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Embark on a journey into the world of strategic analysis with this advanced course. Delve deep into risk management standards, the COSO framework for internal controls, competitive positioning strategies, BCG Matrix for portfolio analysis, pricing strategies, and the impact of economies of scale. Equip yourself with the tools and models essential for navigating complex business landscapes. This course is a comprehensive exploration of advanced tools and models crucial for strategic analysis. After the successful completion of this course, you will be able to: ⦁ Understand risk management standards' significance and application for organizational resilience and threat mitigation. ⦁ Identify components of the COSO framework for effective internal controls and risk assessment. ⦁ Analyze different types of competitive positions to strategize for market advantage. ⦁ Comprehend BCG Matrix for product/service portfolio analysis. ⦁ Explore pricing strategies and their impact on revenue and market position. ⦁ Understand economies of scale and their influence on cost efficiency and competitiveness. Elevate your risk analysis expertise with our advanced course, meticulously curated for professionals. Uncover sophisticated tools and models designed for strategic precision, empowering you to navigate complexities with confidence. Sharpen your analytical prowess and stay ahead in the dynamic business landscape. Enroll to master the art of strategic risk analysis. Course Structure and Assessment Guidelines Watch this video to gain further insight. Navigating the MSBM Study Portal Watch this video to gain further insight. Interacting with Lectures/Learning Components Watch this video to gain further insight. Advanced Tools And Models For Strategic Analysis Self-paced pre-recorded learning content on this topic. Advanced Tools And Models For Strategic Analysis Put your knowledge to the test with this quiz. Read each question carefully and choose the response that you feel is correct. All MSBM courses are accredited by the relevant partners and awarding bodies. Please refer to MSBM accreditation in about us for more details. There are no strict entry requirements for this course. Work experience will be added advantage to understanding the content of the course. The certificate is designed to enhance the learner's knowledge in the field. This certificate is for everyone eager to know more and get updated on current ideas in their respective field. We recommend this certificate for the following audience.  1. Risk Management Professionals 2. Financial Analysts3. Strategic Planners4. Business Intelligence Analysts5. Project Managers6. Compliance Officers7. Data Scientists8. Decision Analysts Average Completion Time 2 Weeks Accreditation 3 CPD Hours Level Advanced Start Time Anytime 100% Online Study online with ease. Unlimited Access 24/7 unlimited access with pre-recorded lectures. Low Fees Our fees are low and easy to pay online.

Solution-Focused Brief Therapy (SFBT) is an evidence-based approach that focuses on the present and future rather than the past. It helps clients identify and achieve their desired goals in a short time by using their own resources and strengths. SFBT is based on the assumption that clients are experts on their own lives and have the ability to change.   This course is your gateway to mastering the art of SFBT-an approach that focuses on strengths, solutions, and client empowerment. It's about creating an environment where individuals can discover their own paths to positive change. Enroll now and be the change your clients are searching for.

The NLP Practitioner Training Course is your gateway to mastering the art of communication, helping you influence both yourself and others in a positive and effective way. Using Neuro-Linguistic Programming (NLP), you will learn techniques that enhance your understanding of human behaviour and thought processes. NLP is often used to build better relationships, manage stress, and boost confidence. Through this course, you’ll gain the tools to unlock the full potential of your mind, allowing you to navigate life's challenges with a more grounded and practical mindset. This training course delves deep into the principles of NLP, offering insights into how language, perception, and behaviour are interconnected. Whether you're looking to improve your professional interactions, personal relationships, or gain a deeper understanding of how your mind works, this course offers valuable skills to transform your approach to communication. Learn at your own pace and discover how to apply NLP techniques effectively to achieve greater clarity and results in your day-to-day life. It’s time to take control of your mental programming and sharpen your ability to influence, connect, and grow. Key Features CPD Accredited FREE PDF + Hardcopy certificate Fully online, interactive course Self-paced learning and laptop, tablet and smartphone-friendly 24/7 Learning Assistance Discounts on bulk purchases Course Curriculum Module 1: Introduction to NLP Module 2: NLP Communication Model Module 3: NLP Coaching Model Module 4: NLP Presuppositions and Beliefs Module 5: NLP Techniques for Personal Change Module 6: NLP Strategies for Effective Communication