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Overview Mastering data science skills and expertise can open new doors of opportunities for you in a wide range of fields. Learn the fundamentals and develop a solid grasp of Python data science with the comprehensive Data Science with Python course. This course is designed to assist you in securing a valuable skill set and boosting your career. This course will provide you with quality training on the fundamentals of data analysis with Python. From the step-by-step learning process, you will learn the techniques of setting up the system. Then the course will teach you Python data structure and functions. You will receive detailed lessons on NumPy, Matplotlib, and Pandas. Furthermore, you will develop the skills for Algorithm Evaluation Techniques, visualising datasets and much more. After completing the course you will receive a certificate of achievement. This certificate will help you create an impressive resume. So join today! How will I get my certificate? You may have to take a quiz or a written test online during or after the course. After successfully completing the course, you will be eligible for the certificate. Who is This course for? This course Data Science with Python course is ideal for beginners in data science. It will help them develop a solid grasp of Python and help them pursue their dream career in the field of data science. Requirements The students will not require any formal qualifications or previous experience to enrol in this course. Anyone can learn from the course anytime from anywhere through smart devices like laptops, tabs, PC, and smartphones with stable internet connections. They can complete the course according to their preferable pace so, there is no need to rush. Career Path This course will equip you with valuable knowledge and effective skills in this area. After completing the course, you will be able to explore career opportunities in the fields such as Data Analyst Data Scientist Data Manager Business Analyst And much more! Course Curriculum 90 sections • 90 lectures • 10:19:00 total length •Course Overview & Table of Contents: 00:09:00 •Introduction to Machine Learning - Part 1 - Concepts , Definitions and Types: 00:05:00 •Introduction to Machine Learning - Part 2 - Classifications and Applications: 00:06:00 •System and Environment preparation - Part 1: 00:04:00 •System and Environment preparation - Part 2: 00:06:00 •Learn Basics of python - Assignment 1: 00:10:00 •Learn Basics of python - Assignment 2: 00:09:00 •Learn Basics of python - Functions: 00:04:00 •Learn Basics of python - Data Structures: 00:12:00 •Learn Basics of NumPy - NumPy Array: 00:06:00 •Learn Basics of NumPy - NumPy Data: 00:08:00 •Learn Basics of NumPy - NumPy Arithmetic: 00:04:00 •Learn Basics of Matplotlib: 00:07:00 •Learn Basics of Pandas - Part 1: 00:06:00 •Learn Basics of Pandas - Part 2: 00:07:00 •Understanding the CSV data file: 00:09:00 •Load and Read CSV data file using Python Standard Library: 00:09:00 •Load and Read CSV data file using NumPy: 00:04:00 •Load and Read CSV data file using Pandas: 00:05:00 •Dataset Summary - Peek, Dimensions and Data Types: 00:09:00 •Dataset Summary - Class Distribution and Data Summary: 00:09:00 •Dataset Summary - Explaining Correlation: 00:11:00 •Dataset Summary - Explaining Skewness - Gaussian and Normal Curve: 00:07:00 •Dataset Visualization - Using Histograms: 00:07:00 •Dataset Visualization - Using Density Plots: 00:06:00 •Dataset Visualization - Box and Whisker Plots: 00:05:00 •Multivariate Dataset Visualization - Correlation Plots: 00:08:00 •Multivariate Dataset Visualization - Scatter Plots: 00:05:00 •Data Preparation (Pre-Processing) - Introduction: 00:09:00 •Data Preparation - Re-scaling Data - Part 1: 00:09:00 •Data Preparation - Re-scaling Data - Part 2: 00:09:00 •Data Preparation - Standardizing Data - Part 1: 00:07:00 •Data Preparation - Standardizing Data - Part 2: 00:04:00 •Data Preparation - Normalizing Data: 00:08:00 •Data Preparation - Binarizing Data: 00:06:00 •Feature Selection - Introduction: 00:07:00 •Feature Selection - Uni-variate Part 1 - Chi-Squared Test: 00:09:00 •Feature Selection - Uni-variate Part 2 - Chi-Squared Test: 00:10:00 •Feature Selection - Recursive Feature Elimination: 00:11:00 •Feature Selection - Principal Component Analysis (PCA): 00:09:00 •Feature Selection - Feature Importance: 00:06:00 •Refresher Session - The Mechanism of Re-sampling, Training and Testing: 00:12:00 •Algorithm Evaluation Techniques - Introduction: 00:07:00 •Algorithm Evaluation Techniques - Train and Test Set: 00:11:00 •Algorithm Evaluation Techniques - K-Fold Cross