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Deep Learning & Neural Networks Python - Keras: For Dummies

By IOMH - Institute of Mental Health

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

Deep Learning & Neural Networks Python - Keras: For Dummies
Delivered Online On Demand11 hours 11 minutes
£11.99

PUWER - QLS Endorsed Training

By Imperial Academy

Level 3 QLS Endorsed Course | CPD & CiQ Accredited | Audio Visual Training | Free PDF Certificate | Lifetime Access

PUWER - QLS Endorsed Training
Delivered Online On Demand
£12

Writing for Well-being - The Art of Journal Therapy

By Imperial Academy

Level 4 QLS Endorsed Course | CPD Accredited | Audio Visual Training | Free PDF Certificate | Lifetime Access

Writing for Well-being - The Art of Journal Therapy
Delivered Online On Demand
£12

Supervisor Training at QLS Level 4

By Imperial Academy

Level 4 QLS Endorsed Course | CPD Accredited | Audio Visual Training | Free PDF Certificate | Lifetime Access

Supervisor Training at QLS Level 4
Delivered Online On Demand
£12

Wildlife Training Course

By Imperial Academy

Level 4 QLS Endorsed Course | CPD Accredited | Audio Visual Training | Free PDF Certificate | Lifetime Access

Wildlife Training Course
Delivered Online On Demand
£12

Investment Banking & Valuation

By Imperial Academy

Level 3 QLS Endorsed Course | CPD & CiQ Accredited | Audio Visual Training | Free PDF Certificate | Lifetime Access

Investment Banking & Valuation
Delivered Online On Demand
£12

Zoology - QLS Level 4 Training

By Imperial Academy

Level 4 QLS Endorsed Course | CPD Accredited | Audio Visual Training | Free PDF Certificate | Lifetime Access

Zoology - QLS Level 4 Training
Delivered Online On Demand
£12

Employment Law Training Course

By Compliance Central

Discover the essentials of Employment Law with our comprehensive course designed to empower you in navigating the complexities of workplace regulations. Master the legal recruitment process, employment contracts, employee handbooks, disciplinary procedures, and much more to ensure a fair and safe working environment for everyone involved. Delve into the intricacies of employee rights, such as national minimum wage, parental rights, sick pay, and pension schemes. Understand the importance of promoting equality and addressing discrimination in the workplace. Equip yourself with the knowledge to handle dismissals, grievances, and employment tribunals, while also learning about workplace monitoring and data protection. Learning Outcomes: Grasp fundamental employment law principles. Execute compliant recruitment processes. Draft and interpret employment contracts. Develop a comprehensive employee handbook. Implement effective disciplinary procedures. Calculate and manage employee pay and benefits. Address workplace discrimination effectively. Apply health and safety regulations. Along with this course, you also get: Lifetime Access. Unlimited Retake Exam & Tutor Support. Easy Accessibility to the Course Materials- Anytime, Anywhere - From Any Smart Device (Laptop, Tablet, Smartphone Etc.) 100% Learning Satisfaction Guarantee. Learn at your own pace from the comfort of your home, as the rich learning materials of this course are accessible from any place at any time. The curriculums are divided into tiny bite-sized modules by industry specialists. And you will get answers to all your queries from our experts. So, enrol and excel in your career with Compliance Central. Diploma in Employment Law Course Curriculum: Module 01: Basic of Employment Law Module 02: Legal Recruitment Process Module 03: Employment Contracts Module 04: Employee Handbook Module 05: Disciplinary Procedure Module 06: National Minimum Wage & National Living Wage Module 07: Parental Right, Sick Pay & Pension Scheme Module 08: Discrimination in the Workplace Module 09: Health & Safety at Work Module 10: Dismissal, Grievances and Employment Tribunals Module 11: Workplace Monitoring & Data Protection CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? HR professionals Managers and supervisors Small business owners Union representatives Legal advisors Aspiring employment law specialists Requirements To enrol in this Employment Law course, all you need is a basic understanding of the English Language and an internet connection. Career path Employment Law Solicitor - £45-90k/year HR Manager - £35-60k/year Employee Relations Specialist - £30-50k/year Labour Relations Manager - £40-70k/year Trade Union Official - £25-55k/year Employment Law Consultant - £30-60k/year Certificates CPD Accredited PDF Certificate Digital certificate - Included CPD Accredited PDF Certificate CPD Accredited Hard Copy Certificate Hard copy certificate - £10.79 CPD Accredited Hard Copy Certificate Delivery Charge: Inside the UK: Free Outside of the UK: £9.99 each