Module 7: Advanced NLP Techniques Module 8: NLP Applications Module 9: NLP Practitioner Certification Learning Outcomes: Develop powerful communication strategies for personal and professional success. Master techniques for personal change and growth, enhancing life satisfaction. Apply advanced NLP strategies to enhance decision-making and problem-solving skills. Gain proficiency in coaching, unlocking the potential to guide others effectively. Acquire a deep understanding of NLP applications across various domains. Attain a recognised NLP Practitioner Certification, validating your expertise. Accreditation This course is CPD Quality Standards (CPD QS) accredited, providing you with up-to-date skills and knowledge and helping you to become more competent and effective in your chosen field. Certificate After completing this course, you will get a FREE Digital Certificate from Training Express. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Individuals seeking personal growth and effective communication skills. Professionals aiming to enhance their coaching and leadership abilities. Anyone interested in mastering NLP techniques for positive life changes. Team leaders looking to improve team dynamics and collaboration. Entrepreneurs wanting to refine their communication and negotiation skills. Psychologists or therapists seeking additional tools for client engagement. Career changers exploring new opportunities in personal development. Educators interested in applying NLP principles in teaching and training. Career path Life Coach Communication Consultant Human Resources Specialist Personal Development Trainer Sales and Marketing Strategist Education and Training Facilitator Certificates Digital certificate Digital certificate - Included Once you've successfully completed your course, you will immediately be sent a FREE digital certificate. Hard copy certificate Hard copy certificate - Included Also, you can have your FREE printed certificate delivered by post (shipping cost £3.99 in the UK). For all international addresses outside of the United Kingdom, the delivery fee for a hardcopy certificate will be only £10. Our certifications have no expiry dates, although we do recommend that you renew them every 12 months.

Embark on a transformative journey into the realm of emotional mastery with our course, 'Dialectical Behaviour Therapy (DBT) for Emotional Well-being'. This enlightening voyage through the intricacies of DBT will not only illuminate the path to personal emotional regulation but also equip you with the skills to facilitate others in their journey towards emotional well-being. Your exploration begins with an in-depth introduction to DBT, guiding you through its foundational principles and establishing a robust platform upon which to build your therapeutic skills. As you traverse through the carefully crafted modules, you'll delve into the core skills of mindfulness, emotion regulation, interpersonal effectiveness, and distress tolerance, each a vital beacon in the DBT landscape. These pillars of DBT are not merely theoretical constructs but practical tools, designed to be applied in real-world scenarios, ensuring that individuals can navigate through the emotional tumult of life with grace and resilience. Your journey will also guide you through the application of DBT across various populations, ensuring a versatile and adaptable therapeutic skill set. Learning Outcomes Understand and apply the foundational principles and techniques of dialectical behaviour therapy. Utilise mindfulness, emotion regulation, interpersonal effectiveness, and distress tolerance skills in therapeutic contexts. Implement DBT strategies effectively across various populations and diverse emotional challenges. Apply DBT in clinical settings, ensuring therapeutic interventions are both relevant and impactful. Navigate through ethical and professional considerations, ensuring DBT practice is conducted with integrity and adheres to professional standards. Why buy this Dialectical Behaviour Therapy (DBT) for Emotional Well-being? Unlimited access to the course for a lifetime. Opportunity to earn a certificate accredited by the CPD Quality Standards and CIQ after completing this course. Structured lesson planning in line with industry standards. Immerse yourself in innovative and captivating course materials and activities. Assessments designed to evaluate advanced cognitive abilities and skill proficiency. Flexibility to complete the Course at your own pace, on your own schedule. Receive full tutor support throughout the week, from Monday to Friday, to enhance your learning experience. Unlock career resources for CV improvement, interview readiness, and job success Who is this Dialectical Behaviour Therapy (DBT) for Emotional Well-being for? Individuals seeking personal emotional mastery and well-being through DBT. Mental health professionals aspiring to expand their therapeutic toolkit with DBT. Social workers desiring to provide enhanced emotional support to their clients. Counsellors looking to diversify their therapeutic approaches with validated techniques. Psychology students wishing to deepen their understanding and application of therapeutic modalities. Career path DBT Therapist: £30,000 - £45,000 Mental Health Counsellor: £23,000 - £40,000 