Validation: 00:09:00 •Algorithm Evaluation Techniques - Leave One Out Cross Validation: 00:05:00 •Algorithm Evaluation Techniques - Repeated Random Test-Train Splits: 00:07:00 •Algorithm Evaluation Metrics - Introduction: 00:09:00 •Algorithm Evaluation Metrics - Classification Accuracy: 00:08:00 •Algorithm Evaluation Metrics - Log Loss: 00:03:00 •Algorithm Evaluation Metrics - Area Under ROC Curve: 00:06:00 •Algorithm Evaluation Metrics - Confusion Matrix: 00:10:00 •Algorithm Evaluation Metrics - Classification Report: 00:04:00 •Algorithm Evaluation Metrics - Mean Absolute Error - Dataset Introduction: 00:06:00 •Algorithm Evaluation Metrics - Mean Absolute Error: 00:07:00 •Algorithm Evaluation Metrics - Mean Square Error: 00:03:00 •Algorithm Evaluation Metrics - R Squared: 00:04:00 •Classification Algorithm Spot Check - Logistic Regression: 00:12:00 •Classification Algorithm Spot Check - Linear Discriminant Analysis: 00:04:00 •Classification Algorithm Spot Check - K-Nearest Neighbors: 00:05:00 •Classification Algorithm Spot Check - Naive Bayes: 00:04:00 •Classification Algorithm Spot Check - CART: 00:04:00 •Classification Algorithm Spot Check - Support Vector Machines: 00:05:00 •Regression Algorithm Spot Check - Linear Regression: 00:08:00 •Regression Algorithm Spot Check - Ridge Regression: 00:03:00 •Regression Algorithm Spot Check - Lasso Linear Regression: 00:03:00 •Regression Algorithm Spot Check - Elastic Net Regression: 00:02:00 •Regression Algorithm Spot Check - K-Nearest Neighbors: 00:06:00 •Regression Algorithm Spot Check - CART: 00:04:00 •Regression Algorithm Spot Check - Support Vector Machines (SVM): 00:04:00 •Compare Algorithms - Part 1 : Choosing the best Machine Learning Model: 00:09:00 •Compare Algorithms - Part 2 : Choosing the best Machine Learning Model: 00:05:00 •Pipelines : Data Preparation and Data Modelling: 00:11:00 •Pipelines : Feature Selection and Data Modelling: 00:10:00 •Performance Improvement: Ensembles - Voting: 00:07:00 •Performance Improvement: Ensembles - Bagging: 00:08:00 •Performance Improvement: Ensembles - Boosting: 00:05:00 •Performance Improvement: Parameter Tuning using Grid Search: 00:08:00 •Performance Improvement: Parameter Tuning using Random Search: 00:06:00 •Export, Save and Load Machine Learning Models : Pickle: 00:10:00 •Export, Save and Load Machine Learning Models : Joblib: 00:06:00 •Finalizing a Model - Introduction and Steps: 00:07:00 •Finalizing a Classification Model - The Pima Indian Diabetes Dataset: 00:07:00 •Quick Session: Imbalanced Data Set - Issue Overview and Steps: 00:09:00 •Iris Dataset : Finalizing Multi-Class Dataset: 00:09:00 •Finalizing a Regression Model - The Boston Housing Price Dataset: 00:08:00 •Real-time Predictions: Using the Pima Indian Diabetes Classification Model: 00:07:00 •Real-time Predictions: Using Iris Flowers Multi-Class Classification Dataset: 00:03:00 •Real-time Predictions: Using the Boston Housing Regression Model: 00:08:00 •Resources - Data Science & Machine Learning with Python: 00:00:00
Classroom Teaching Assistant
By IOMH - Institute of Mental Health
Join our Classroom Teaching Assistant course and discover your hidden skills, setting you on a path to success in this area. Get ready to improve your skills and achieve your biggest goals. The Classroom Teaching Assistant course has everything you need to get a great start in this sector. Improving and moving forward is key to getting ahead personally. The Classroom Teaching Assistant course is designed to teach you the important stuff quickly and well, helping you to get off to a great start in the field. So, what are you looking for? Enrol now! You will Learn The Following Things: Learn strategies to boost your workplace efficiency. Hone your skills to help you advance your career. Acquire a comprehensive understanding of various topics and tips. Learn in-demand skills that are in high demand among UK employers This course covers the topic you must know to stand against the tough competition. The future is truly yours to seize with this Classroom Teaching Assistant. Enrol today and complete the course to achieve a certificate that can change your career forever. Details Perks of Learning with IOMH One-to-one support from a dedicated tutor throughout your course. Study online - whenever and wherever you want. Instant Digital/ PDF certificate 100% money back guarantee 12 months access Process of Evaluation After studying the course, an MCQ exam or assignment will test your skills and knowledge. You have to get a score of 60% to pass the test and get your certificate. Certificate of Achievement After completing the Classroom Teaching Assistant course, you will receive your CPD-accredited Digital/PDF Certificate for £5.99. To get the hardcopy certificate for £12.99, you must also pay the shipping charge of just £3.99 (UK) and £10.99 (International). Who Is This Course for? This Classroom Teaching Assistant is suitable for anyone aspiring to start a career in relevant field; even if you are new to this and have no prior knowledge, this course is going to be very easy for you to understand. On the other hand, if you are already working in this sector, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level. 