partnerships Limited Liability Partnerships Companies Cross Border Transactions Distributorship Agency Joint Venture Acquisitions Share purchase v Business purchase Apportioning risks and liabilities through warranties and indemnities Negotiating warranties and indemnities Corporate insolvency Tests identifying insolvency Consequence for directors who fail to react to insolvency Types of insolvency Administration Receivership Creditor Voluntary Liquidation Compulsory Liquidation Commercial Tort Tort of negligence Defamation Libel Slander Recent case law on defamation Managing risk Prevention is better than cure: Effective risk management Intellectual Property Rights management Types of Intellectual Property copyright trademark patent design rights confidential information Assignment v Granting a license The law of passing off Intellectual Property in the GCC Employment law issues in the common law systems and the GCC Types of employment contracts Grounds for dismissal Wrongful dismissal Redundancy Unfair dismissal Commercial real estate in the GCC Leasehold Freehold

Why AutoCAD Basics-Advanced Training Classes? Click here for more info AutoCAD Basics to Advanced Level Training Master drawing, editing, and advanced techniques. Optimize productivity and customize workspace. Create precise 2D drawings for various industries. Access recorded lessons and lifetime email support. Duration: 16 hrs Method: 1-on-1, Personalized attention. Schedule: Tailor your own schedule by pre-booking a convenient hour of your choice, available from Mon to Sat between 9 am and 7 pm. The AutoCAD from Basics leading to Advanced Training Course offers a comprehensive learning experience for participants to become proficient in AutoCAD. Whether you're a beginner or an experienced user, this progressive program covers the full spectrum of AutoCAD functionality. Participants will learn core features like drawing, editing, annotations, and dimensioning, progressing to advanced topics such as object manipulation, workspace customization, and workflow optimization. Upon completion, participants will create precise 2D drawings and designs. Interactive learning experiences with experienced instructors are available in-person or through live online sessions. AutoCAD 2D Course Outline: Session 1: Introduction to AutoCAD interface, commands, and tools Managing drawings and drawing basic shapes Basic modification techniques (erase, move, rotate, scale) Session 2: Working with layers and properties Creating and modifying text and dimensions Introduction to blocks and attributes Session 3: Advanced object modification techniques (fillet, chamfer, trim, extend) Using grips to modify objects Creating and modifying polylines and splines Session 4: Creating and editing tables Working with layouts and viewports Printing and exporting drawings Construction detailing and Detailed sections Course Highlights: Engaging exercises and projects to reinforce skills. Q&A and troubleshooting support. Solid understanding of AutoCAD 2D for basic to intermediate drawings. List of Topics Covered: Drawing: Line, Polyline, Circle, Arc, Rectangle, Ellipse, Spline, Polygon, Ray, Hatching, Gradient. Inquiry: Measure and Select All. Modify: Move, Copy, Rotate, Mirror, Fillet, Trim, Extend, Erase, Offset, Explode, Array, Stretch, Break, Polyline Edit, Hatch Edit, Scale. Layers: Creating, Managing, Changing, Line Type, Line Weights. Annotation: Dimensions, Text, Dimension Style, Text Style, Leaders. Properties: Colors, Line weights, Line Types, Line Type Scaling. Blocks: Create, Insert, Edit, Explode, Export. Insert: Insert, Attach. View: Navigate, View, Windows. Plot/Print: Model Space, Layouts/Workspaces, Viewports, Layout Scaling, Paper Setup, What To Plot, Plot Scale, Plot Offset, Plot Options. Final Project: Create a Plan, Section, and Elevation drawing. Option for a personal project. Free Trial - Download AutoCAD Software & Toolsets: Participants can download a free trial of AutoCAD and industry-specific toolsets from Autodesk's official website: (https://www.autodesk.co.uk). Master AutoCAD Basics: Understand the interface, commands, and drawing tools. Create and Modify Drawings: Proficiently manage drawings and apply various modification techniques. Work with Layers and Annotations: Effectively use layers, text, and dimensions. Utilize Advanced Drawing Techniques: Apply advanced object modifications and work with polylines. Navigate Layouts and Viewports: Manage layouts, viewports, and printing/exporting. Hands-On Project Experience: Practice skills through exercises and a final project. Personalized Learning: Receive focused one-to-one attention. Convenient Options: Choose in-person or live online sessions. Lesson Recordings and Support: Access recorded lessons and receive ongoing email assistance. Enhance Career Opportunities: Develop valuable 2D drawing skills for career advancement.

