2022 Courses in Edinburgh delivered On Demand

Overview This Deep Learning & Neural Networks Python - Keras: For Dummies course will unlock your full potential and will show you how to excel in a career in Deep Learning & Neural Networks Python - Keras: For Dummies. So upskill now and reach your full potential. Everything you need to get started in Deep Learning & Neural Networks Python - Keras: For Dummies is available in this course. Learning and progressing are the hallmarks of personal development. This Deep Learning & Neural Networks Python - Keras: For Dummies will quickly teach you the must-have skills needed to start in the relevant industry. In This Deep Learning & Neural Networks Python - Keras: For Dummies Course, You Will: Learn strategies to boost your workplace efficiency. Hone your Deep Learning & Neural Networks Python - Keras: For Dummies skills to help you advance your career. Acquire a comprehensive understanding of various Deep Learning & Neural Networks Python - Keras: For Dummies topics and tips from industry experts. Learn in-demand Deep Learning & Neural Networks Python - Keras: For Dummies skills that are in high demand among UK employers, which will help you to kickstart your career. This Deep Learning & Neural Networks Python - Keras: For Dummies course covers everything you must know to stand against the tough competition in the Deep Learning & Neural Networks Python - Keras: For Dummies field.  The future is truly yours to seize with this Deep Learning & Neural Networks Python - Keras: For Dummies. Enrol today and complete the course to achieve a Deep Learning & Neural Networks Python - Keras: For Dummies certificate that can change your professional career forever. Additional Perks of Buying a Course From Institute of Mental Health Study online - whenever and wherever you want. One-to-one support from a dedicated tutor throughout your course. Certificate immediately upon course completion 100% Money back guarantee Exclusive discounts on your next course purchase from Institute of Mental Health Enrolling in the Deep Learning & Neural Networks Python - Keras: For Dummies course can assist you in getting into your desired career quicker than you ever imagined. So without further ado, start now. Process of Evaluation After studying the Deep Learning & Neural Networks Python - Keras: For Dummies course, your skills and knowledge will be tested with a MCQ exam or assignment. You must get a score of 60% to pass the test and get your certificate.  Certificate of Achievement Upon successfully completing the Deep Learning & Neural Networks Python - Keras: For Dummies course, you will get your CPD accredited digital certificate immediately. And you can also claim the hardcopy certificate completely free of charge. All you have to do is pay a shipping charge of just £3.99. Who Is This Course for? This Deep Learning & Neural Networks Python - Keras: For Dummies is suitable for anyone aspiring to start a career in Deep Learning & Neural Networks Python - Keras: For Dummies; even if you are new to this and have no prior knowledge on Deep Learning & Neural Networks Python - Keras: For Dummies, this course is going to be very easy for you to understand.  And if you are already working in the Deep Learning & Neural Networks Python - Keras: For Dummies field, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level.  Taking this Deep Learning & Neural Networks Python - Keras: For Dummies course is a win-win for you in all aspects.  This course has been developed with maximum flexibility and accessibility, making it ideal for people who don't have the time to devote to traditional education. Requirements This Deep Learning & Neural Networks Python - Keras: For Dummies course has no prerequisite.  