Clinical Psychologist: £39,000 - £82,000 Social Worker: £25,000 - £40,000 Psychotherapist: £26,000 - £48,000 Mental Health Nurse: £25,000 - £35,000 Prerequisites This Dialectical Behaviour Therapy (DBT) for Emotional Well-being does not require you to have any prior qualifications or experience. You can just enrol and start learning. This course was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Certification After studying the course materials, there will be a written assignment test which you can take at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £4.99 Original Hard Copy certificates need to be ordered at an additional cost of £8. Course Curriculum Module 1: Introduction to DBT Introduction to DBT 00:19:00 Module 2: Mindfulness Skills Training Mindfulness Skills Training 00:20:00 Module 3: Emotion Regulation Skills Emotion Regulation Skills 00:19:00 Module 4: Interpersonal Effectiveness Skills Interpersonal Effectiveness Skills 00:16:00 Module 5: Distress Tolerance Skills Distress Tolerance Skills 00:26:00 Module 6: Application of DBT in Specific Populations Application of DBT in Specific Populations 00:29:00 Module 7: Implementation of DBT in Clinical Settings Implementation of DBT in Clinical Settings 00:28:00 Module 8: Ethical and Professional Considerations in DBT Practice Ethical and Professional Considerations in DBT Practice 00:19:00

In an era awash with data, understanding it is the key to unlocking significant opportunities. Enter the realm of 'SQL For Data Analytics & Database Development'. Dive deep into the heart of data manipulation, exploration, and insight generation. This course unfurls the magic behind SQL, drawing back the curtain on the tools that empower businesses globally. Understanding SQL's profound capabilities opens doors to a world where data-driven decision-making is not just an advantage but an imperative. It isn't simply about data storage. This course unravels the art of analytics, shedding light on how to glean valuable insights from vast data lakes. The path of SQL isn't merely technical; it's the spine of transformative decisions in today's leading industries. Offering a systematic approach to database development, we invite you to embark on this illuminative journey, stitching the threads of raw data into the fabric of meaningful stories. Come harness the power of SQL. Whether your intent is data analytics or the intricate craft of database development, this is your gateway. Let us guide you, from the rudimentary steps to mastering advanced commands, constructing your data narrative, and informing the future. Learning Outcomes: Comprehend the fundamental architecture of SQL and its environment. Acquire proficiency in basic and advanced SQL statements. Understand and implement GROUP BY statements for data aggregation. Master the concepts and applications of JOINS in databases. Cultivate the ability to create and structure databases and tables. Delve into advanced SQL commands, enhancing data manipulation and querying capabilities. Construct efficient database models, fostering optimal data storage and retrieval.   Video Playerhttps://studyhub.org.uk/wp-content/uploads/2021/03/SQL-DATA-ANALYSIS.mp400:0000:0000:00Use Up/Down Arrow keys to increase or decrease volume. Why choose this SQL For Data Analytics & Database Development course? Unlimited access to the course for a lifetime. Opportunity to earn a certificate accredited by the CPD Quality Standards after completing this course. Structured lesson planning in line with industry standards. Immerse yourself in innovative and captivating course materials and activities. Assessments are designed to evaluate advanced cognitive abilities and skill proficiency. Flexibility to complete the SQL For Data Analytics & Database Development Course at your own pace, on your own schedule. Receive full tutor support throughout the week, from Monday to Friday, to enhance your learning experience. Who is this SQL For Data Analytics & Database Development course for? Aspirants seeking to transition into data-driven roles in various industries. Database administrators aiming to broaden their analytical capabilities. Business analysts eager to enhance their data querying skills. Researchers in need of comprehensive data management tools. Tech enthusiasts wanting to grasp the underpinnings of database systems. Career path Data Analyst - Average salary: £35,000 - £50,000 Per Annum Database Developer - Average salary: £40,000 - £55,000 Per Annum Business Intelligence Analyst - Average salary: £38,000 - £52,000 Per Annum SQL Developer - Average salary: £42,000 - £58,000 Per Annum Database Administrator (DBA) - Average salary: £45,000 - £60,000 Per Annum Data Engineer - Average salary: £47,000 - £63,000 Per Annum Prerequisites This SQL For Data Analytics & Database Development was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Certification After studying the course materials, there will be a written assignment test which you can take at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £4.99 Original Hard Copy certificates need to be ordered at an additional cost of £8. Course Curriculum Course Introduction Introduction 00:04:00 Course Curriculum Overview 00:05:00 Overview of Databases 00:10:00 SQL Environment Setup MySQL Installation 