Employment Law Training Course
Delivered Online On Demand3 weeks
£12

Employment Law Course Training

By Compliance Central

Say goodbye to the confusion and stress of employment law! Do you feel like navigating the complex world of employment law is a never-ending headache? Are you tired of worrying about compliance and legal issues? If so, our Employment Law course is just what you need! Regardless of your professional background, it cannot be avoided that this aspect of law touches everyone in one way or another. From company directors and HR managers to executives and employees, employment law affects us daily. In this course, we will give you a broad overview of employment law, which can be divided into eleven core modules; Fundamentals of employment law, legal recruitment processes, employment contracts, employee handbooks, disciplinary procedures, national minimum wage and national living wage, parental rights, sick pay, pension schemes, and workplace discrimination. Interested? Enrol now! What you will discover are the following: Learn the fundamentals of employment law Process of legal recruitment and enforcement Contracts of employment and registration Get an idea about disciplinary Procedures Find out National Living Wage and National Minimum Wage Learn about parental leave, ill pay, and pension plans Learn about discrimination on the job Understand workplace health and safety Learn what to do in employment Tribunals, Dismissals, and Grievances Understand data protection and workplace monitoring Along with the Employment Law course, you also get: Lifetime Access Unlimited Retake Exam & Tutor Support Easy Accessibility to the Course Materials- Anytime, Anywhere - From Any Smart Device (Laptop, Tablet, Smartphone Etc.) 100% Learning Satisfaction Guarantee Learn at your own pace from the comfort of your home, as the rich learning materials of this course are accessible from any place at any time. The curriculums are divided into tiny bite-sized modules by industry specialists. And you will get answers to all your queries from our experts. So, enrol and excel in your career with Employment Law Central. Course Curriculum: Module 01: Basics of Employment Law Module 02: Legal Recruitment Process Module 03: Employment Contracts Module 04: Employee Handbook Module 05: Disciplinary Procedure Module 06: National Minimum Wage & National Living Wage Module 07: Parental Right, Sick Pay & Pension Scheme Module 08: Discrimination in the Workplace Module 09: Health & Safety at Work Module 10: Dismissal, Grievances and Employment Tribunals Module 11: Workplace Monitoring & Data Protection CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Suitable for HR professionals with years of expertise. Suitable for business owners and top management. The course is designed to both train and inspire managers. Requirements To enrol in this Employment Law course, all you need is a basic understanding of the English Language and an internet connection. Career path After completing this course, you can explore trendy and in-demand jobs related to Employment Law, such as- Employment Counsel Employment Solicitor Commercial Litigation Real Estate Solicitor / Associate Certificates CPD Accredited PDF Certificate Digital certificate - Included CPD Accredited PDF Certificate CPD Accredited Hard Copy Certificate Hard copy certificate - £10.79 CPD Accredited Hard Copy Certificate Delivery Charge: Inside the UK: Free Outside of the UK: £9.99 each

Employment Law Course Training
Delivered Online On Demand5 hours
£12

Microsoft Project 2016 Beginners Level

3.0(2)

