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Are you struggling to find inner peace in your day-to-day living? Follow us on a spiritual path to restore balance and harmony in your everyday life! This Kundalini Yoga Parampara Course is designed to help you achieve oneness with yourself and the world, through the ancient art of meditation. Kundalini yoga is a blend of spiritual and physical exercises that help to activate the nervous system and raise energy levels. Throughout this course, you will be introduced to a diverse range of breathing techniques, meditation practices and spiritual activities that will help promote inner calm. Our lesson starts by introducing simple full-body exercises, moving onto cleansing the body through Shatkarma purifying. You will also learn about the history of yoga and how to adopt a yogi outlook on life by developing your body and mental awareness. If you're someone who suffers from anxiety and a busy mind, take the steps to inner peace and wellbeing, and change your life with Kundalini Yoga. What you'll learn Learn how to activate the parasympathetic nervous system Safe ways to calm your mind Gentle, easy and highly effective exercises to build up and maintain a strong body and a calm mind Powerful breathing techniques to balance the hormonal system The Basics of original Kundalini Yoga Increase your body awareness Yogic Sukshma Vyayama - Subtle yogic exercises to prepare the body for the higher practices Yogic Sthula Vyayama - A flow to work your whole body for when you got little time Bandhas and Mudras - Learn how to make the energies move Shat Karmas - Yogic techniques to cleanse your whole system Strengthen your whole body from head to toe Kundalini Yoga before Yogi Bhajan Requirements No prior experience or knowledge necessary A Yoga-mat, a blanket and a nice, undisturbed space to practice Who this course is for: People with a busy mind in need of natural and secure ways to calm the mind Beginners and advanced practitioners Yoga teachers looking for something new to add to their classes Spiritual seekers with a strong desire and a firm will If you had enough of stressful yoga-workouts and want to discover the power of truly relaxing yoga Anyone ready to experience a state of deep silence Anyone seeking to establish a profound daily yogic practice Anyone wanting to experience a soothing flow of energy throughout the body Anyone lacking energy and inspiration Anyone wanting to learn the Yogic Sukshma Vyayama - Subtle yogic exercises to prepare the body for the higher practices Anyone wanting to learn the Yogic Sthula Vyayama - Powerful yogic exercises to strengthen the whole body Anyone wanting to learn the Shat Karmas - Yogic cleansing excercises, Kunjala, Jala&Sutra Neti, Nauli Kriya Anyone interested in the Kundalini Tradition BEFORE Yogi Bhajan Anyone seriously engaging on the path towards self-realization If you want to increase your body awareness Introduction to Kundalini Yoga - The original Kundalini Yoga Tradition Welcome Talk FREE 00:09:00 Basic Breathing Exercises: Kapalabhati and Ajagari FREE 00:03:00 Yogic Sukshma Vyayama - Preparation of the body for the higher practices 01:06:00 Yogic Sthula Vyayama - 16 Minutes Full Body Exercises 00:16:00 Bliss of Bhujangini Deepening Practice Video 01:03:00 Shat Karmas - Techniquess for cleansing the body Introduction Talk to the Shat Karmas - The yogic cleansing techniques 00:11:00 Shat Karma 2 - Sutra & Jala Neti 00:06:00 Shat Karma 3 - Nauli Kriya 00:05:00 Congratulations on completing this course :) 00:01:00

