9444 Confidence courses in Wideopen delivered Online

In today’s fast-paced world, effective communication is more important than ever. Whether you’re a student, a professional, or just someone who wants to improve your writing skills, the ChatGPT Masterclass is the perfect course for you.

Unlock the art of whiteboard animation with our beginner-friendly VideoScribe course. Learn to create engaging animations for business, education, or personal projects, and bring your stories to life visually.

Master SQL Database Queries with our comprehensive course. Learn SQL fundamentals, advanced techniques, and data analysis skills for efficient database management.

Overview This comprehensive course on Fitness Business - Sell Products, Training & Coaching Online will deepen your understanding on this topic.After successful completion of this course you can acquire the required skills in this sector. This Fitness Business - Sell Products, Training & Coaching Online comes with accredited certification from CPD, which will enhance your CV and make you worthy in the job market. So enrol in this course today to fast-track your career ladder. 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? There is no experience or previous qualifications required for enrolment on this Fitness Business - Sell Products, Training & Coaching Online. It is available to all students, of all academic backgrounds. Requirements Our Fitness Business - Sell Products, Training & Coaching Online is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible with tablets and smartphones so you can access your course on Wi-Fi, 3G or 4G.There is no time limit for completing this course, it can be studied in your own time at your own pace. Career path Learning this new skill will help you to advance in your career. It will diversify your job options and help you develop new techniques to keep up with the fast-changing world. This skillset will help you to- Open doors of opportunities Increase your adaptability Keep you relevant Boost confidence And much more! Course Curriculum 9 sections • 44 lectures • 03:08:00 total length •Who this course is for: 00:02:00 •What you will learn: 00:03:00 •Fitness Business Models Overview: 00:02:00 •The Coaching Business Model: 00:04:00 •Selling Products Business Model: 00:06:00 •Affiliate Marketing Business Model: 00:06:00 •Fitness Sponsorships: 00:02:00 •The First Steps: 00:03:00 •Finding The Right Fitness Niche: 00:04:00 •How To Identify The Ideal Coaching Client: 00:05:00 •How To Identify Your Clients Pain Points: 00:03:00 •How To Become An Expert: 00:04:00 •Understand What You Are Selling: 00:01:00 •Creating Your First Fitness Information Product: 00:07:00 •MVP - Minimal Viable Product: 00:03:00 •Creating Your First Workout Routine / Diet Plan: 00:04:00 •Writing Your First Fitness eBook: 00:06:00 •Recording Your First Fitness Video Course: 00:06:00 •Creating A Coaching Offer: 00:03:00 •Overview: 00:02:00 •Most Common Fitness Marketing Mistakes: 00:04:00 •Setting SMART Marketing Goals: 00:07:00 •Crafting A Stong Marketing Message: 00:06:00 •Choosing The Right Marketing Channel: 00:08:00 •Email Marketing For Your Product: 00:03:00 •How To Build An Email List: 00:03:00 •Your First Autoresponder Series: 00:10:00 •How To Build The Perfect Lead Magnet: 00:05:00 •How To Use WordPress For Your Fitness Business: 00:08:00 •Installing WordPress: 00:05:00 •Building A Landing Page: 00:06:00 •Building A Thank You Page: 00:03:00 •Starting A Niche Youtube Channel: 00:05:00 •Keyword Research For Youtube: 00:04:00 •My Youtube Content Strategy: 00:04:00 •How To Set Up Your First Lead Ad In Facebook: 00:06:00 •Affiliate Marketing Overview: 00:01:00 •Writing Blog Posts With Affiliate Links: 00:04:00 •Making Affiliate Sales With Youtube Videos: 00:03:00 •Motivation Intro: 00:01:00 •How To Deal With Difficult Customers / Clients: 00:03:00 •How To Deal With Email Overload: 00:04:00 •How To Develop The Mindset Of An Entrepreneur: 00:04:00 •How To Not Lose Track Of Your Business Goals: 00:05:00

