1092 Curve courses delivered Online

Description Concept Art Diploma Embarking on a journey towards a career in the creative industries requires a robust foundation and a clear vision. The Concept Art Diploma offers aspiring artists an opportunity to step into the world of visual storytelling and design with confidence. This online course meticulously covers all essential aspects, from understanding the basic elements to exploring futuristic trends in concept art. The Concept Art Diploma begins with a focus on the foundations of concept art. Students gain an understanding of the building blocks that shape their creations. From sketches to final renderings, learners explore how to transform vague ideas into tangible artworks that captivate and inspire. Character conceptualization forms a significant part of this course. Learners explore the anatomy, expressions, and aesthetics that bring imaginary beings to life. Crafting characters with depth and personality is a skill that the Concept Art Diploma hones meticulously. The course then guides students through the complexities of visualizing environments. From dystopian landscapes to enchanting worlds, students acquire the skills to craft settings that breathe life into narratives. They learn to manipulate space, scale, and atmosphere, ensuring each scene resonates with the intended emotion. Designing props and vehicles is another essential aspect that this diploma covers. Students learn to create artefacts and machines that align seamlessly with the worlds and characters they craft. Every object tells a story, and the course ensures that learners can design items that add depth to their visual narratives. A pivotal part of the Concept Art Diploma is understanding the power of colour and lighting. The course explores how different hues and illuminations can evoke emotions and steer narratives. From the subtlest glow to dramatic contrasts, students grasp the art of using light and shade to their advantage. Storytelling through art is a skill that distinguishes great concept artists from good ones. The course equips learners with the ability to weave compelling tales through their visuals. From single images to sequential art, the emphasis is on creating pieces that speak volumes. The Concept Art Diploma doesn't stop at theory and design principles. It also immerses students in various techniques and mediums. From traditional tools like pencils and paints to digital software, students gain proficiency in a range of mediums, ensuring versatility in their work. An understanding of the industry and the diverse career paths available is crucial for any aspiring artist. The course provides insights into the professional world, guiding students on how to carve a niche for themselves in the competitive landscape. Feedback and iteration form the backbone of continuous improvement. The Concept Art Diploma emphasizes the importance of refining work based on constructive critiques. Students learn to perceive feedback as a stepping stone to perfection. Lastly, the course explores the future of concept art. With the rapid evolution of technology and storytelling mediums, staying ahead of the curve is vital. This diploma ensures that students are well-equipped to navigate and contribute to the ever-evolving realm of concept art. In summary, the Concept Art Diploma is a comprehensive online course that crafts a pathway for aspiring artists to elevate their skills and step confidently into the world of concept art. By covering a plethora of topics and ensuring a hands-on approach, this course is an invaluable investment for those seeking to turn their creative visions into a rewarding career. What you will learn 1:The Foundations of Concept Art 2:Conceptualizing Characters 3:Visualizing Environments 4:Designing Props and Vehicles 5:The Power of Color and Lighting 6:Storytelling through Art 7:Techniques and Mediums 8:The Industry and Career Paths 9:Feedback and Iteration 10:Looking Forward: The Future of Concept Art Course Outcomes After completing the course, you will receive a diploma certificate and an academic transcript from Elearn college. Assessment Each unit concludes with a multiple-choice examination. This exercise will help you recall the major aspects covered in the unit and help you ensure that you have not missed anything important in the unit. The results are readily available, which will help you see your mistakes and look at the topic once again. If the result is satisfactory, it is a green light for you to proceed to the next chapter. Accreditation Elearn College is a registered Ed-tech company under the UK Register of Learning( Ref No:10062668). After completing a course, you will be able to download the certificate and the transcript of the course from the website. For the learners who require a hard copy of the certificate and transcript, we will post it for them for an additional charge.