Enroll today and gain the mergers and acquisitions modelling skills needed to guide high-stakes business decisions and transactions.  1.5+ Hours of Video 3.5+ Hours to Complete20+ Interactive Exercises1 Recognised Certificate Course Overview Our comprehensive M&A Modelling certification program teaches the essential skills needed to build robust financial models for merger and acquisition valuations. Through step-by-step video lessons and hands-on exercises, you will learn to structure flexible models that provide vital insights into deal outcomes. This self-paced online course focuses on real-world applications in investment banking, private equity, and corporate development. The curriculum covers all aspects of M&A models including key concepts like goodwill, accretion/dilution, consolidation of financial statements, and optimal deal structuring. With over 1 hour of content and 20+ exercises, the program provides the necessary tools and techniques to become an expert in merger modelling.  “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 M&A Model Components and Framework Step-by-Step Merger Model Recipe and Methods Modelling Goodwill, Purchase Price Allocation, Accretion/Dilution Consolidating Balance Sheets and Financial Statements Optimizing Ownership Structure and Capital Funding Real World Case Studies and Debriefs Certificate Upon Completion

About this Virtual Instructor Led Training (VILT)  This 2-half-day Virtual Instructor Led Training (VILT) course will discuss the chemical aspects of the water-steam cycle in a power plant. The VILT course will examine the different types of chemicals used in boilers, potential issues in a water-steam cycle as well as aspects of monitoring and specifications regarding target values and alarm levels. Participants will also be equipped on what to do or key action steps to take in the event of chemistry-related incidents. This course is delivered in partnership with ENGIE Laborelec. Training Objectives The VILT course will cover the following: Detailed aspects of chemistry in a water steam cycle, including types of chemicals used in boilers depending on the treatment and type of boiler Potential issues in a water-steam cycle such as corrosion and deposition Monitoring & analytical programmes and knowledge of specifications for the water steam cycle (normal values targets - alarm levels) Chemistry aspects during transition periods: start-up, shutdown and preservation Actions to be taken in the event of an alarm Examples of incidents or deviations compared to normal chemistry Target Audience The VILT course is intended for: Power plant chemists Plant operation or maintenance engineers Consultants and technical project managers Boiler engineers Course Level Basic or Foundation Training Methods The VILT course will be delivered online in 2 half-day sessions comprising 4 hours per day, with 2 x 10 minutes break per day, including time for lectures, discussion, quizzes and short classroom exercises. Course Duration: 2 half-day sessions, 4 hours per session (8 hours in total). Trainer Your expert course leader is a chemistry consultant in the energy sector. He works with operators of power plants and industrial facilities. He is active in water-steam cycle chemistry, where he provides support to increase chemistry maturity through audits, trainings or development of key performance indicators. His role also includes operational assistance in the field of chemical cleaning and troubleshooting. More recently, he expanded his field of competence towards electrical storage. In this regard, he specializes in electrochemistry and is in charge of different tests on batteries and their components within the ENGIE Batteries Lab. 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 about post training coaching support and fees applicable for this. Accreditions And Affliations

We all know it is important to have healthy habits in our lives, but there is a big difference between knowing, and doing. Through application exercises and a rich multimedia process, this course teaches simple strategies to help you implement simple daily practices that lead to a healthy life. Learning Objectives Explore what it means to have 'healthy' daily practices to support your work/life balance.;Use application exercises to develop your own routines and determine what adjustments you can make to support a healthy lifestyle.;Learn about the basics of nutrition, exercise, and safety on the job.

Aftereffects face to face training customised and bespoke.

