291 Forest courses delivered On Demand

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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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Learn complete hands-on Regression analysis for practical Statistical modelling and Machine Learning in R

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Certificates CPD Accredited Certificate Digital certificate - Included CPD Accredited e-Certificate - Free CPD Accredited Hardcopy Certificate - Free Enrolment Letter - Free Student ID Card - Free

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Description: The 70-640 - Configuring Windows Server 2008 R2 Active Directory course provides the required information that you should know about 70-640: Configuring Windows Server 2008 R2 Active Directory. The course will teach you how to install the Active Directory role, or how to work with Active Directory objects. In the course, you will also learn about the GPOs (Group Policy Adjectives), what Group Policy objects are, restricted Group Policies. You will know analysing security settings, using the Security Configuration Wizard, deploying software with Group Policy, understanding Group Policy Scope, how Group Policy settings are processed, verifying Group Policy settings, and enabling Auditing. You will also be able to manage users and groups with the AD, working With Domain Controllers, adding DNS, securing the authentication process, monitoring and supporting AD, planning Active Directory deployment, IDA solutions, and Active Directory Certificate Services. Assessment: At the end of the course, you will be required to sit for an online MCQ test. Your test will be assessed automatically and immediately. You will instantly know whether you have been successful or not. Before sitting for your final exam you will have the opportunity to test your proficiency with a mock exam. Certification: After completing and passing the course successfully, you will be able to obtain an Accredited Certificate of Achievement. Certificates can be obtained either in hard copy at a cost of £39 or in PDF format at a cost of £24. Who is this Course for? 70-640 - Configuring Windows Server 2008 R2 Active Directory is certified by CPD Qualifications Standards and CiQ. 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 background. Requirements Our 70-640 - Configuring Windows Server 2008 R2 Active Directory 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 After completing this course you will be able to build up accurate knowledge and skills with proper confidence to enrich yourself and brighten up your career in the relevant job market. Installing the Active Directory Role What is IDA? FREE 00:16:00 How to Install the AD DS Role 00:11:00 Creating a Windows Server 2008 Forest 00:22:00 The New Windows 2008 Server Core 00:09:00 Installing AD DS Server Core 00:02:00 Domain Controller 00:20:00 Working With Active Directory Objects Working with the MMC 00:19:00 Custom MMC 00:14:00 Working with Objects in Active Directory 00:12:00 How to Search Through Active Directory 00:07:00 Using Active Directory 00:13:00 Securing and Delegating AD Objects 00:12:00 Delegation 00:05:00 Adding Computer Accounts to AD 00:08:00 Organizing AD with Container Objects 00:13:00 Joining the Demo 00:08:00 Working With Computer Objects and Accounts 00:17:00 Recycling the Computer Account 00:01:00 Automating Computer Account Creation 00:08:00 Automating Computer Creation 00:04:00 Understanding GPOs Using Group Policy 00:04:00 What Are Group Policy Objects 00:21:00 Group Policy 00:05:00 Restricted Group Policies 00:02:00 Restrcted Group 00:03:00 Analyzing Security Settings 00:12:00 Using The Security Configuration Wizard 00:05:00 SCW 00:08:00 Deploying Software with Group Policy 00:10:00 Software Deployment 00:02:00 Understanding Group Policy Scope 00:11:00 How Group Policy Settings are Processed 00:09:00 Group Policy Scope 00:11:00 Verifying Group Policy Settings 00:05:00 Verifying Group Policy 00:03:00 Enabling Auditing 00:13:00 Auditing 00:05:00 Managing Users and Groups with AD Automating User Account Creation 00:10:00 Automating User Accounts 00:07:00 Working with User Attributes 00:15:00 User Account Administrative Tasks 00:05:00 Supporting User Accounts 00:04:00 Using PowerShell to Create User Accounts 00:09:00 Creating Users with PowerShell 00:07:00 Creation and Management 00:08:00 The Basics of Groups 00:25:00 Managing Group 00:08:00 Best Practices for Using AD Groups 00:08:00 Automating Group Creation 00:05:00 Automating Creation of Groups 00:06:00 Advanced Group Options 00:09:00 Administering Groups 00:05:00 Working With Domain Controllers Installation Options 00:06:00 How to Install a Domain Controller 00:06:00 Introducing the Operations Masters 00:11:00 Designing Where to Deploy the Operation Masters 00:14:00 FSMO 00:03:00 SYSVOL Replication with DFS 00:02:00 Adding DNS DNS Basics 00:15:00 DNS Definitions and Terms 00:17:00 DNS 00:05:00 Setting up DNS for the Enterprise 00:09:00 Global Names 00:09:00 Securing the Authentication Process Password Security Policies 00:15:00 Passwords 00:03:00 Introducing the Read-Only Domain Controller 00:06:00 Installing the RODC 00:05:00 Auditing Authentication Events 00:03:00 Account Logging 00:03:00 Monitoring and Supporting AD Preparing for Recovery 00:10:00 Active Directory Tools 00:24:00 Monitoring Active Directory Performance 00:11:00 Performance Monitor 00:09:00 Planning Active Directory Deployment What Are Sites 00:27:00 Deciding on Site Boundaries 00:07:00 Sites and Subnets 00:08:00 Working with Global Catalog Placement with AD Partitions 00:09:00 Controlling Replication Between Sites 00:20:00 Managing the Global Catalog 00:04:00 Configuring AD Trust Relationships 00:32:00 Trusts 00:03:00 Choosing the Domain and Forest Functional Levels 00:07:00 IDA Solutions Understanding AD FS 00:10:00 Installing AD FS 00:01:00 Configuring and Using AD FS 00:03:00 Understanding AD RMS 00:10:00 Installing AD RMS 00:03:00 Configuring and Using AD RMS 00:07:00 Understanding AD LDS 00:08:00 Installing AD LDS 00:02:00 Installing AD LDS 00:05:00 Configuring and Using AD LDS 00:07:00 Security Review 00:04:00 Active Directory Certificate Services Understanding AD CS 00:29:00 Installing AD CS 00:02:00 Configuring and Using AD CS 00:08:00 Mock Exam Mock Exam- 70-640 - Configuring Windows Server 2008 R2 Active Directory 00:20:00 Final Exam Final Exam- 70-640 - Configuring Windows Server 2008 R2 Active Directory 00:20:00 Certificate and Transcript Order Your Certificates and Transcripts 00:00:00