Description Homebrewing Diploma Embark on a fascinating journey of beer-making with the Homebrewing Diploma, a comprehensive online course tailor-made for beer enthusiasts and budding brewers alike. This online course will take you through the intricate art and science of brewing, offering an extensive understanding of the process from start to finish. Whether you are an absolute beginner or have some experience in brewing, the Homebrewing Diploma provides a wealth of information that is certain to satiate your thirst for knowledge. Starting with the Art of Homebrewing, this course introduces you to the captivating world of beer creation. Here, you'll learn about the history, evolution, and various brewing traditions that have shaped this craft over the centuries. The approach is interactive and engaging, ensuring a smooth learning curve for students. The Ingredients of Beer module takes a detailed look at the essential components that make up your favourite beverage. From understanding different types of grains, hops, and yeasts to knowing how water quality affects the end product, this part of the course demystifies the building blocks of beer. Learning about Extract Brewing provides a fantastic entry point for those new to the craft. This section teaches you how to create beer using extracts, making the process accessible and enjoyable. From here, the course advances to All-Grain Brewing, which offers insights into the more traditional method of brewing. Here, you'll grasp the skills needed to create beer from scratch, controlling every aspect of the process. The Advanced Brewing Techniques module equips you with the tools and knowledge to experiment and innovate. Here, you will explore various methods and styles that allow you to take your brewing skills to the next level. Yeast Propagation and Management offer crucial insights into the life and role of yeast in brewing. Understanding how to handle yeast correctly is a vital part of creating a delicious brew, and this module ensures you grasp the subtleties of this process. Quality Control in Homebrewing is all about ensuring consistency and excellence in your brews. You'll learn how to spot and address potential issues, ensuring that every batch of beer meets your high standards. The excitement continues with Designing Your Own Recipes. Here, you'll unleash your creativity and discover how to craft unique and personalised brews. You will learn how to balance flavours and develop your signature style. The Going Pro: From Homebrewer to Craft Brewer segment is perfect for those considering turning their passion into a profession. This module offers an invaluable perspective on the transition from hobbyist to professional brewer. Finally, the Homebrewing Diploma acknowledges the importance of the Homebrewing Community. Connecting with fellow enthusiasts, sharing experiences, and building relationships is a rewarding aspect of this craft. In summary, the Homebrewing Diploma is not just a course but a comprehensive guide to the world of beer brewing. It's presented in an engaging and user-friendly online format that's perfect for learning at your own pace. Whether you wish to enjoy homebrewing as a relaxing hobby or see it as a stepping stone to a new career, this course offers a rich and fulfilling experience. Join the Homebrewing Diploma course today and transform your love for beer into an art form. Your brewing adventure awaits! What you will learn 1:The Art of Homebrewing 2:The Ingredients of Beer 3:Extract Brewing  4:All-Grain Brewing 5:Advanced Brewing Techniques 6:Yeast Propagation and Management 7:Quality Control in Homebrewing 8:Designing Your Own Recipes 9:Going Pro: From Homebrewer to Craft Brewer 10:The Homebrewing Community Course Outcomes After completing the course, you will receive a diploma certificate and an academic transcript from Elearn college. Assessment Each unit concludes with a multiple-choice examination. This exercise will help you recall the major aspects covered in the unit and help you ensure that you have not missed anything important in the unit. The results are readily available, which will help you see your mistakes and look at the topic once again. If the result is satisfactory, it is a green light for you to proceed to the next chapter. Accreditation Elearn College is a registered Ed-tech company under the UK Register of Learning( Ref No:10062668). After completing a course, you will be able to download the certificate and the transcript of the course from the website. For the learners who require a hard copy of the certificate and transcript, we will post it for them for an additional charge.