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 There is no prerequisite to enrol in this course. You don't need any educational qualification or experience to enrol in the Classroom Teaching Assistant 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 course. Career Path The certification and skills you get from this Classroom Teaching Assistant Course can help you advance your career and gain expertise in several fields, allowing you to apply for high-paying jobs in related sectors. Course Curriculum Module 01: Fundamentals of Teaching Understanding the Development of Children and Young Person 01:00:00 Communication and Professional Relationships with Pupils and Family 01:00:00 Safeguarding the Welfare of Children and Young Person 01:00:00 Module 02: Teaching Methodologies - Part 1 Education - A Group Enterprise 01:00:00 Traits to Develop 01:00:00 Grow the Attention 01:00:00 Learning Good Habits 01:00:00 Importance of Memory 01:00:00 Module 03: Teaching Methodologies - Part 2 Imagination is Important 01:00:00 Breakdown of Thinking Process 00:30:00 Appreciation - An Aesthetic Emotion 00:30:00 Learning Reflexive Activities 01:00:00 Differing Individuals 00:30:00 Module 04: Teaching Methodologies - Part 3 Morality Matters 01:00:00 Different Learning Methods 01:00:00 Different Psychological Exercises 01:00:00 Problems, Situations & Solutions 01:00:00 Measuring the Achievements 01:00:00 Module 05: SEN Teaching Special Educational Needs (SEN) Teacher 00:30:00 Statutory and Regulatory Context for SEN 01:00:00 Principles and Practice of Leadership in Different Contexts 00:45:00 How SEN and Disabilities Affect Pupils' Participation and Learning? 00:45:00 Strategies for Improving the Performance of the Pupils with SEN 00:45:00 Module 06: SENCO Training Whole-school Planning and Organisation 01:00:00 Assessment 00:30:00 Teamwork for SEN: Roles and Functions 01:00:00 Planning for Individual Students with SEN 00:45:00 Teaching and Learning in the Inclusive School 00:45:00 Module 07: Autism Introduction to Autism 00:20:00 Causes and Diagnosis of Autism 00:45:00 Other Conditions Associated with ASD 01:00:00 In-depth Understanding and Dealing with Autistic Behaviour 01:00:00 Socialising and Communication 00:45:00 Choosing Schools 00:45:00 What Should Teachers Do? 00:30:00 Sex Education and Puberty 00:30:00 Interventions: Treatments and Therapies for Autism 00:45:00 Government policies on autism in England 00:30:00 Module 08: ADHD What is ADHD? 00:30:00 Causes of ADHD 00:30:00 Diagnosing ADHD 00:30:00 Treating ADHD 00:30:00 ADHD and Education 00:30:00 Reasonable Adjustments: ADHD 01:00:00 Adults with ADHD 00:30:00 Module 09: Dyslexia What is Dyslexia? 01:00:00 Identifying Dyslexia 00:30:00 Co-occurring Conditions 00:30:00 Diagnosing Dyslexia 00:30:00 Creating Dyslexia Friendly Environment 00:30:00 Solutions for Dyslexia 00:30:00 Mock Exam Mock Exam- Classroom Teaching Assistant 00:20:00 Final Exam Final Exam- Classroom Teaching Assistant 00:20:00
48-Hour Knowledge Knockdown! Prices Reduced Like Never Before! Architectural Studies - Level 7 QLS Endorsed Are you interested in learning about architecture? This online architectural studies course introduces the basics of architecture and the primary elements of architectural design. You will have the opportunity to understand key concepts and acquire the skills necessary to begin exploring the world of architectural design. By the end of the architectural studies course, you will be well-versed in the fundamentals of architecture and ready to venture into more advanced topics. Architecture is a fundamental component of the built environment, with its roots in the creative, scientific, and technical disciplines of designing and constructing facilities for human habitation. In this architectural studies course, we explore the ancient architectural styles that have had a lasting impact on modern building design and introduce students to modern and postmodern architectural ideas and design styles. Additionally, we discuss the fundamentals of interior design, providing a comprehensive