🌟 Unlock the Power of Healing with Our Trauma-Informed Care Certification Program! 🌈 Are you ready to make a profound impact on the lives of those affected by trauma? Introducing our Trauma-Informed Care Certification Program - your gateway to understanding, implementing, and excelling in the essential practices of trauma recovery.   🌺 Curriculum Highlights: 1. Basics of PTSD 🧠Dive into the fundamentals of Post-Traumatic Stress Disorder (PTSD), gaining a comprehensive understanding of its origins, symptoms, and the latest research in trauma psychology. Lay the groundwork for transformative care. 2. Practical EMDR Therapy 👁️‍🗨️ Uncover the power of Eye Movement Desensitization and Reprocessing (EMDR) Therapy - a cutting-edge approach proven to accelerate trauma recovery. Gain hands-on skills in guiding clients through this transformative process. 3. Practical Narrative Exposure Therapy 📖 Develop expertise in Narrative Exposure Therapy, a powerful method for helping individuals process and integrate traumatic memories. Acquire practical techniques to facilitate healing through storytelling and re-authoring. 4. Practical Rewind Technique 🔄 Master the art of the Rewind Technique, a rapid and effective intervention for treating trauma-related symptoms. Equip yourself with tools to guide clients towards desensitization and relief. 5. Practical Art Therapy 🎨 Tap into the healing potential of art with hands-on Art Therapy practices. Learn how creative expression can be a powerful tool for trauma survivors to process emotions and find catharsis. 6. Practical Music Therapy 🎶 Explore the therapeutic realm of sound with Music Therapy. Acquire techniques to use music as a medium for healing, addressing trauma, and promoting emotional well-being. 7. Medications for PTSD 💊 Understand the pharmacological aspects of trauma recovery. Delve into the medications commonly used to alleviate PTSD symptoms, gaining insights into their benefits and potential side effects.   🚀 Why Choose Our Certification Program? Expert-Led Learning: Learn from seasoned professionals and experts in the field of trauma therapy, ensuring you receive the highest quality education. Practical Application: This program goes beyond theory. Each module includes practical sessions, case studies, and simulations to hone your skills and build confidence. Flexible Learning: Access the course at your own pace, from anywhere in the world. Our online platform allows you to balance your professional development with your personal commitments. Community Support: Join a thriving community of like-minded individuals and professionals. Engage in discussions, share insights, and network with others passionate about trauma-informed care.   🎓 Certify Yourself, Transform Lives! Enroll now in our Trauma-Informed Care Certification Program and become a beacon of healing for those in need. Your expertise can make a world of difference. Take the first step towards a rewarding career in trauma recovery!   Note: This program is suitable for mental health professionals, counselors, social workers, and anyone dedicated to making a positive impact in the field of trauma care. Course Curriculum Module 1 Basics of PTSD Course Overview - PTSD Counselling and Management 00:00 Introduction to Post-Traumatic Stress Disorder (PTSD) 00:00 Symptoms and Diagnosis 00:00 PTSD in Children & Teenagers 00:00 PTSD in Adults & Elderly 00:00 Module 2 Practical EMDR Therapy Eye Movement Desensitization and Reprocessing - EMDR Therapy 00:00 Eight-Phase Approach of EMDR 00:00 Step by Step EMDR 00:00 Module 3 Practical Narrative Exposure Therapy Narrative Exposure Therapy - NET 00:00 Step by Step Narrative Exposure Therapy 00:00 Module 4 Practical Rewind Technique Rewind Technique 00:00 Step by Step Rewind Technique 00:00 Module 5 Practical Art Therapy Art Therapy 00:00 Step by Step Art Therapy 00:00 Module 6 Practical Music Therapy Music Therapy 00:00 Step by Step Music Therapy 00:00 Module 7 Medications for PTSD Medications for PTSD 00:00