00:16:00 MySQL Workbench Installation 00:09:00 Connecting to MySQL using Console 00:09:00 SQL Statement Basics Overview of Challenges 00:04:00 SQL Statement Basic 00:16:00 SELECT Statement 00:09:00 SELECT DISTINCT 00:05:00 Column AS Statement 00:12:00 COUNT built-in Method usage 00:11:00 SELECT WHERE Clause - Part One 00:05:00 SELECT WHERE Clause - Part Two 00:11:00 SQL Statement Basic 00:16:00 SQL Limit Clause Statement 00:09:00 SQL Using BETWEEN with Same Column Data 00:11:00 How to Apply IN Operator 00:11:00 Wildcard Characters with LIKE and ILIKE 00:11:00 GROUP BY Statements Overview of GROUP BY 00:06:00 Aggregation function SUM() 00:09:00 Aggregation MIN() and MAX() 00:05:00 GROUP BY - One 00:09:00 GROUP BY - Two 00:12:00 HAVING Clause 00:05:00 JOINS Overview of JOINS 00:04:00 Introduction to JOINS 00:04:00 AS Statement table 00:03:00 INNER Joins 00:14:00 FULL Outer Join 00:11:00 LEFT Outer JOIN 00:08:00 RIGHT JOIN 00:08:00 Union 00:07:00 Advanced SQL Commands / Statements Timestamps 00:12:00 EXTRACT from timestamp 00:10:00 Mathematical Functions 00:12:00 String Functions 00:22:00 SUBQUERY 00:13:00 Creating Database and Tables Basic of Database and Tables 00:06:00 DataTypes 00:10:00 Primarykey and Foreignkey 00:06:00 Create Table in SQL Script 00:13:00 Insert 00:11:00 Update 00:07:00 Delete 00:04:00 Alter Table 00:09:00 Drop Table 00:05:00 NOT NULL Constraint 00:08:00 UNIQUE Constraint 00:09:00 Databases and Tables Creating a Database backup 00:12:00 10a Overview of Databases and Tables 00:05:00 10c Restoring a Database 00:07:00

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So, don't wait further and join the Learn C++ Fundamentals: Coding for Absolute Beginners community today and let your voyage of discovery begin! Learning Outcomes: Upon completion of the Learn C++ Fundamentals: Coding for Absolute Beginners Bundle, you will be able to: Attain a holistic understanding in the designated areas of study with the Learn C++ Fundamentals bundle. Establish robust bases across each course nestled within the Learn C++ Fundamentals bundle. Decipher intricate concepts through the articulate content of the Learn C++ Fundamentals bundle. Amplify your prowess in interpreting, scrutinising, and implementing theories. Procure the capacity to engage with the course material on an intellectual and profound level. Become proficient in the art of problem-solving across various disciplines. Stepping into the Learn C++ Fundamentals: Coding for Absolute Beginners bundle is akin to entering a world overflowing with deep theoretical wisdom. Each course within this distinctive bundle is an individual journey, meticulously crafted to untangle the complex web of theories, principles, and frameworks. Learners are inspired to explore, question, and absorb, thus enhancing their understanding and honing their critical thinking skills. Each course invites a personal and profoundly enlightening interaction with knowledge. The Learn C++ Fundamentals bundle shines in its capacity to cater to a wide range of learning needs and lifestyles. It gives learners the freedom to learn at their own pace, forging a unique path of discovery. More than just an educational journey, the Learn C++ Fundamentals: Coding for Absolute Beginners bundle fosters personal growth, enabling learners to skillfully navigate the complexities of the world. The Learn C++ Fundamentals bundle also illuminates the route to a rewarding career. The theoretical insight acquired through this bundle forms a strong foundation for various career opportunities, from academia and research to consultancy and programme management. The profound understanding fostered by the Learn C++ Fundamentals bundle allows learners to make meaningful contributions to their chosen fields. Embark on the Learn C++ Fundamentals journey and let knowledge guide you towards a brighter future. CPD 90 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Individuals keen on deepening their firm understanding in the respective fields. Students pursuing higher education looking for comprehensive theory modules. Professionals seeking to refresh or enhance their knowledge. Anyone with a thirst for knowledge and a passion for continuous learning. Requirements Without any formal requirements, you can delightfully enrol in this Learn C++ Fundamentals: Coding for Absolute Beginners Bundle. Career path Armed with the Learn C++ Fundamentals: Coding for Absolute Beginners bundle, your professional journey can reach new heights. The comprehensive theoretical knowledge from this bundle can unlock diverse career opportunities across several fields. Whether it's academic research, consultancy, or programme management, the Learn C++ Fundamentals bundle lays a solid groundwork. Certificates CPD Certificate Of Completion Digital certificate - Included 8 Digital Certificates Are Included With This Bundle CPD Quality Standard Hardcopy Certificate (FREE UK Delivery) Hard copy certificate - £9.99 Hardcopy Transcript: £9.99

This course teaches the fundamental concepts of DAX in Power BI. If you have the questions: How do I learn DAX? What is the best way to learn DAX fast?-then this is the best course for you. This course teaches fundamental concepts and does not cover visualization or various advanced DAX patterns for specific questions.