Description Acoustics And Music Technology Diploma Unlock the secrets of sound and technology with the Acoustics And Music Technology Diploma. This online course provides a comprehensive overview of the intricate relationship between acoustics, the science of sound, and the ever-evolving realm of music technology. For enthusiasts and professionals alike, this course promises a deep understanding of the many facets that make up the world of sound and music technology. The Acoustics And Music Technology Diploma begins by exploring the Foundations of Acoustics. Understand the basic principles that govern sound, from its creation to its perception by the human ear. Grasp the fundamental concepts that underpin the entire course, setting a solid foundation for the subsequent modules. From here, the journey continues with the Evolution of Music Technology. Take a step back in time to understand the groundbreaking inventions and innovations that have shaped the music industry. Witness the transformation from early mechanical instruments to the sophisticated digital tools of today. Then, venture into the domain of Microphones and Their Technology. Discover the inner workings of these essential devices, learn how different types cater to various needs, and master the art of selecting the perfect microphone for any given scenario. As you progress, the Acoustics And Music Technology Diploma delves into Acoustic Spaces and Sound Treatment. Unravel the mysteries of how different spaces affect sound. Learn about the techniques and treatments used to enhance or modify these effects, ensuring optimal sound quality in any environment. Your learning doesn't stop there. Understand the science and technology behind Speakers and Headphones. Delve into their design principles, and discern the subtle nuances that differentiate one model from another. The world of Digital Audio Workstations (DAWs) and Software awaits you next. Navigate the digital landscape, understanding the tools and platforms that have revolutionised the music creation process. Master the intricacies of software, and gain hands-on experience with some of the industry's leading DAWs. Sound Synthesis and Sampling is another pivotal topic covered. Explore the vast realm of sound creation, manipulation, and reproduction. Understand the techniques used to replicate real-world sounds or create entirely new sonic landscapes. But what about live music? The Acoustics in Live Sound module equips you with the knowledge to manage and enhance sound in live settings. From concerts to theatre, ensure every audience member receives an unparalleled auditory experience. Dive into the realm of Music and Streaming Technology. In an age where digital streaming dominates, this module equips students with the knowledge to navigate this ever-evolving landscape effectively. Lastly, the Future Trends in Acoustics and Music Technology module offers a glimpse into what the future might hold. Stay ahead of the curve by understanding the emerging technologies and trends set to reshape the industry. In summary, the Acoustics And Music Technology Diploma is not just a course but a journey. A journey that takes students from the very basics of sound to the cutting-edge of music technology. Whether you're a budding musician, a sound engineer, or simply an enthusiast, this online course is tailored to quench your thirst for knowledge. Join now and embark on an auditory adventure like no other. What you will learn 1:Foundations of Acoustics 2:Evolution of Music Technology 3:Microphones and Their Technology 4:Acoustic Spaces and Sound Treatment 5:Speakers and Headphones 6:Digital Audio Workstations (DAWs) and Software 7:Sound Synthesis and Sampling 8:Acoustics in Live Sound 9:Music and Streaming Technology 10:Future Trends in Acoustics and Music Technology Course Outcomes After completing the course, you will receive a diploma certificate and an academic transcript from Elearn college. Assessment Each unit concludes with a multiple-choice examination. This exercise will help you recall the major aspects covered in the unit and help you ensure that you have not missed anything important in the unit. The results are readily available, which will help you see your mistakes and look at the topic once again. If the result is satisfactory, it is a green light for you to proceed to the next chapter. Accreditation Elearn College is a registered Ed-tech company under the UK Register of Learning( Ref No:10062668). After completing a course, you will be able to download the certificate and the transcript of the course from the website. For the learners who require a hard copy of the certificate and transcript, we will post it for them for an additional charge.

24 Hours Left! Don't Let Year-End Deals Slip Away - Enrol Now! Imagine yourself as a master of the internal audit world, able to navigate any challenge with ease and confidence. You're in control, armed with the latest knowledge and techniques, to stay ahead of the curve. With the help of this Internal Audit Skills bundle, it can be possible. The heart of this bundle is the Internal Audit Skills course, endorsed by the prestigious QLS, which will equip you with the foundational knowledge necessary to excel in this dynamic field. And as a special bonus, you'll receive a QLS hardcopy certificate free of charge upon completion of this course, a valuable credential recognised worldwide. But that's not all. You'll also gain advanced insights and expertise with courses such as Corporate Risk and Crisis Management, Financial Analysis for Finance Reports, and GDPR. These courses are all CPD-QS accredited, meaning they're recognised by employers as an industry benchmark for continuing professional development. With a total of 11 courses to choose from, you'll be able to tailor your learning to suit your specific interests and career goals. Whether you're a seasoned professional looking to enhance your skills or a newcomer to the field, the Internal Audit Skills bundle is the ultimate resource for anyone looking to succeed in the world of internal auditing and compliance. Enrol right now! This Internal Audit Skills Bundle Package includes: Course 01: Diploma in Internal Audit Skills at QLS Level 5 10 Premium Additional CPD QS Accredited Courses - Course 01: Internal Compliance Auditor Course 02: Corporate Risk And Crisis Management Course 03: HR Audit Advanced Certificate Course 04: Financial Investigator Course 05: Financial Analysis for Finance Reports Course 06: Finance: Financial Risk Management Course 07: Anti Money Laundering and Fraud Management Course 08: Diploma in Financial statement Analysis Course 09: Tax Accounting Course 10: GDPR Why Prefer This Internal Audit Skills Bundle? You will receive a completely free certificate from the Quality Licence Scheme Option to purchase 10 additional certificates accredited by CPD Get a free Student ID Card - (£10 postal charges will be applicable for international delivery) Free assessments and immediate success results 24/7 Tutor Support After taking this Internal Audit Skills bundle courses, you will be able to learn: Develop a comprehensive understanding of internal audit and compliance Enhance your skills in risk management, crisis management, and financial analysis Gain advanced knowledge in GDPR and anti-money laundering practices Acquire a broad knowledge base in tax accounting, financial statement analysis, and financial risk management Develop an understanding of HR audit practices Gain a QLS hardcopy certificate and CPD-QS accredited credentials Expand your professional network and increase your employability in the field ***Curriculum breakdown of Internal Audit Skills*** Module 01: Auditing as a Form of Assurance Module 02: Internal Audit Procedures Module 03: Technology-based Internal Audit Module 04: Internal Control and Control Risk Module 05: Audit Interviews Module 06: Reporting Audit Outcome Module 07: UK Internal Audit Standards Module 08: Career as an Auditor How is the Internal Audit Skills Bundle 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. Our expert trainers will assess your assignment and give you feedback after you submit the assignment. You will be entitled to claim a certificate endorsed by the Quality Licence Scheme after you successfully pass the exams. CPD 250 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This bundle is ideal for: Professionals seeking to advance their careers in internal audit and compliance Individuals seeking to gain knowledge in the latest techniques and tools in the industry Newcomers to the field looking to establish a foundation in internal audit and compliance Individuals seeking to enhance their skills in risk management, crisis management, and financial analysis Career path This bundle will help you to develop your knowledge and skills to pursue different careers, such as: Internal Auditor: £24,000 - £65,000 Compliance Manager: £26,000 - £85,000 Risk Manager: £28,000 - £90,000 Financial Analyst: £22,000 - £63,000 HR Auditor: £28,000 - £70,000 Tax Accountant: £24,000 - £73,000 Certificates CPD QS Accredited Certificate Digital certificate - Included Upon successfully completing the Bundle, you will need to place an order to receive a PDF Certificate for each course within the bundle. These certificates serve as proof of your newly acquired skills, accredited by CPD QS. Also, the certificates are recognised throughout the UK and internationally. CPD QS Accredited Certificate Hard copy certificate - Included International students are subject to a £10 delivery fee for their orders, based on their location. Diploma in Internal Audit Skills at QLS Level 5 Hard copy certificate - Included