Do you want to acquire the knowledge that will Help you Understand & Cope with Fabrics for Fashion Design: Essential Learning for Designers? Unravel the secrets of fashion fabrics. From silks to tweeds, explore every thread. Elevate designs with the right textile choices. Each fabric choice paints a new dream. Join the journey: from loom to luxe. Dress the world with confidence and flair. Fabric knowledge: your runway to success! Course Highlights Fabrics for Fashion Design: Essential Learning for Designers is an award winning and the best selling course that has been given the CPD Certification & IAO accreditation. It is the most suitable course anyone looking to work in this or relevant sector. It is considered one of the perfect courses in the UK that can help students/learners to get familiar with the topic and gain necessary skills to perform well in this field. We have packed Fabrics for Fashion Design: Essential Learning for Designers for teaching you everything you need to become successful in this profession. To provide you ease of access, this course is designed for both part-time and full-time students. It is also possible to study at your own pace. We have experienced tutors who will help you throughout the comprehensive syllabus of this course and answer all your queries through email. For further clarification, you will be able to recognize your qualification by checking the validity from our dedicated website. Why You Should Choose Fabrics for Fashion Design: Essential Learning for Designers Lifetime access to the course No hidden fees or exam charges CPD Accredited certification on successful completion Full Tutor support on weekdays (Monday - Friday) Efficient exam system, assessment and instant results Download Printable PDF certificate immediately after completion Obtain the original print copy of your certificate, dispatch the next working day for as little as £9. Improve your chance of gaining professional skills and better earning potential. Who is this Course for? Fabrics for Fashion Design: Essential Learning for Designers is CPD certified and IAO accredited. This makes it perfect for anyone trying to learn potential professional skills. As there is no experience and qualification required for this course, it is available for all students from any academic backgrounds. Requirements Our Fabrics for Fashion Design: Essential Learning for Designers is fully compatible with any kind of device. Whether you are using Windows computer, Mac, smartphones or tablets, you will get the same experience while learning. Besides that, you will be able to access the course with any kind of internet connection from anywhere at any time without any kind of limitation. Career Path You will be ready to enter the relevant job market after completing this course. You will be able to gain necessary knowledge and skills required to succeed in this sector. All our Diplomas' are CPD and IAO accredited so you will be able to stand out in the crowd by adding our qualifications to your CV and Resume. Fabrics for Fashion Design: Essential Learning for Designers Module 01: Introduction to Fabrics 00:07:00 Module 02: Natural Fibres 00:08:00 Module 03: Synthetic Fibres 00:07:00 Module 04: Fabric Weaves and Knits 00:07:00 Module 05: Fabric Finishes and Treatments 00:06:00 Module 06: Fabric Sourcing and Selection 00:07:00 Module 07: Colour in Fashion and Textile 00:06:00 Module 08: Working with Fabrics in Fashion Design 00:06:00 Module 09: Fabric Trends in Fashion Design 00:05:00

What you'll learn Build and frost square or rectangular cakes smooth with sharp edges. Create re-usable surfaces to practice decorating techniques. Learn how to pipe and use a brush to create buttercream embroidery. Discover how to transfer templates to buttercream cakes. Learn how to paint with buttercream and color gels. Create natural scenes by understanding how to build layers. Pipe small, medium, and large buttercream flowers. Pipe leaves, stems, and filler plant material such as berries and buds. Achieve deep and rich icing colors with Swiss Meringue Buttercream. Build unique cake shapes to creatively display buttercream floral arrangements. Requirements This an intermediate level course which requires an understanding of basic cake decorating skills such as frosting a cake, simple piping, and baking cakes. A list of equipment and resources is included with the course. Plain, baked cakes in your choice of flavor. Size requirements are included in the course. If you are a beginner, I recommend completing my introduction to cake decorating course before enrolling in this one. This course demonstrates techniques with Swiss Meringue Buttercream. Recipe included in the course. Who this course is for: Students who have mastered basic decorating concepts and wish to build on those. Cake decorators looking to learn new skills. Business owners searching for new looks and skills to add to their offerings. Cake decorating career seekers wanting to build their portfolio. Intermediate level decorators. This is not a beginner level course. Introduction- Welcome! Introduction- Welcome! 00:02:00 Preparation 00:30:00 Practice Surfaces 00:04:00 Building Rectangular or Square Cakes Building 00:06:00 Crumb Coat 00:03:00 Frosting Smooth 00:10:00 Brush Embroidery Cake Practice 00:05:00 Pattern Design 00:03:00 Transfer the Design 00:04:00 Piping on the Cake 00:06:00 Finishing Touches 00:05:00 Wildflower Cake Misty Watercolor 00:06:00 Green Meadow 00:05:00 Painting Trees 00:05:00 Adding Luster 00:03:00 Painting Flowers 00:06:00 Piping Stems 00:02:00 Piping the Wildflowers 00:04:00 Piping Little Leaves 00:03:00 Piping the Crown 00:03:00 Finishing Touches 00:04:00 Piped Flowers Piped Flower Design 00:05:00 Tools for Piped Flowers 00:03:00 The Rose 00:06:00 Peony Buds 00:03:00 The Dahlia 00:09:00 The English Rose 00:04:00 Piped Leaves 00:05:00 Piped Flower Cake Building the Cake 00:05:00 Placing Flowers 00:07:00 Trailing Stems 00:02:00 Berry Clusters 00:03:00 Adding the Leaves 00:04:00 Final Touches 00:04:00 Conclusion Thank You! 00:02:00 Resources 00:01:00