You don't need any educational qualification or experience to enrol in the Deep Learning & Neural Networks Python - Keras: For Dummies course. Do note: you must be at least 16 years old to enrol. Any internet-connected device, such as a computer, tablet, or smartphone, can access this online Deep Learning & Neural Networks Python - Keras: For Dummies course. Moreover, this course allows you to learn at your own pace while developing transferable and marketable skills. Course Curriculum Course Introduction and Table of Contents Course Introduction and Table of Contents 00:11:00 Deep Learning Overview Deep Learning Overview - Theory Session - Part 1 00:06:00 Deep Learning Overview - Theory Session - Part 2 00:07:00 Choosing Between ML or DL for the next AI project - Quick Theory Session Choosing Between ML or DL for the next AI project - Quick Theory Session 00:09:00 Preparing Your Computer Preparing Your Computer - Part 1 00:07:00 Preparing Your Computer - Part 2 00:06:00 Python Basics Python Basics - Assignment 00:09:00 Python Basics - Flow Control 00:09:00 Python Basics - Functions 00:04:00 Python Basics - Data Structures 00:12:00 Theano Library Installation and Sample Program to Test Theano Library Installation and Sample Program to Test 00:11:00 TensorFlow library Installation and Sample Program to Test TensorFlow library Installation and Sample Program to Test 00:09:00 Keras Installation and Switching Theano and TensorFlow Backends Keras Installation and Switching Theano and TensorFlow Backends 00:10:00 Explaining Multi-Layer Perceptron Concepts Explaining Multi-Layer Perceptron Concepts 00:03:00 Explaining Neural Networks Steps and Terminology Explaining Neural Networks Steps and Terminology 00:10:00 First Neural Network with Keras - Understanding Pima Indian Diabetes Dataset First Neural Network with Keras - Understanding Pima Indian Diabetes Dataset 00:07:00 Explaining Training and Evaluation Concepts Explaining Training and Evaluation Concepts 00:11:00 Pima Indian Model - Steps Explained Pima Indian Model - Steps Explained - Part 1 00:09:00 Pima Indian Model - Steps Explained - Part 2 00:07:00 Coding the Pima Indian Model Coding the Pima Indian Model - Part 1 00:11:00 Coding the Pima Indian Model - Part 2 00:09:00 Pima Indian Model - Performance Evaluation Pima Indian Model - Performance Evaluation - Automatic Verification 00:06:00 Pima Indian Model - Performance Evaluation - Manual Verification 00:08:00 Pima Indian Model - Performance Evaluation - k-fold Validation - Keras Pima Indian Model - Performance Evaluation - k-fold Validation - Keras 00:10:00 Pima Indian Model - Performance Evaluation - Hyper Parameters Pima Indian Model - Performance Evaluation - Hyper Parameters 00:12:00 Understanding Iris Flower Multi-Class Dataset Understanding Iris Flower Multi-Class Dataset 00:08:00 Developing the Iris Flower Multi-Class Model Developing the Iris Flower Multi-Class Model - Part 1 00:09:00 Developing the Iris Flower Multi-Class Model - Part 2 00:06:00 Developing the Iris Flower Multi-Class Model - Part 3 00:09:00 Understanding the Sonar Returns Dataset Understanding the Sonar Returns Dataset 00:07:00 Developing the Sonar Returns Model Developing the Sonar Returns Model 00:10:00 Sonar Performance Improvement - Data Preparation - Standardization Sonar Performance Improvement - Data Preparation - Standardization 00:15:00 Sonar Performance Improvement - Layer Tuning for Smaller Network Sonar Performance Improvement - Layer Tuning for Smaller Network 00:07:00 Sonar Performance Improvement - Layer Tuning for Larger Network Sonar Performance Improvement - Layer Tuning for Larger Network 00:06:00 Understanding the Boston Housing Regression Dataset Understanding the Boston Housing Regression Dataset 00:07:00 Developing the Boston Housing Baseline Model Developing the Boston Housing Baseline Model 00:08:00 Boston Performance Improvement by Standardization Boston Performance Improvement by Standardization 00:07:00 Boston Performance Improvement by Deeper Network Tuning Boston Performance Improvement by Deeper Network Tuning 00:05:00 Boston Performance Improvement by Wider Network Tuning Boston Performance Improvement by Wider Network Tuning 00:04:00 Save & Load the Trained Model as JSON File (Pima Indian