Overview   With the ever-increasing demand for COSHH in personal & professional settings, this online training aims at educating, nurturing, and upskilling individuals to stay ahead of the curve - whatever their level of expertise in COSHH may be.   Learning about COSHH or keeping up to date on it can be confusing at times, and maybe even daunting! But that's not the case with this course from Compete High. We understand the different requirements coming with a wide variety of demographics looking to get skilled in COSHH. That's why we've developed this online training in a way that caters to learners with different goals in mind. The course materials are prepared with consultation from the experts of this field and all the information on COSHH is kept up to date on a regular basis so that learners don't get left behind on the current trends/updates.   The self-paced online learning methodology by Compete High in this COSHH Training course helps you learn whenever or however you wish, keeping in mind the busy schedule or possible inconveniences that come with physical classes. The easy-to-grasp, bite-sized lessons are proven to be most effective in memorising and learning the lessons by heart. On top of that, you have the opportunity to receive a certificate after successfully completing the course!   Instead of searching for hours, enrol right away on this COSHH Training course from Compete High and accelerate your career in the right path with expert-outlined lessons and a guarantee of success in the long run.   Who is this course for?   While we refrain from discouraging anyone wanting to do this COSHH Training course or impose any sort of restrictions on doing this online training, people meeting any of the following criteria will benefit the most from it: Anyone looking for the basics of COSHH, Jobseekers in the relevant domains, Anyone with a ground knowledge/intermediate expertise in COSHH, Anyone looking for a certificate of completion on doing an online training on this topic, Students of COSHH, or anyone with an academic knowledge gap to bridge, Anyone with a general interest/curiosity   Career Path   This COSHH Training course smoothens the way up your career ladder with all the relevant information, skills, and online certificate of achievements. After successfully completing the course, you can expect to move one significant step closer to achieving your professional goals - whether it's securing that job you desire, getting the promotion you deserve, or setting up that business of your dreams.    Course Curriculum Module 01 COSHH Awareness COSHH Awareness 00:00 Module 02 COSHH Risk Assessments COSHH Risk Assessments 00:00 Module 03 Recording for COSHH Recording for COSHH 00:00

Web API use has increased exponentially in the programming world. This course will provide significant knowledge of implementing Minimal API for your next RESTful API-related project. You will be certain to use the building concepts with ease by following a step-by-step approach. Gain the confidence to instantly create a new Minimal API project with ease.

A Practical Introduction to Change Management for Project Managers and Change Leaders

Unlock the potential of solar and thermal energy with our comprehensive course! Dive into the fundamentals of solar PV and thermal systems, master the design and installation process, explore energy storage and grid integration, and stay ahead with emerging solar technologies. Join us to gain the skills needed to contribute to a sustainable energy future.