Emergencies occur when they are least expected. Effective emergency planning is the key to surviving natural and man-made disasters. Risk analysis and the formulation of a comprehensive plan, followed by a vigorous and continuing testing program, are essential elements to surviving an emergency.  The Emergency Planning Course is designed to ensure that those with an Emergency Planning remit within their organisation have the knowledge, skills and confidence to be able to carry out their role to best practice standards. This Emergency Planning Course on the necessary management skills required to implement emergency systems and procedures in the event of an emergency situation arising. This course was specifically created to address Emergency preparedness under existing state, SARA Title III, and OSHA regulations. Topics covered include threat assessment, risk analysis, formulating the plan, staffing the emergency operations center (EOC), coordinating with supporting agencies, the importance of continuing liaison, managing an actual incident, and conducting an effective follow-up analysis. Various actual case studies are discussed. What Will I Learn? How to plan for emergencies at a venue Create emergency procedures The importance of training and drills in getting a venue emergency ready Requirements Be able to understand key concepts Be willing to add to learning by using the additional resources provided Introduction Introduction FREE 00:03:00 Who are We? 00:04:00 Who is This Course For 00:02:00 Why Have an Emergency Management Plan? 00:06:00 Emergency Planning Committee (EPC) Introduction 00:05:00 Emergency Plan and Procedures Emergency Identification and Analysis 00:06:00 Potential Emergencies for Venues. Let's start with Fire 00:05:00 Internal Threats, Visitors and Bomb Threats 00:09:00 Suspect Items 00:02:00 Active Shooter 00:06:00 Crowd-Related Emergencies 00:09:00 Terrorism 00:07:00 Structure of the Emergency Plan and Emergency Response Procedures 00:02:00 Evacuation Diagram 00:02:00 Distribution of the Emergency Plan and Procedures 00:04:00 Review and Routine Servicing 00:01:00 Key Considerations for our Emergency Response Procedures Introduction and Required Procedures 00:04:00 Notification, Communication, Media, Social Media, Control & Coordination 00:10:00 Children and Emergency Response Equipment 00:04:00 Evacuation Options, Routes & Assembly Areas 00:05:00 First Aid, Lifts & Escalators 00:01:00 Occupants and Visitors with a Disability 00:03:00 Other Considerations 00:06:00 Emergency Control Organisation Emergency Control Organisation 00:04:00 Selection Criteria for ECO Members, Roles, Identification and Indemnity 00:03:00 Who will make a good Chief Warden? 00:06:00 Training and Response Exercises EPC and ECO Training 00:05:00 Occupants, Visitors, Skill Retention & Training Materials 00:04:00 Emergency Response Exercises or 'Drills' 00:08:00 Wrap Up Wrap Up 00:02:00 Course Certification

Course Overview Growing old is a natural part of life, but when old age reaches us, we may need extra care and support to help us carry out everyday activities and boost our mental health. If you're caring for elderly relatives or are looking to start a career as an Elderly Care assistant, then this course is a must for you.   This Elderly Care Training Course will teach you how to effectively care for your elderly relatives and loved ones, to improve their quality of life. It covers guidance on how to support elderly people with dementia and common illnesses associated with old age, as well as ways to keep their minds and bodies active through outdoor activities.   You'll also deepen your understanding of the challenges of old age, and the stages of ageing, helping you to build positive relationships with the elderly people in your life. This course also includes helpful tips for dealing with bad behaviour, building your resilience and dealing with grief, when an elderly loved one passes on.   Fast track your career as an Elderly Care Assistant and learn how to support elderly relatives and loved ones, with this Senior Care Training Course. What You Will Learn In this Elderly Care Course, you will learn how to care for your elderly parents or relatives, as well as gain the necessary skills to kickstart a career as an Elderly Care Assistant. It covers everything you need to know to effectively support elderly people through the challenges of old age. Caring for Elderly Parents or Relatives How to Handle Bad Behaviour Mental Health & Elderly People Building Healthy Relationships Top Outdoor Activities for the Elderly Tips for Building Your Resilience Dealing With Loss & Bereavement Ways for Improving Quality of Life The Stages of Old Age Age-Related Illnesses and Diseases Why You Should Choose This Course From iStudy Study at your own pace Full Tutor support on weekdays (Monday - Friday) Fully compatible with any device Free Printable PDF Certificate immediately after completion No prior qualifications are needed to take this course No hidden fees or exam charges CPD Qualification Standards and IAO accredited Efficient exam system, assessment, and instant results Our customer support team is always ready to help you Gain professional skills and better earning potential Certification After completing the course you'll receive a free printable CPD accredited PDF certificate. Hard Copy certificate is also available, and you can get one for just £9! Accreditation This course is accredited by Continuing Professional Development (CPD). It is a recognised independent accreditation service. Enrol today and learn something new with iStudy. You'll find a full breakdown of the course curriculum down below, take a look and see just how much this course offers. We're sure you'll be satisfied with this course.