By Alpha Academy

Do you want to master the most popular project management tool? Enhance your skills with Microsoft Project 2016 in this comprehensive course. Microsoft Project is a beast of a software application, possibly found best so far. It has every imaginable feature built into it by now and then even some more. With the help of this Microsoft Project 2016 Beginners Level course, you'll be able to create, manage and track world class schedules with complex requirements of resources, allocations, budgets, reporting and tracking all the way to project conclusion. You'll also discover working with costs, deadlines, and succeed in scheduling issues effectively. Course Highlights The price is for the whole course including final exam - no hidden fees FREE accredited certificate upon successful completion Efficient exam system with instant results Track progress within own personal learning portal 24/7 customer support via live chat Microsoft Project 2016 Beginners Level has been given CPD accreditation and is one of the best-selling courses available to students worldwide. This valuable course is suitable for anyone interested in working in this sector or who simply wants to learn more about the topic. If you're an individual looking to excel within this field then Microsoft Project 2016 Beginners Level is for you. We've taken this comprehensive course and broken it down into several manageable modules which we believe will assist you to easily grasp each concept - from the fundamental to the most advanced aspects of the course. It really is a sure pathway to success. All our courses offer 12 months access and are designed to be studied at your own pace so you can take as much or as little time as you need to complete and gain the full CPD accredited qualification. And, there are no hidden fees or exam charges. We pride ourselves on having friendly and experienced instructors who provide full weekday support and are ready to help with any of your queries. So, if you need help, just drop them an email and await a speedy response. Furthermore, you can check the validity of your qualification and verify your certification on our website at anytime. So, why not improve your chances of gaining professional skills and better earning potential. Assessment and Certification At the end of the course, you will be required to sit an online multiple-choice test. Your test will be assessed automatically and immediately so that you will instantly know whether you have been successful. After you have successfully passed the final exam, you will be able to order an Accredited Certificate of Achievement at an additional cost of £19 for a PDF copy and £29 for an original print copy sent to you by post or for both £39. Career Path Not only does our CPD and CiQ accredited course look good on your CV, setting you apart from the competition, it can be used as a stepping stone to greater things. Further advance your learning, launch a new career or reinvigorate an existing one. On successful completion of this course, you have the potential to achieve an estimated salary of £20,000. The sky really is the limit. Course Curriculum Starting a Project Project Management 101 00:15:00 ACTIVITY - PROJECT MANAGEMENT 101 00:05:00 Navigate and Customize the Project 2016 Interface 00:30:00 ACTIVITY - NAVIGATING AND CUSTOMIZING THE PROJECT 2016 INTERFACE 00:05:00 Add Tasks to a Project 00:15:00 ACTIVITY - ADDING TASKS TO A PROJECT 00:05:00 Add Resources to a Project 00:15:00 ACTIVITY - ADDING RESOURCES TO A PROJECT 00:05:00 Save a Project 00:15:00 ACTIVITY - SAVING A PROJECT 00:05:00 Working with Project Calendars Manage Project Time Frames 00:15:00 ACTIVITY - MANAGING PROJECT TIME FRAMES 00:05:00 Change Working Time 00:15:00 ACTIVITY - CHANGING THE WORKING TIME FOR A PROJECT 00:05:00 Working with Project Tasks Manage Project Tasks 00:15:00 ACTIVITY - MANAGING PROJECT TASKS 00:05:00 Add Summary Tasks and Milestones 00:15:00 ACTIVITY - ADDING SUMMARY TASKS AND MILESTONES 00:05:00 Working with Project Resources Manage Project Resources 00:15:00 ACTIVITY - MANAGING PROJECT RESOURCES 00:05:00 Allocate and Level Work Resources 00:15:00 ACTIVITY - LEVELING RESOURCES 00:05:00 Delivering a Project Plan Print Project Views 00:15:00 ACTIVITY - PRINTING A PROJECT VIEW 00:05:00 Share Projects 00:15:00 ACTIVITY -SHARING PROJECTS 00:05:00 Export Projects 00:15:00 ACTIVITY - EXPORTING A PROJECT 00:05:00 Activities - Microsoft Project 2016 Beginners Level 00:00:00

Microsoft Project 2016 Beginners Level
Delivered Online On Demand
£10.99