ISO/IEC 27001:2022 is an international standard of Information security, cyber security and privacy protection known as Information security management systems (ISMS), the existence of it requires competent personnel to interpret its requirements, address those to integrate ISMS in an organization, and audit the organization to assess the implementation and effectiveness of overall implementation. This course is designed for professionals who are responsible for any aspect of Information Security Management Systems (ISMS) as well as for those, specifically, who are pursuing their career in the field of auditing and certification. This course enhances the knowledge and skills of delegates to understand the standard and audit it effectively. The course is consisting of study material in form of self-study type written and exercises. Attendees of this course will be, on completion, competent to implement ISMS, Plan, Conduct & Report 1st, 2nd & 3rd party audits.   Features of Couse ✔ 100% Online Self-paced: Considering busy schedules, we have designed this course to be attended online without bounding with the timings. To make it interactive, we have created different communication groups where candidates can discuss the points with other fellows as well as the trainers of course. Also, they can interact with trainers on monthly demonstration classes. ✔ Testing the Learning: Each section of course is covered with exercise to check your understanding in real-time, and overall result is affected by exercises you complete. ✔ Self-Scheduling: This 40 Hours full fledge course is designed to match your schedule. You will get a life time access to this course and complete it on your ease. ✔ Superlative Material: The training is designed, developed and reviewed by competent auditors with extensive experience of auditing in different regions of world. ✔ Approved Course: The course is approved by one of the well-known personal certifying body “Exemplar Global”. With the approved course, you will get many benefits from Exemplar global which includes but not limited to; Exemplar Global graduate certificate with being listed on their website as auditor as well as badge of auditor from Exemplar Global. Extended learning content from Exemplar Global Complimentary access to online events, online magazine, newsletters, and low-cost professional Access to an exclusive LinkedIn Community Opportunity to explore career enhancement and employment opportunities A discount of 50% in registration fees with Exemplar Global if register through us   Who should attend this? This course is recommended to be attended by those who are involved in implementation and/ or auditing of Information Security Management Systems (ISMS), specifically ISMS Managers, Auditors and others willing to add credibility with a widely accepted qualification for auditing. Also, recommended to satisfy the applicable requirement of training and competence, if any. This course can add values to your profile if you are Intending to perform audits of Information Security Management Systems (ISMS). An ISMS Executive/ Management Representative An Existing Internal Auditor An Information Security Management Systems (ISMS) Consultant Responsible for implementing the Information Security Management Systems (ISMS) standard. Responsibility to evaluate the outcome of internal ISO 27001 – Information Security Management Systems (ISMS) audits and have responsibility/ authority to improve the effectiveness of the Information Security Management Systems (ISMS). Pursuing to make career in Information Security Management Systems (ISMS) auditing. Want to transit from older version to new   Course Duration: 40 Learning Hours and extended time of exercise & Exam.   Certificate: Those who pass all exercises with 50% at least in each exercise will be awarded with successfully completion certificate with the approval of Exemplar Global and a Lifetime validity. Note: Each exercise have 2 retakes, if a candidate fails in all 3 terms, the course will be blocked there and the candidate will have to purchase it again by paying 20% of the original price.   Language of Course: English   Pre-Requisites: ISO 27001 awareness training course.

🌟 Unlock Your Professional Potential with the Professional Intuition Mastery Program! 🌟 Are you ready to elevate your career and achieve unparalleled success by tapping into the incredible power of intuition? Introducing the Professional Intuition Mastery Program - the game-changing online course designed to unleash your intuitive abilities and revolutionize the way you navigate your professional journey.   🔮 Why Intuition Matters in Your Career: In today's fast-paced and competitive world, professionals who harness the power of intuition gain a significant edge. Imagine making decisions with clarity, anticipating trends before they happen, and forging connections that propel your career to new heights. The Professional Intuition Mastery Program is your key to unlocking these extraordinary capabilities.   🚀 What You'll Gain: ✨ Intuition Unleashed: Develop and fine-tune your innate intuitive abilities to make better decisions, solve complex problems, and seize opportunities effortlessly. ✨ Strategic Decision-Making: Learn to integrate intuition into your decision-making process, allowing you to navigate challenges with confidence and precision. ✨ Enhanced Creativity: Tap into your creative reservoir by aligning with your intuitive insights, fostering innovation and out-of-the-box thinking in your professional endeavors. ✨ Effective Communication: Master the art of reading subtle cues and non-verbal communication, establishing stronger connections with colleagues, clients, and stakeholders. ✨ Career Acceleration: Propel your career forward by leveraging intuitive intelligence to anticipate industry shifts, identify emerging trends, and position yourself as a leader in your field. 🎓 Course Highlights: 🌐 Flexible Learning: Access the course from anywhere, at any time, and on any device. Fit your learning into your busy schedule without compromising on quality. 🤝 Community Support: Connect with like-minded professionals in our exclusive community. Share insights, collaborate on projects, and grow together on your intuitive journey. 📚 Comprehensive Curriculum: Our expert-led modules cover everything from the fundamentals of intuition to advanced techniques tailored for the professional sphere. 🌈 Holistic Approach: We believe in nurturing the whole professional. This course combines practical exercises, real-world case studies, and expert guidance to ensure a well-rounded mastery of intuition.   ⏰ Don't Miss Your Chance! The Professional Intuition Mastery Program is your gateway to a more intuitive, successful, and fulfilling professional life. Seize this opportunity to gain a competitive advantage in your career.   👉 Enroll Now and Harness the Power of Professional Intuition! 👈 (Disclaimer: Results may vary. Success in the program depends on individual commitment and effort.) Course Curriculum Foundations of Psychic Clairvoyance Psychic Intro 00:00 Introduction to Clairvoyance 00:00 The Four Clairsenses 00:00 Tests for Clairsenses 00:00 Preparing for Psychic Clairsenses Psychic Blocks or Filters 00:00 Meditation to remove psychogenic blocks or filters 00:00 Psychic Mindfulness 00:00 Meditation for Aura, Chakra and Kundalini Cleansing and Energizing 00:00 Exercises to Develop Psychic Clairsenses Mindfulness for Clairsenses 00:00 Re-creation Exercises for Clairsenses 00:00 Non-Line-of-Perception Exercises for Clairsenses 00:00 Postcognition Exercises for Clairsenses 00:00 Precognition Exercises for Clairsenses 00:00 Safety Measures in Psychic Clairsenses Grounding 00:00 Centering 00:00 Psychic Shielding 00:00 Connecting, Disconnecting, Locking, and Unlocking Chakras 00:00 Angelic Shielding 00:00 Ethical Issues and Professionalism in Psychic Practice 00:00 Advanced Uses of Psychic Power Spiritual Healing, Energy Healing, and Reiki 00:00 Consciousness and Intuition Development 00:00 Nature Connection through Forest Bathing 00:00 Nonverbal Communication and Telepathy for - Plant, Human, and Animal Communication 00:00 Mentalism, Mind Reading, and Lie Detection 00:00 Attraction and Likability 00:00 Hypnosis, Self-Hypnosis, Hypnotherapy, and Past Life Regression 00:00 Lucid Dreaming 00:00 Aura Reading 00:00 Communication with Archangels and Orbs for Angelic Therapy 00:00 Mediumship, Shamanism, Shamanic Healing, Witchcraft, Soul Retrieval, Hoodoo _ Conjure 00:00 Astral Projection 00:00 Akashic Records 00:00 Tarot Card Reading, Angel Card Reading, and Oracle Card Reading 00:00 Dowsing 00:00 Tantra 00:00 Activating Individual Chakras Psychic Meditation Root Chakra 00:00 Psychic Meditation Sacral Chakra 00:00 Psychic Meditation Solar Plexus Chakra UPDATED 00:00 Psychic Meditation Heart Chakra UPDATED 00:00 Psychic Meditation Throat Chakra 00:00 Psychic Meditation Third Eye Chakra 00:00 Psychic Meditation Crown Chakra 00:00