Dataset) Save & Load the Trained Model as JSON File (Pima Indian Dataset) - Part 1 00:09:00 Save & Load the Trained Model as JSON File (Pima Indian Dataset) - Part 2 00:08:00 Save and Load Model as YAML File - Pima Indian Dataset Save and Load Model as YAML File - Pima Indian Dataset 00:05:00 Load and Predict using the Pima Indian Diabetes Model Load and Predict using the Pima Indian Diabetes Model 00:09:00 Load and Predict using the Iris Flower Multi-Class Model Load and Predict using the Iris Flower Multi-Class Model 00:08:00 Load and Predict using the Sonar Returns Model Load and Predict using the Sonar Returns Model 00:10:00 Load and Predict using the Boston Housing Regression Model Load and Predict using the Boston Housing Regression Model 00:08:00 An Introduction to Checkpointing An Introduction to Checkpointing 00:06:00 Checkpoint Neural Network Model Improvements Checkpoint Neural Network Model Improvements 00:10:00 Checkpoint Neural Network Best Model Checkpoint Neural Network Best Model 00:04:00 Loading the Saved Checkpoint Loading the Saved Checkpoint 00:05:00 Plotting Model Behavior History Plotting Model Behavior History - Introduction 00:06:00 Plotting Model Behavior History - Coding 00:08:00 Dropout Regularization - Visible Layer Dropout Regularization - Visible Layer - Part 1 00:11:00 Dropout Regularization - Visible Layer - Part 2 00:06:00 Dropout Regularization - Hidden Layer Dropout Regularization - Hidden Layer 00:06:00 Learning Rate Schedule using Ionosphere Dataset - Intro Learning Rate Schedule using Ionosphere Dataset 00:06:00 Time Based Learning Rate Schedule Time Based Learning Rate Schedule - Part 1 00:07:00 Time Based Learning Rate Schedule - Part 2 00:12:00 Drop Based Learning Rate Schedule Drop Based Learning Rate Schedule - Part 1 00:07:00 Drop Based Learning Rate Schedule - Part 2 00:08:00 Convolutional Neural Networks - Introduction Convolutional Neural Networks - Part 1 00:11:00 Convolutional Neural Networks - Part 2 00:06:00 MNIST Handwritten Digit Recognition Dataset Introduction to MNIST Handwritten Digit Recognition Dataset 00:06:00 Downloading and Testing MNIST Handwritten Digit Recognition Dataset 00:10:00 MNIST Multi-Layer Perceptron Model Development MNIST Multi-Layer Perceptron Model Development - Part 1 00:11:00 MNIST Multi-Layer Perceptron Model Development - Part 2 00:06:00 Convolutional Neural Network Model using MNIST Convolutional Neural Network Model using MNIST - Part 1 00:13:00 Convolutional Neural Network Model using MNIST - Part 2 00:12:00 Large CNN using MNIST Large CNN using MNIST 00:09:00 Load and Predict using the MNIST CNN Model Load and Predict using the MNIST CNN Model 00:14:00 Introduction to Image Augmentation using Keras Introduction to Image Augmentation using Keras 00:11:00 Augmentation using Sample Wise Standardization Augmentation using Sample Wise Standardization 00:10:00 Augmentation using Feature Wise Standardization & ZCA Whitening Augmentation using Feature Wise Standardization & ZCA Whitening 00:04:00 Augmentation using Rotation and Flipping Augmentation using Rotation and Flipping 00:04:00 Saving Augmentation Saving Augmentation 00:05:00 CIFAR-10 Object Recognition Dataset - Understanding and Loading CIFAR-10 Object Recognition Dataset - Understanding and Loading 00:12:00 Simple CNN using CIFAR-10 Dataset Simple CNN using CIFAR-10 Dataset - Part 1 00:09:00 Simple CNN using CIFAR-10 Dataset - Part 2 00:06:00 Simple CNN using CIFAR-10 Dataset - Part 3 00:08:00 Train and Save CIFAR-10 Model Train and Save CIFAR-10 Model 00:08:00 Load and Predict using CIFAR-10 CNN Model Load and Predict using CIFAR-10 CNN Model 00:16:00 RECOMENDED READINGS Recomended Readings 00:00:00

Our up-to-date course covers the latest PMBOK 6, 7, and Agile updates, providing a simplified guide to project management. Learn the framework, processes, and knowledge areas, and see how they work together to manage projects and stakeholders. It is perfect for those seeking to efficiently manage projects and pass the PMP exam.