24-Hour Knowledge Knockdown! Prices Reduced Like Never Before Water is a precious resource, and its management is crucial in the UK. A recent study by the Environment Agency found that over half of England's rivers fail to meet good ecological status. Do you want to play a role in improving water management and protecting our environment? If so, then this ArcGIS for Hydrology bundle is for you! Our course delves into ArcGIS, the industry-standard GIS platform, teaching you to leverage spatial data for hydrological analysis. You'll master essential tools for tasks like watershed delineation, flow direction mapping, and floodplain modelling. Additionally, you'll gain valuable skills in spatial analysis, remote sensing for water resource monitoring, and professional cartographic techniques to effectively communicate your findings. This Diploma in ArcGIS for Hydrology at QLS Level 4 course is endorsed by The Quality Licence Scheme and accredited by CPDQS (with 120 CPD points). Our Bundle contains 5 of our premium courses for one discounted price: Course 01: Diploma in ArcGIS for Hydrology Course 02: Spatial Analysis in ArcGIS Course 03: Remote Sensing in ArcGIS Course 04: QGIS Cartography Course 05: Environmental Management Empower yourself with the knowledge and skills to become a water management expert. Enrol today and unlock a rewarding career path! Learning Outcomes of ArcGIS for Hydrology Apply core ArcGIS functions for spatial data management and analysis. Utilise hydrological tools for watershed delineation, flow modeling, and flood risk assessment. Leverage remote sensing data for water resource monitoring and change detection. Create professional and informative maps to communicate hydrological data. Automate workflows using ArcGIS scripting and geoprocessing tools. Integrate ArcGIS with other software for comprehensive water management solutions. Why Choose Us? Get a Free CPD Accredited Certificate upon completion of ArcGIS for Hydrology Get a free student ID card with ArcGIS for Hydrology Training program (£10 postal charge will be applicable for international delivery) The ArcGIS for Hydrology is affordable and simple to understand This course is entirely online, interactive lesson with voiceover audio Get Lifetime access to the ArcGIS for Hydrology course materials The ArcGIS for Hydrology comes with 24/7 tutor support Start your learning journey straightaway! *** Course Curriculum *** Course 01: Diploma in ArcGIS for Hydrology Section 01: Introduction To ArcGIS Software Introduction to ArcGIS software Selection by Location, attributes, clip features and tables to Excel Performing actions on the data: change the projections, dissolve, clip From .TXT and .DXF to shapefile Calculations with attribute table and KML files in ArcMap Export from ArcMap to PDF ArcScene 3D GIS Example Test AutoCAD fixing polygon coordinates Section 02: ArcGIS For Hydrology Download hydrological data Calculate flow direction and flow accumulation Watershed delineation Clip layers to watershed boundary Stream segments and catchments areas Stream order convert to vector Spatial join to catchments Join stream id to stream order Map data and initial layout Add and format map elements Course 02: Award in Spatial Analysis in ArcGIS Module 01: Point Density Analysis Module 02: Raster Calculator and Vector Isolation Module 03: Raster to Topography Module 04: Raster Reclassification Module 05: Raster Overlay Module 06: Slope Analysis and Hydrology tools Module 07: Introduction to TIFF Files Module 08: Introduction to 3D Surfaces Module 09: Satellite Images and TIN Surfaces Module 10: Exercise Course 03: Remote Sensing in ArcGIS Module 01: Remote sensing, satellite images, spectral bands introduction Module 02: Layers stacking satellite images Module 03: Georeferencing satellite images Module 04: Introduction to geoprocessing raster tools Module 05: Raster Analysis Functions Module 06: Georeferencing toposheet Module 07: Site suitability using weighted overlay analysis - part 1 Module 08 Site suitability using weighted overlay analysis - part 2 Module 09: Watershed Delineation from DEM Module 10: Unsupervised classification =========>>>>> And 2 More Courses <<<<<========= How will I get my Certificate? 