Microsoft Excel Complete Course - Beginner Intermediate & Advanced To make learning Microsoft Excel easier for you, we have thoughtfully bundled our three greatest courses: Microsoft Excel Beginners, Intermediate, and Advanced. At this price, you won't find a better deal anywhere else. One of the most popular applications for visualizing and analyzing data that has been created to date is Microsoft Excel. These days, practically every industry and household use this helpful program for personal purposes. Excel is used by business owners for a plethora of tasks, including data analysis, visualizing data, tracking hours worked, money, and statements. This Microsoft Excel Complete Course can be very helpful to you whether you are a newbie, have some training and experience with the program, or haven't used Excel in a long time and need a thorough refresher to develop your skills. After completing this course, you will be a proficient Excel user. In a short period of time, our simple lessons will impart the knowledge in a very easy way. There won't be a rush because you can study whenever you want and at your own speed. After completing the course, your confidence in using Excel will increase. Course Highlights Microsoft Excel Complete Course - Beginner Intermediate & Advanced is an award winning and the best selling course that has been given the CPD Certification & IAO accreditation. It is the most suitable course anyone looking to work in this or relevant sector. It is considered one of the perfect courses in the UK that can help students/learners to get familiar with the topic and gain necessary skills to perform well in this field. We have packed Microsoft Excel Complete Course - Beginner Intermediate & Advanced into 73 modules for teaching you everything you need to become successful in this profession. To provide you ease of access, this course is designed for both part-time and full-time students. You can become accredited in just 11 hours, 6 minutes hours and it is also possible to study at your own pace. We have experienced tutors who will help you throughout the comprehensive syllabus of this course and answer all your queries through email. For further clarification, you will be able to recognize your qualification by checking the validity from our dedicated website. Why You Should Choose Microsoft Excel Complete Course - Beginner Intermediate & Advanced Lifetime access to the course No hidden fees or exam charges CPD Accredited certification on successful completion Full Tutor support on weekdays (Monday - Friday) Efficient exam system, assessment and instant results Download Printable PDF certificate immediately after completion Obtain the original print copy of your certificate, dispatch the next working day for as little as £9. Improve your chance of gaining professional skills and better earning potential. Who is this Course for? Microsoft Excel Complete Course - Beginner Intermediate & Advanced is CPD certified and IAO accredited. 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 backgrounds. Requirements Our Microsoft Excel Complete Course - Beginner Intermediate & Advanced 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 You will be ready to enter the relevant job market after completing this course. You will be able to gain necessary knowledge and skills required to succeed in this sector. All our Diplomas' are CPD and IAO accredited so you will be able to stand out in the crowd by adding our qualifications to your CV and Resume. Microsoft Excel Complete Course - Beginner Intermediate & Advanced Microsoft Excel 2019 New Features Introduction to Microsoft Excel 2019 New Features 00:07:00 CONCAT 00:02:00 IFS 00:01:00 MAXIFS 00:01:00 MINIFS 00:01:00 SWITCH 00:02:00 TEXTJOIN 00:01:00 Map Chart 00:02:00 Funnel Chart 00:01:00 Better Visuals 00:06:00 Pivot Table Enhancements 00:02:00 Power Pivot Updates 00:01:00 Getting Started With Microsoft Office Excel Navigate the Excel User Interface 00:28:00 Use Excel Commands 00:28:00 Create and Save a Basic Workbook 00:19:00 Enter Cell Data 00:12:00 Use Excel Help 00:05:00 Performing Calculations Create Worksheet Formulas 00:15:00 Insert Functions 00:17:00 Reuse Formulas and Functions 00:17:00 Modifying A Worksheet Insert, Delete, and Adjust Cells, Columns, and Rows 00:10:00 Search for and Replace Data 00:09:00 Use Proofing and Research Tools 00:07:00 Formatting A Worksheet Apply Text Formats 00:16:00 Apply Number Format 00:08:00 Align Cell Contents 00:09:00 Apply Styles and Themes 00:12:00 Apply Basic Conditional Formatting 00:11:00 Create and Use Templates 00:08:00 Printing Workbooks Preview and Print a Workbook 00:10:00 Set Up the Page Layout 00:09:00 Configure Headers and Footers 00:07:00 Managing Workbooks Manage Worksheets 00:05:00 Manage Workbook and Worksheet Views 00:07:00 Manage Workbook Properties 00:06:00 Working With Functions Work with Ranges 00:18:00 Use Specialized Functions 00:11:00 Work with Logical Functions 00:24:00 Work with Date & Time Functions 00:08:00 Work with Text Functions 00:11:00 Working With Lists Sort Data 00:10:00 Filter Data 00:10:00 Query Data with Database Functions 00:09:00 Outline and Subtotal Data 00:09:00 Analyzing Data Apply Intermediate Conditional Formatting 00:07:00 Apply Advanced Conditional Formatting 00:06:00 Visualizing Data With Charts Create Charts 00:13:00 Modify and Format Charts 00:12:00 Use Advanced Chart Features 00:13:00 Using PivotTables And Pivot Charts Create a PivotTable 00:13:00 Analyze PivotTable Data 00:12:00 Present Data with Pivot Charts 00:08:00 Filter Data by Using Timelines and Slicers 00:11:00 Working With Multiple Worksheets And Workbooks Use Links and External References 00:12:00 Use 3-D References 00:06:00 Consolidate Data 00:06:00 Using Lookup Functions And Formula Auditing Use Lookup Functions 00:13:00 Trace Cells 00:09:00 Watch and Evaluate Formulas 00:09:00 Sharing And Protecting Workbooks Collaborate on a Workbook 00:20:00 Protect Worksheets and Workbooks 00:08:00 Automating Workbook Functionality Apply Data Validation 00:13:00 Search for Invalid Data and Formulas with Errors 00:04:00 Work with Macros 00:18:00 Creating Sparklines And Mapping Data Create Sparklines 00:07:00 MapData 00:07:00 Forecasting Data Determine Potential Outcomes Using Data Tables 00:09:00 Determine Potential Outcomes Using Scenarios 00:09:00 Use the Goal Seek Feature 00:04:00 Forecasting Data Trends 00:05:00 Excel Templates Excel Templates 00:00:00 Resources Microsoft Excel 2019 00:00:00 Assignment Assignment - Microsoft Excel Complete Course - Beginner Intermediate & Advanced 00:00:00