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Overview This SQL course will unlock your full potential and will show you how to excel in a career in SQL. So upskill now and reach your full potential. Everything you need to get started in SQL is available in this course. Learning and progressing are the hallmarks of personal development. This SQL will quickly teach you the must-have skills needed to start in the relevant industry. In This Mental Health Course, You Will: Learn strategies to boost your workplace efficiency. Hone your SQL skills to help you advance your career. Acquire a comprehensive understanding of various SQL topics and tips from industry experts. Learn in-demand SQL skills that are in high demand among UK employers, which will help you to kickstart your career. This SQL course covers everything you must know to stand against the tough competition in the SQL field.  The future is truly yours to seize with this SQL. Enrol today and complete the course to achieve a SQL certificate that can change your professional career forever. Additional Perks of Buying a Course From Institute of Mental Health Study online - whenever and wherever you want. One-to-one support from a dedicated tutor throughout your course. Certificate immediately upon course completion 100% Money back guarantee Exclusive discounts on your next course purchase from Institute of Mental Health Enrolling in the SQL course can assist you in getting into your desired career quicker than you ever imagined. So without further ado, start now. Process of Evaluation After studying the SQL course, your skills and knowledge will be tested with a MCQ exam or assignment. You must get a score of 60% to pass the test and get your certificate.  Certificate of Achievement Upon successfully completing the SQL course, you will get your CPD accredited digital certificate immediately. And you can also claim the hardcopy certificate completely free of charge. All you have to do is pay a shipping charge of just £3.99. Who Is This Course for? This SQL is suitable for anyone aspiring to start a career in SQL; even if you are new to this and have no prior knowledge on SQL, this course is going to be very easy for you to understand.  And if you are already working in the SQL field, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level.  Taking this SQL course is a win-win for you in all aspects.  This course has been developed with maximum flexibility and accessibility, making it ideal for people who don't have the time to devote to traditional education. Requirements This SQL course has no prerequisite.  You don't need any educational qualification or experience to enrol in the SQL course. Do note: you must be at least 16 years old to enrol. Any internet-connected device, such as a computer, tablet, or smartphone, can access this online SQL course. Course Curriculum Unit 01: Course and Instructor Introduction Course and Instructor Introduction 00:05:00 Unit 02: Laying out the foundation - Overview & Installation Pre-requisites & Different Editions of SQL Server 00:06:00 Downloading Express Edition & sample database 00:03:00 Installing the downloads & Configuration 00:19:00 The sa Login 00:04:00 Wrap up - what we went over! 00:01:00 Unit 03: Core concepts - Taming the RDBMS beast! What is RDBMS? 00:12:00 Where does SQL Server fit in? 00:02:00 Basic database objects 00:16:00 Different Files that got installed - MDF & LDF 00:03:00 Wrap up - what we went over! 00:01:00 Unit 04: Tool of the trade - SQL Server Management Studio Getting started with SSMS 00:07:00 Getting around Object Explorer 00:05:00 Query Window 00:06:00 Pre-built DB - system database 00:04:00 Wrap up - what we went over! 00:01:00 Unit 05: Simple SELECT Bare Minimum: SELECTING a literal 00:05:00 Retrieving / querying data from a table - using FROM clause 00:06:00 Playing with Column Names 00:03:00 Rearranging columns to your liking 00:01:00 Wrap up - what we went over! 00:01:00 Unit 06: Filtering out unwanted data Narrowing down and ordering result set - WHERE and ORDER clause 00:17:00 Narrowing down result set - BETWEEN / NOT BETWEEN 00:09:00 Narrowing down result set - IN and NOT IN operator 00:05:00 Narrowing down result set - Pattern Matching: LIKE and Wildcards 00:11:00 Wrap up - what we went over! 00:01:00 Unit 07: Expressions and Functions Dealing with nothing: NULL 00:06:00 Working with strings: Concatenation and other string functions 00:15:00 Working with dates: Date Functions 00:07:00 Some System Functions 00:05:00 Wrap up - what we went over! 00:02:00 Unit 08: Getting data out of multiple tables Joining multiple tables - INNER JOIN 00:09:00 Join types - OUTER JOIN - LEFT / RIGHT / FULL 00:08:00 Join types - CROSS JOIN 00:02:00 Holy UNION! 00:03:00 Subqueries 00:04:00 Wrap up - what we went over! 00:02:00 Unit 09: Summarizing and Grouping data DISTINCT and ALL Predicates 00:02:00 Aggregate Functions 00:03:00 GROUP BY clause / HAVING clause 00:04:00 WHERE and ORDER BY in aggregate queries 00:04:00 Wrap up - what we went over! 00:01:00 Unit 10: Bonus Bonus_Section 00:01:00