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Water Management Environmental Consulting Flood Risk Management GIS Specialist Cartographer Researcher Certificates CPD Accredited Digital Certificate Digital certificate - Included Upon passing the Course, you need to order a Digital Certificate for each of the courses inside this bundle as proof of your new skills that are accredited by CPD QS for Free. CPD Accredited Hard Copy Certificate Hard copy certificate - Included Please note that International students have to pay an additional £10 as a shipment fee. Diploma in ArcGIS for Hydrology at QLS Level 4 Hard copy certificate - £99 Please note that International students have to pay an additional £10 as a shipment fee.

Recognised Accreditation This course is accredited by continuing professional development (CPD). CPD UK is globally recognised by employers, professional organisations, and academic institutions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. What is CPD? Employers, professional organisations, and academic institutions all recognise CPD, therefore a credential from CPD Certification Service adds value to your professional goals and achievements. Benefits of CPD Improve your employment prospects Boost your job satisfaction Promotes career advancement Enhances your CV Provides you with a competitive edge in the job market Demonstrate your dedication Showcases your professional capabilities What is IPHM? The IPHM is an Accreditation Board that provides Training Providers with international and global accreditation. The Practitioners of Holistic Medicine (IPHM) accreditation is a guarantee of quality and skill. Benefits of IPHM It will help you establish a positive reputation in your chosen field You can join a network and community of successful therapists that are dedicated to providing excellent care to their client You can flaunt this accreditation in your CV It is a worldwide recognised accreditation What is Quality Licence Scheme? This course is endorsed by the Quality Licence Scheme for its high-quality, non-regulated provision and training programmes. The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. Benefits of Quality License Scheme Certificate is valuable Provides a competitive edge in your career It will make your CV stand out Course Curriculum Welcome to the course Introduction 00:02:00 Setting up R Studio and R crash course Installing R and R studio 00:05:00 Basics of R and R studio 00:10:00 Packages in R 00:10:00 Inputting data part 1: Inbuilt datasets of R 00:04:00 Inputting data part 2: Manual data entry 00:03:00 Inputting data part 3: Importing from CSV or Text files 00:06:00 Creating Barplots in R 00:13:00 Creating Histograms in R 00:06:00 Basics of Statistics Types of Data 00:04:00 Types of Statistics 00:02:00 Describing the data graphically 00:11:00 Measures of Centers 00:07:00 Measures of Dispersion 00:04:00 Introduction to Machine Learning Introduction to Machine Learning 00:16:00 Building a Machine Learning Model 00:08:00 Data Preprocessing for Regression Analysis Gathering Business Knowledge 00:03:00 Data Exploration 00:03:00 The Data and the Data Dictionary 00:07:00 Importing the dataset into R 00:03:00 Univariate Analysis and EDD 00:03:00 EDD in R 00:12:00 Outlier Treatment 00:04:00 Outlier Treatment in R 00:04:00 Missing Value imputation 00:03:00 Missing Value imputation in R 00:03:00 Seasonality in Data 00:03:00 Bi-variate Analysis and Variable Transformation 00:16:00 Variable transformation in R 00:09:00 Non Usable Variables 00:04:00 Dummy variable creation: Handling qualitative data 00:04:00 Dummy variable creation in R 00:05:00 Correlation Matrix and cause-effect relationship 