Enhance Your Practice: Specialising in Mind-Body Fertility Support. For professional hypnotherapists seeking to expand their expertise and offer profound, life-changing support to a growing client base, this comprehensive CPD masterclass provides an in-depth framework for addressing fertility challenges through the powerful lens of mind-body hypnotherapy. With approximately one in seven individuals in the UK facing fertility struggles, and a significant percentage experiencing unexplained infertility, there is a clear demand for specialised, holistic interventions. This course equips you with the advanced skills to meet this need effectively. Course Objectives: Upon completion of this masterclass, participants will be able to: Conduct a comprehensive, holistic intake and assessment for clients experiencing fertility issues, encompassing physical, emotional, and lifestyle factors. Identify and therapeutically address psychological blocks and "psychological contraceptives" that may unconsciously impede conception. Utilise advanced hypnotherapeutic techniques to reduce stress, promote emotional and physiological balance, and influence hormonal equilibrium. Apply targeted interventions for resolving deep-seated fears, past traumas (e.g., miscarriage, birth trauma), and internal conflicts related to parenthood. Guide clients through mental and emotional preparation for conception, pregnancy, birth, and parenting, including specific support for those undergoing IVF or other medical treatments. Integrate male partners into the fertility journey, supporting their mental well-being and addressing factors influencing sperm quality through tailored hypnotherapeutic approaches. Course Modules: The 6 Stages to Holistic Fertility Support This masterclass is structured around a 6-stage framework, providing a systematic approach to fertility hypnotherapy: Stage 1: Comprehensive Client Investigation: Learn advanced assessment techniques to gather detailed information on physical health, menstrual cycles, fertility awareness, emotional landscape, lifestyle factors, and relationship dynamics. Understand how to identify initial psychological blocks and the "story" behind their fertility journey. Skills Developed: Advanced intake, holistic assessment, identifying subconscious patterns. Stage 2: Restore Emotional & Physiological Balance: Master hypnotherapeutic techniques such as 7/11 breathing, self-hypnosis induction, anchoring, and "Apposition of Opposites" to significantly reduce client stress, reframe limiting beliefs, and promote a state of deep relaxation conducive to hormonal equilibrium. Skills Developed: Stress reduction protocols, belief re-patterning, emotional regulation. Stage 3: Resolve Inner Conflicts & Traumas: Acquire specialized methods for identifying and resolving deep-seated fears, past traumas (e.g., miscarriage, terminations, birth trauma), and unconscious psychological contraceptives. Techniques like Free-Floating Regression, Time Line Therapy, and Parts Integration/Negotiation will be explored in depth. Skills Developed: Trauma resolution, inner conflict integration, addressing subconscious resistance. Stage 4: Enhance Natural Fertility & Receptivity: Focus on reconnecting clients with their body’s innate fertility wisdom. This module emphasizes techniques like Primal Imaging to boost confidence in the body's abilities and enhance both physiological and emotional receptivity to conception. Skills Developed: Somatic connection, confidence building, enhancing physiological receptivity. Stage 5: Prepare for Pregnancy, Birth & Parenting: Learn how to mentally and emotionally prepare clients for the entire continuum of pregnancy, birth, and early parenthood. This includes utilizing powerful visualization and future pacing techniques, alongside practical coping strategies, particularly beneficial for clients undergoing IVF. Skills Developed: Future pacing, visualization for positive outcomes, practical coping mechanisms for medical treatments. Stage 6: Support for Men & Sperm Optimization: Gain the unique skills to involve and support male partners throughout the fertility journey. Address their mental well-being, reduce stress, and explore how hypnotherapeutic interventions can complement lifestyle support to positively influence sperm quality and overall male fertility factors. Skills Developed: Couples work, male-specific stress reduction, holistic male fertility support. Benefits for Your Practice: Expand Your Niche: Become a specialist in a high-demand area of hypnotherapy. Deepen Client Impact: Offer profound, transformational support that addresses the root causes of fertility struggles. Attract New Clients: Position yourself as a trusted expert in holistic fertility solutions. Enhance Client Outcomes: Improve clients' emotional well-being and potentially their conception rates by integrating mind-body techniques. Professional Growth: Add valuable, specialized skills to your therapeutic toolkit, differentiating your practice. Who Should Attend: This CPD course is designed for qualified and practicing hypnotherapists eager to expand their therapeutic offerings and develop specialized expertise in fertility support.