One On One Personalised Presentation & Communication Skills Coaching for Senior Executives

Everybody has their own Social Interaction Style based around their behavioural preferences. Each person instinctively acts according to their inherent style. Team members will act out their styles in team working. Customers will act out their styles in buying situations. Salespeople will feel more comfortable selling according to their natural style. Being able to identify the Social Interaction Style of other people will give you valuable insights that you can use to establish rapport, open lines of communication, build trust, motivate and influence. Ways to work with each Social Interaction Style will be explored along with techniques to enhance and improve your interactions leading to better communication.

Quality Guarantee: Promising training excellence, satisfaction gurantee Accredited by: The CPD Certification Service Tutor Support Unlimited support via email, till you complete the course Recognised Certification: Accepted by thousands of professional bodies Start Anytime With 1 year access to the course materials Online Learning Learn from anywhere, whenever you want Why Psychology - Anxiety, Stress, and Panic Attacks Course right for you? Are you looking to begin your psychology career or want to develop more advanced skills in psychology? Then this psychology - anxiety, stress, and panic attacks online course will set you up with a solid foundation to become a confident psychologist and help you to develop your expertise in psychology. This psychology - anxiety, stress, and panic attacks online course is accredited by the CPD UK & IPHM. CPD is globally recognised by employers, professional organisations and academic intuitions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. CPD certified certificates are accepted by thousands of professional bodies and government regulators here in the UK and around the world. Whether you are self-taught and you want to fill in the gaps for better efficiency and productivity, this psychology - anxiety, stress, and panic attacks online course will set you up with a solid foundation to become a confident psychologist and develop more advanced skills. Gain the essential skills and knowledge you need to propel your career forward as a psychologist. The psychology - anxiety, stress, and panic attacks online course will set you up with the appropriate skills and experience needed for the job and is ideal for both beginners and those currently working as a psychologist. This comprehensive psychology - anxiety, stress, and panic attacks online course is the perfect way to kickstart your career in the field of psychology. This psychology - anxiety, stress, and panic attacks online course will give you a competitive advantage in your career, making you stand out from all other applicants and employees. If you're interested in working as a psychologist or want to learn more skills on psychology but unsure of where to start, then this psychology - anxiety, stress, and panic attacks online course will set you up with a solid foundation to become a confident psychologist and develop more advanced skills. As one of the leading course providers and most renowned e-learning specialists online, we're dedicated to giving you the best educational experience possible. This psychology - anxiety, stress, and panic attacks online course is crafted by industry expert, to enable you to learn quickly and efficiently, and at your own pace and convenience. Psychology - Anxiety, Stress, and Panic Attacks Course Details Accredited by International Practitioners of Holistic Medicine (IPHM) is a leading accredited organisation that certifies and regulates alternative therapists, healers, and training providers around the world. After completing the IPHM accredited course you will be eligible to apply for the insurance.   CPD certificates are accepted by thousands of professional bodies and government regulators here in the UK and around the world. Many organisations look for employees with CPD requirements, which means, that by doing this course, you would be a potential candidate in your respective field. Course Curriculum Introduction About The Instructor Abut The Course 'The Worry-World' Why We Worry So Much - Part 1 Why We Worry So Much - Part 2 Why It is Easier to Be Unhappy Than Positive and Happy - Part 1 Why It is Easier to Be Unhappy Than Positive and Happy What is Stress Anxiety and Panic Attack. Let's Learn About Stres What is Stress and Do We All Have It. - Part 1 What is Stress and Do We All Have It. - Part 2 How Does Stress Affect Us. - Part 1 How Does Stress Affect Us. - Part 2 Personality Types & Genetics - Part 1 Personality Types & Genetics - Part 2 Coping Mechanisms Inability to Manage Stress How to Cope with Stress and Anxiety Coping Mechanisms Emotion Solving Vs Problem Solving Strategies Coping Mechanisms Addictions & Mental Health Good Stress Vs Bad Stress (Eustress Vs Distress) When Stress Becomes Burn Out - Part 1 When 'stress' Becomes 'Burn Out' - Part 2 Let's Learn About 'anxiety' Anxiety is a 'Stress Response' - Part 