00:10:00 Correlation Matrix in R 00:08:00 Linear Regression Model The problem statement 00:01:00 Basic equations and Ordinary Least Squared (OLS) method 00:08:00 Assessing Accuracy of predicted coefficients 00:14:00 Assessing Model Accuracy - RSE and R squared 00:07:00 Simple Linear Regression in R 00:07:00 Multiple Linear Regression 00:05:00 The F - statistic 00:08:00 Interpreting result for categorical Variable 00:05:00 Multiple Linear Regression in R 00:07:00 Test-Train split 00:09:00 Bias Variance trade-off 00:06:00 Test-Train Split in R 00:08:00 Regression models other than OLS Linear models other than OLS 00:04:00 Subset Selection techniques 00:11:00 Subset selection in R 00:07:00 Shrinkage methods - Ridge Regression and The Lasso 00:07:00 Ridge regression and Lasso in R 00:12:00 Classification Models: Data Preparation The Data and the Data Dictionary 00:08:00 Importing the dataset into R 00:03:00 EDD in R 00:11:00 Outlier Treatment in R 00:04:00 Missing Value imputation in R 00:03:00 Variable transformation in R 00:06:00 Dummy variable creation in R 00:05:00 The Three classification models Three Classifiers and the problem statement 00:03:00 Why can't we use Linear Regression? 00:04:00 Logistic Regression Logistic Regression 00:08:00 Training a Simple Logistic model in R 00:03:00 Results of Simple Logistic Regression 00:05:00 Logistic with multiple predictors 00:02:00 Training multiple predictor Logistic model in R 00:01:00 Confusion Matrix 00:03:00 Evaluating Model performance 00:07:00 Predicting probabilities, assigning classes and making Confusion Matrix in R 00:06:00 Linear Discriminant Analysis Linear Discriminant Analysis 00:09:00 Linear Discriminant Analysis in R 00:09:00 K-Nearest Neighbors Test-Train Split 00:09:00 Test-Train Split in R 00:08:00 K-Nearest Neighbors classifier 00:08:00 K-Nearest Neighbors in R 00:08:00 Comparing results from 3 models Understanding the results of classification models 00:06:00 Summary of the three models 00:04:00 Simple Decision Trees Basics of Decision Trees 00:10:00 Understanding a Regression Tree 00:10:00 The stopping criteria for controlling tree growth 00:03:00 The Data set for this part 00:03:00 Importing the Data set into R 00:06:00 Splitting Data into Test and Train Set in R 00:05:00 Building a Regression Tree in R 00:14:00 Pruning a tree 00:04:00 Pruning a Tree in R 00:09:00 Simple Classification Tree Classification Trees 00:06:00 The Data set for Classification problem 00:01:00 Building a classification Tree in R 00:09:00 Advantages and Disadvantages of Decision Trees 00:01:00 Ensemble technique 1 - Bagging Bagging 00:06:00 Bagging in R 00:06:00 Ensemble technique 2 - Random Forest Random Forest technique 00:04:00 Random Forest in R 00:04:00 Ensemble technique 3 - GBM, AdaBoost and XGBoost Boosting techniques 00:07:00 Gradient Boosting in R 00:07:00 AdaBoosting in R 00:09:00 XGBoosting in R 00:16:00 Maximum Margin Classifier Content flow 00:01:00 The Concept of a Hyperplane 00:05:00 Maximum Margin Classifier 00:03:00 Limitations of Maximum Margin Classifier 00:02:00 Support Vector Classifier Support Vector classifiers 00:10:00 Limitations of Support Vector Classifiers 00:01:00 Support Vector Machines Kernel Based Support Vector Machines 00:06:00 Creating Support Vector Machine Model in R The Data set for the Classification problem 00:01:00 Importing Data into R 00:08:00 Test-Train Split 00:09:00 Classification SVM model using Linear Kernel 00:16:00 Hyperparameter Tuning for Linear Kernel 00:06:00 Polynomial Kernel with Hyperparameter Tuning 00:10:00 Radial Kernel with Hyperparameter Tuning 00:06:00 The Data set for the Regression problem 00:03:00 SVM based Regression Model in R 00:11:00 Assessment Assessment - Machine Learning Masterclass 00:10:00 Certificate of Achievement Certificate of Achievement 00:00:00 Get Your Insurance Now Get Your Insurance Now 00:00:00 Feedback Feedback 00:00:00

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