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Diet Components Current Dietary Patterns in The UK Summary Assessment Module 02: Nutrients for Life - Macronutrients Introduction Protein Need of Protein to SurviveDifferent Sources of ProteinConsequences of Excessive Protein Intake Fats Different types of FatsEffects of Different Fats on Human BodyFats Human Should Consume Carbohydrates Human Need for CarbohydratesDifferent types of Carbs Energy balance Summary Assessment Module 03: Nutrients for Life - Micronutrients Vitamins Vitamin AVitamin BVitamin CVitamin DVitamin EVitamin K Minerals and Trace Elements CalciumPhosphorusIronZincCopperodineSeleniumMagnesiumPotassiumSodiumManganese Dietary Supplements Health Supplements Special Nutrients Fibre Summary Assessment Module 04: Nutrition Requirements from Pregnancy to Teenage Nutrition in Maternity and Lactation Nutrition at conceptionNutrition during pregnancyLactation Nutrition in Babies and Preschool Children Growth ratesBreastfeedingFormula MilkWeaningPreschool children Nutrition in School‐Age Children and Teenagers Growth ratesNutritional needsNew initiatives Summary Assessment Module 05: Nutrition Requirements for Adults and Various Groups Nutrition and Early Origins of Adult Disease Early evidenceProgrammingDevelopmental consequencesLinks to maternal nutrition Nutrition in Adults The process of ageingAssessment of older adults Nutrition of Religious and Ethnic Groups The nutritional relevance of migrationEthnic minority groups in the UKReligion and dietNutritional issues Summary Assessment Module 06: Healthy Dieting Which Foods to Choose? 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Preventing Eating Disorders Treatment for Eating Disorders Main Treatments for Anorexia NervosaMain Treatments for Bulimia NervosaMain Treatments for Binge Eating Disorder Summary Assessment Module 08: Diet and Nutrition Related Diseases Overweight and Obesity Underweight and Negative Energy Balance Nutrition and Cancer Diet and Cardiovascular Disease Adverse Reactions to Food and Inborn Faults of Metabolism Summary Assessment Module 09: Use of Nutrition in Different Illnesses/Diseases Nutrition in Infections and Fever Nutrition in Diseases of the Gastrointestinal Tract Nutrition in Diseases of Liver, Gallbladder and Pancreas Nutrition in Immune System Dysfunction, AIDS and Allergy Nutrition in Stress, Burns and Surgery Summary Assessment Module 10: Weight Control Management Overview of Healthy Weight Energy Balance Counting Calories Balanced Diet and Weight Control Adopting Active Lifestyles Benefits of Exercise in a Weight Control Programme Calorie Requirement Summary Assessment Module 11: Weight Loss Management Benefits of Weight Loss The Motivation for Weight Loss Psychological Factors for Weight Loss Basal Metabolic Rate Functions of Human Metabolism Speed of Metabolism Reasons for Weight Gain Healthy Eating Maintaining a Healthy Weight Summary Assessment Module 12: The Relationship between Nutrition and Mental Health Protective Factors for Mental Health Fruit and VegetablesVitamins, Minerals and Acids Risk Factors for Mental Health Consuming Processed Foods and Additives The Role of Food in Preventing Mental Health Problems The Role of Diet in Relation to Specific Mental Health Problems DepressionSchizophreniaDementiaAttention Deficit Hyperactivity Disorder (ADHD) Module 13: Disorders of Mood and Behaviour Mood Disorders Assessment Essentials Attention Deficit Hyperactivity Disorder (ADHD) Schizophrenia Assessment Essential Alzheimer's Disease Bipolar Disorder Assessment Essentials Anxiety Disorders Show off Your New Skills with a Certification of Completion The learners have to successfully complete the course to achieve the CPDQS accredited certificate. 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