1 Anxiety is a 'Stress Response' - Part 2 Does 'Stress' Cause Panic Attacks. How to Deal With Excessive Worry About Your Health. Part 1 How to Deal With Excessive Worry About Health. Part - 2 How to Deal With Excessive Worry About Your Health. Part 3 The Anxiety Disorders in Nutshell Generalised Anxiety Disorder (GAD) Social Anxiety Disorder - Part 1 Social Anxiety - Part 2 Obsessive-Compulsive Disorder (OCD) - Part 1 Obsessive - Compulsive Disorder (OCD) - Part 2 Let's Learn About 'Panic Attacks' Learn to Recognise 'Panic Attack' Symptoms The Most Effective Methods for Stopping 'Panic Attack' What is 'Panic Disorder' Diagnosis and Treatment - Part 1 What is 'Panic Disorder': Diagnosis and Treatment - Part 2 The Natural Ways of Boosting Serotonin (the 'Happiness Hormone') - Part 1 The Natural Ways of Boosting Serotonin - Part 2 The Obvious (and Not so Obvious) Reasons for Panic Attacks The Interesting Facts & Theories About 'Panic Attacks' and 'anxiety' - Part 1 The Interesting Facts & Theories About 'Panic Attacks' and 'anxiety' - Part 2 The tools that you can use for 'Stress and Anxiety Management How 'Breathing' Can Help with The Mind-Shift 'The 3-3-3 Rule' for Anxiety Management CBT Techniques for Dealing with 'Anxiety' - Part 1 CBT Techniques for Dealing with 'Anxiety' - Part 2 REBT Tools for Managing Anxiety Food and Drinks to Add and to Avoid - Part 1 Food and Drinks to Add and to Avoid - Part 2 Food and Drinks to Add and to Avoid - Part 3 How to Stop Worrying and Be Happy How to Use 'Mindfulness' for More Peaceful Living How to Use 'Mindfulness' - Part 2 Acceptance & Commitment Therapy for Reducing Anxiety and Building Positive Mind ACT Part 2 Bonus Lecture Defining Your List of Values and Core Beliefs Who should take this course? This comprehensive psychology - anxiety, stress, and panic attacks online course is suitable for anyone looking to improve their job prospects or aspiring to accelerate their career in this sector and want to gain in-depth knowledge of psychology. Entry Requirements There are no academic entry requirements for this psychology - anxiety, stress, and panic attacks online course, and it is open to students of all academic backgrounds. As long as you are aged seventeen or over and have a basic grasp of English, numeracy and ICT, you will be eligible to enrol. Certification Certificate of Achievement from Lead Academy After successfully passing the MCQ exam you will be eligible to order your certificate of achievement as proof of your new skill. The certificate of achievement is an official credential that confirms that you successfully finished a course with Lead Academy. Certificate can be obtained in PDF version at a cost of £12, and there is an additional fee to obtain a printed copy certificate which is £35. FAQs Is CPD a recognised qualification in the UK? CPD is globally recognised by employers, professional organisations and academic intuitions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. CPD-certified certificates are accepted by thousands of professional bodies and government regulators here in the UK and around the world. Are QLS courses recognised? Although QLS courses are not subject to Ofqual regulation, they must adhere to an extremely high level that is set and regulated independently across the globe. A course that has been approved by the Quality Licence Scheme simply indicates that it has been examined and evaluated in terms of quality and fulfils the predetermined quality standards. When will I receive my certificate? For CPD accredited PDF certificate it will take 24 hours, however for the hardcopy CPD certificate takes 5-7 business days and for the Quality License Scheme certificate it will take 7-9 business days. Can I pay by invoice? Yes, you can pay via Invoice or Purchase Order, please contact us at info@lead-academy.org for invoice payment. Can I pay via instalment? Yes, you can pay via instalments at checkout. How to take online classes from home? Our platform provides easy and comfortable access for all learners; all you need is a stable internet connection and a device such as a laptop, desktop PC, tablet, or mobile phone. The learning site is accessible 24/7, allowing you to take the course at your own pace while relaxing in the privacy of your home or workplace. Does age matter in online learning? No, there is no age limit for online learning. Online learning is accessible to people of all ages and requires no age-specific criteria to pursue a course of interest. As opposed to degrees pursued at university, online courses are designed to break the barriers of age limitation that aim to limit the learner's ability to learn new things, diversify their skills, and expand their horizons. When I will get the login details for my course? After successfully purchasing the course, you will receive an email within 24 hours with the login details of your course. Kindly check your inbox, junk or spam folder, or you can contact our client success team via info@lead-academy.org

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

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