overview of architectural studies. This Advanced Diploma in Architectural Studies at QLS Level 7 course is endorsed by The Quality Licence Scheme and accredited by CPDQS Learning Outcomes of Architectural Studies: Gather knowledge about ancient architectural styles Analyse the features and characteristics of the Scandinavian style of architecture Compare and contrast the Modern and Postmodern Architectural Style Learn the fundamentals of interior design Why Prefer This Architectural Studies Course? Opportunity to earn certificate a certificate endorsed by the Quality Licence Scheme & another accredited by CPDQS. Get a free student ID card! (£10 postal charge will be applicable for international delivery) Innovative and engaging content. Free assessments 24/7 tutor support. *** Course Curriculum of Architectural Studies*** Here is the curriculum breakdown of the Architectural Studies course: Module 01: Introduction to Architectural Studies Module 02: Ancient Architecture Module 03: Architectural Ideas and Movements Module 04: Architectural Styles Module 05: Art Deco Architectural Style Module 06: Scandinavian Architectural Style Module 07: Victorian Architectural Style Module 09: Gothic Architectural Style Module 08: Classical and Early Christian Architectural Style Module 10: Baroque and Rococo Architectural Style Module 11: Eclecticism Architectural Style Module 12: Modern and Post-Modern Architectural Style Module 13: Interior Designing Module 14: Colour in Interior Designing Module 15: Lighting in Interior Design Part One Module 16: Lighting in Interior Design Part Two Assessment Process You have to complete the assignment questions given at the end of the course and score a minimum of 60% to pass each exam. After passing the Diploma in Architectural Studies at QLS Level 7 exam, you will be able to request a certificate at an additional cost that has been endorsed by the Quality Licence Scheme. CPD 180 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Anyone interested in learning more about the topic is advised to take this Architectural Studies course. This course is open to everybody. Additionally, this training is ideal for Those who are working for a promotion Those in charge of leading a team Companies wishing to train their staff might also benefit significantly from this course. Career path After completing this Architectural Studies course, you will have a broad understanding of architecture and will be able to pursue a variety of work opportunities, including: Architect Building Surveyor Interior & Spatial Designer Structural Engineer You can earn anything from £20,000 to £65,000 per year in the United Kingdom, depending on the career you start. Certificates CPD Accredited Certificate Digital certificate - £10 Advanced Diploma in Architectural Studies at QLS Level 7 Hard copy certificate - £139 After successfully completing the Advanced Diploma in Architectural Studies at QLS Level 7 course, you can order an original hardcopy certificate of achievement endorsed by the Quality Licence Scheme. The certificate will be home-delivered, with a pricing scheme of - 139 GBP inside the UK 149 GBP (including postal fees) for international delivery CPD Accredited Certificate 29 GBP for Printed Hardcopy Certificate inside the UK 39 GBP for Printed Hardcopy Certificate outside the UK (international delivery)
Health And Fitness : Beginner To Advanced
By IOMH - Institute of Mental Health
Overview This Health And Fitness : Beginner To Advanced course will unlock your full potential and will show you how to excel in a career in Health And Fitness : Beginner To Advanced. So upskill now and reach your full potential. Everything you need to get started in Health And Fitness : Beginner To Advanced is available in this course. Learning and progressing are the hallmarks of personal development. This Health And Fitness : Beginner To Advanced will quickly teach you the must-have skills needed to start in the relevant industry. In This Health And Fitness : Beginner To Advanced Course, You Will: Learn strategies to boost your workplace efficiency. Hone your Health And Fitness : Beginner To Advanced skills to help you advance your career. Acquire a comprehensive understanding of various Health And Fitness : Beginner To Advanced topics and tips from industry experts. Learn in-demand Health And Fitness : Beginner To Advanced skills that are in high demand among UK employers, which will help you to kickstart your career. This Health And Fitness : Beginner To Advanced course covers everything you must know to stand against the tough competition in the Health And Fitness : Beginner To Advanced field. The