Course Duration: 8 weeks (40 sessions) Course Objectives: By the end of this course, participants will: 1. Communicate effectively and confidently in English in various contexts. 2. Expand vocabulary and improve grammar usage. 3. Develop listening skills to understand a variety of accents and speech patterns. 4. Enhance reading comprehension skills for different types of texts. 5. Write accurately and coherently for different purposes. Course Outline: Week 1: Introduction and Assessment - Introduction to course objectives, expectations, and immersion techniques - Assessing participants' current English proficiency levels - Establishing individual learning goals and expectations Week 2: Speaking and Listening Skills - Developing conversational skills through role-plays, pair work, and group discussions - Listening activities to improve comprehension of different accents and speech speeds - Pronunciation drills and practice for accurate and fluent speech Week 3: Vocabulary Expansion - Building a wide range of vocabulary through contextualised exercises and activities - Strategies for effective vocabulary acquisition and retention - Vocabulary practice in various themes and topics Week 4: Grammar Review and Practice - Reviewing essential grammar structures and rules - Practice exercises and activities for applying grammar rules in context - Error correction and clarification of common grammar mistakes Week 5: Reading Comprehension - Developing reading skills through authentic texts, articles, and short stories - Strategies for improving reading speed and comprehension - Identifying main ideas, supporting details, and inferred meanings Week 6: Writing Skills - Improving writing skills for different purposes: emails, letters, reports, etc. - Practice exercises for organizing ideas, structuring paragraphs, and coherent writing - Peer editing and feedback for enhancing writing proficiency Week 7: Real-Life Simulations - Simulating real-life situations such as job interviews, meetings, and social interactions - Role-plays and interactive activities for practical application of language skills - Building confidence and fluency in using English in authentic contexts Week 8: Review and Final Evaluation - Reviewing course content and addressing individual needs - Comprehensive review exercises for all language skills - 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 cultural immersion activities and field trips to enhance the language learning experience. You can opt in and out of different modules. 

Overview This comprehensive course on Python for Data Analysis will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Python for Data Analysis 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 Python for Data Analysis. It is available to all students, of all academic backgrounds. Requirements Our Python for Data Analysis 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 19 sections • 99 lectures • 00:08:00 total length •Welcome & Course Overview: 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): 00:37:00 •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 •Resources- Python for Data Analysis: 00:00:00