Duration 2 Days 12 CPD hours This course is intended for This course is suited to marketeers, business analysts, and researchers who are interested in increasing their statistical knowledge. Overview After attending this course, delegates will understand how statistics can be used to provide valuable insight into their business, and be able to apply statistical methods to solve business problems. On returning to work delegates will immediately be able to make a difference to the way that their organisations make decisions. This course covers the statistical methods that analysts need to move from simple reporting on business problems to extracting insight to solve business problems. Course Outline The course will explore the following topics through a series of lectures and workshops: Summary statistics for both continuous data and categorical data Using and reporting confidence intervals Using hypothesis tests to answer business questions Using correlations to explore data relationships Simple prediction models Analysing categorical data Additional course details: Nexus Humans Data-driven Business Using Statistical Analysis training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the Data-driven Business Using Statistical Analysis course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

Elevate your skills in designing, delivering and evaluating engaging and interactive training that will leave a lasting impact on your team or organisation Course overview Duration: 2 days (13 hours) This Train the Trainer workshop will enable you to gain valuable insights and practice helping you to feel more comfortable and confident delivering training sessions. We will look at some training best practice tools and techniques to ensure you can deliver the learning outcomes required. The workshop covers the training cycle but focuses heavily on interactive and practical training techniques to bring learning to life for participants. There will be opportunities to practice delivery of real work-based training and receive feedback on delivery style. Objectives  By the end of the course you will be able to: Explain Kolb’s model of how adults learn Describe the 4 key learning styles and how to engage people with different learning styles Apply the training cycle to plan, design, deliver and evaluate your training Write SMART training objectives Use and select a variety of methods to make your training interactive, engaging and effective Describe ways to deal with difficult participants or situations that may arise Apply your training skills to deliver structured training sessions with more competence and confidence Content The Training Cycle Assessing needs Planning and preparing Implementing training Reviewing Assessing Assessing Needs Understanding the task Assessing the learner’s current ability Identifying the gap Planning and Preparing Having clear outcomes in mind What people learn: o Knowledge o Skill o Understanding How people learn: preferences and learning styles and methods suitable for each Planning a programme Planning a session – a systematic approach Assessing risk Writing and using SOPs in training Key Skills for Effective Training Explanation and Demonstration Questioning and Listening Observation and Feedback Facilitation and Debriefing skills Coaching Using questioning, listening and feedback to help learners solve problems and develop confidence Evaluation and Assessment How to measure reactions and participant satisfaction Use of tests and assessments to measure learning Organisational measures of learning transfer Leverage You will have the opportunity to deliver two training sessions on this programme and gain valuable feedback to support you in your ongoing training delivery. Participants are required to prepare a 15 minute training session. This can be something you have delivered before or something you’ve created for the course. Please prepare and include any visual aids you would usually use when speaking and bring them with you, f possible, please also bring your smart phone (with camera, and memory capacity for a short video clip to be added), and headphones.

Overview This comprehensive course on Data Science & Machine Learning with Python will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Data Science & Machine Learning with Python comes with accredited certification from CPD, which will enhance your CV and make you worthy in the job market. So enrol in this course today to fast track your career ladder. 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? There is no experience or previous qualifications required for enrolment on this Data Science & Machine Learning with Python. It is available to all students, of all academic backgrounds. Requirements Our Data Science & Machine Learning with Python is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible with tablets and smartphones so you can access your course on Wi-Fi, 3G or 4G. There is no time limit for completing this course, it can be studied in your own time at your own pace. Career Path Learning this new skill will help you to advance in your career. It will diversify your job options and help you develop new techniques to keep up with the fast-changing world. This skillset will help you to- Open doors of opportunities Increase your adaptability Keep you relevant Boost confidence And much more! Course Curriculum 2 sections • 90 lectures • 10:24:00 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: 00:08:00 •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: 00:07:00 •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