future is truly yours to seize with this Health And Fitness : Beginner To Advanced. Enrol today and complete the course to achieve a Health And Fitness : Beginner To Advanced 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 Health And Fitness : Beginner To Advanced 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 Health And Fitness : Beginner To Advanced 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 Health And Fitness : Beginner To Advanced 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 Health And Fitness : Beginner To Advanced is suitable for anyone aspiring to start a career in Health And Fitness : Beginner To Advanced; even if you are new to this and have no prior knowledge on Health And Fitness : Beginner To Advanced, this course is going to be very easy for you to understand. And if you are already working in the Health And Fitness : Beginner To Advanced 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 Health And Fitness : Beginner To Advanced 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 Health And Fitness : Beginner To Advanced course has no prerequisite. You don't need any educational qualification or experience to enrol in the Health And Fitness : Beginner To Advanced 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 Health And Fitness : Beginner To Advanced course. Moreover, this course allows you to learn at your own pace while developing transferable and marketable skills. Course Curriculum Introduction Introduction & What You Will Learn 00:04:00 Get To Know Your Instructor 00:04:00 Why Your Fitness Matters 00:03:00 The Perfect Fitness Diet: Meal Planning Basics Fitness Dieting Introduction 00:02:00 Meal Planning Explained 00:04:00 Calories Explained 00:04:00 Protein Explained 00:02:00 How Much Protein Should I Consume Per Day? 00:04:00 Fats Explained 00:03:00 How Much Fat Should I Consume Per Day? 00:04:00 Carbohydrates Explained 00:03:00 How Many Carbs Should I Consume Per Day? 00:03:00 Meal Timing Introduction 00:01:00 Protein Timing 00:04:00 Carb Timing 00:02:00 Fat Timing 00:01:00 The Ideal Pre-Workout Meal 00:04:00 The Ideal Post-Workout Meal 00:02:00 Food Composition Introduction 00:02:00 Protein Composition 00:02:00 Carbohydrate Composition 00:03:00 Fat Composition 00:01:00 Top 3 Beginner Supplements 00:04:00 Setting Up Your Fitness Diet Determining Your Daily Calorie Intake 00:03:00 Determining Your Ideal Protein Intake 00:01:00 Determining Your Ideal Carb Intake 00:02:00 Determining Your Ideal Fat Intake 00:01:00 Adjusting Your Diet For Muscle Gain 00:04:00 Adjusting Your Diet For Weight Loss 00:05:00 The Perfect Fitness Workout: Cardio What Makes Up A Complete Fitness Workout? 00:03:00 Aerobic Exercise Overview 00:01:00 Traditional Cardio Explained 00:03:00 HIIT Cardio Explained 00:07:00 Sample HIIT Workout 00:05:00 The Perfect Fitness Workout: Bodyweight Training The Fundamentals Of Resistance Training 00:01:00 Bodyweight vs. Weight Training 00:02:00 Bodyweight Training Fundamentals 00:02:00 The Muscle Building Formula 00:09:00 Bodyweight Beginner Workout 00:07:00 Push Ups 00:01:00 Pull Ups 00:01:00 Bodyweight Squats 00:01:00 Lunges 00:01:00 The Perfect Fitness Workout: Weight Training Weight Training Fundamentals 00:03:00 Weight Training Beginner Workout 00:06:00 Bench Press 00:01:00 Squat 00:01:00 Deadlift 00:01:00 Military Press 00:01:00 Flexibility Introduction 00:01:00 Most Common Stretching Mistakes 00:04:00 Static vs. Dynamic Stretching 00:05:00 Your Daily Stretching Routine 00:03:00 How To Warm Up Correctly 00:02:00 Putting Everything Together: Your Weekly Training Schedule 00:01:00 The Right Fitness Mindset Fitness Mindset Introduction 00:01:00 How To Master Willpower 00:02:00 The Modern Problem 00:02:00 The Role Of Stress In Motivation 00:02:00 Motivation & Goal Setting 00:04:00 More Tips To Staying Motivated 00:01:00 5 Steps To Long Term Improvements 00:05:00 How To Track Your Progress 00:04:00 Visualizing Your Ideal Body 00:02:00 How To Avoid The 'What The Hell Effect' 00:01:00 Coaching Tools Bonus Lecture Extra Section 0 course promo 00:02:00 12 - The Different Types of carbs copy 00:05:00 20 - What about the anabolic window copy 00:01:00 25 - Supplement intro copy 00:01:00 27 - HOW TO USE PROTEIN POWDER_ WHEN, HOW MUCH & WITH WHAT copy 00:06:00 28 - HOW TO USE CREATINE_ WHEN, HOW MUCH & WITH WHAT copy 00:04:00 29 - Other Supplements to consider copy 00:05:00 34 - Determining Meal Structure copy 00:03:00 37 - Cheat days and cheat meals copy 00:05:00 43 how to progress with your hiit workouts copy 00:01:00 55 Progressive Overload copy 00:03:00 60 Barbell Row (Overhand) copy 00:01:00 61 Pull-Up copy 00:01:00