Level 3 - Three QLS Endorsed Diploma | QLS Hard Copy Certificate Included | Plus 10 CPD Courses | Lifetime Access

The 'Complete Python Machine Learning & Data Science Fundamentals' course covers the foundational concepts of machine learning, data science, and Python programming. It includes hands-on exercises, data visualization, algorithm evaluation techniques, feature selection, and performance improvement using ensembles and parameter tuning. Learning Outcomes: Understand the fundamental concepts and types of machine learning, data science, and Python programming. Learn to prepare the system and environment for data analysis and machine learning tasks. Master the basics of Python, NumPy, Matplotlib, and Pandas for data manipulation and visualization. Gain insights into dataset summary statistics, data visualization techniques, and data preprocessing. Explore feature selection methods and evaluation metrics for classification and regression algorithms. Compare and select the best machine learning model using pipelines and ensembles. Learn to export, save, load machine learning models, and finalize the chosen models for real-time predictions. Why buy this Complete Python Machine Learning & Data Science Fundamentals? Unlimited access to the course for forever Digital Certificate, Transcript, student ID all included in the price Absolutely no hidden fees Directly receive CPD accredited qualifications after course completion Receive one to one assistance on every weekday from professionals Immediately receive the PDF certificate after passing Receive the original copies of your certificate and transcript on the next working day Easily learn the skills and knowledge from the comfort of your home Certification After studying the course materials of the Complete Python Machine Learning & Data Science Fundamentals there will be a written assignment test which you can take either during or at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this course for? This Complete Python Machine Learning & Data Science Fundamentals course is ideal for Students Recent graduates Job Seekers Anyone interested in this topic People already working in the relevant fields and want to polish their knowledge and skill. Prerequisites This Complete Python Machine Learning & Data Science Fundamentals does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Complete Python Machine Learning & Data Science Fundamentals was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Career path As this course comes with multiple courses included as bonus, you will be able to pursue multiple occupations. This Complete Python Machine Learning & Data Science Fundamentals is a great way for you to gain multiple skills from the comfort of your home. Course Curriculum Course Overview & Table of Contents Course Overview & Table of Contents 00:09:00 Introduction to Machine Learning - Part 1 - Concepts , Definitions and Types Introduction to Machine Learning - Part 1 - Concepts , Definitions and Types 00:05:00 Introduction to Machine Learning - Part 2 - Classifications and Applications Introduction to Machine Learning - Part 2 - Classifications and Applications 00:06:00 System and Environment preparation - Part 1 System and Environment preparation - Part 1 00:08:00 System and Environment preparation - Part 2 System and Environment preparation - Part 2 00:06:00 Learn Basics of python - Assignment Learn Basics of python - Assignment 1 00:10:00 Learn Basics of python - Assignment Learn Basics of python - Assignment 2 00:09:00 Learn Basics of python - Functions Learn Basics of python - Functions 00:04:00 Learn Basics of python - Data Structures Learn Basics of python - Data Structures 00:12:00 Learn Basics of NumPy - NumPy Array Learn Basics of NumPy - NumPy Array 00:06:00 Learn Basics of NumPy - NumPy Data Learn Basics of NumPy - NumPy Data 00:08:00 Learn Basics of NumPy - NumPy Arithmetic Learn Basics of NumPy - NumPy Arithmetic 00:04:00 Learn Basics of Matplotlib Learn Basics of Matplotlib 00:07:00 Learn Basics of Pandas - Part 1 Learn Basics of Pandas - Part 1 00:06:00 Learn Basics of Pandas - Part 2 Learn Basics of Pandas - Part 2 00:07:00 Understanding the CSV data file Understanding the CSV data file 00:09:00 Load and Read CSV data file using Python Standard Library Understanding the CSV data file 00:09:00 Load and Read CSV data file using NumPy Load and Read CSV data file using Python Standard Library 00:09:00 Load and Read CSV data file using Pandas Load and Read CSV data file using Pandas 00:05:00 Dataset Summary - Peek, Dimensions and Data Types Dataset Summary - Peek, Dimensions and Data Types 00:09:00 Dataset Summary - Class Distribution and Data Summary Dataset Summary - Class Distribution and Data Summary 00:09:00 Dataset Summary - Explaining Correlation Dataset Summary - Explaining Correlation 00:11:00 Dataset Summary - Explaining Skewness - Gaussian and Normal Curve Dataset Summary - Explaining Skewness - Gaussian and Normal Curve 00:07:00 Dataset Visualization - Using Histograms Dataset Visualization - Using Histograms 00:07:00 Dataset Visualization - Using Density Plots Dataset Visualization - Using Density Plots 00:06:00 Dataset Visualization - Box and Whisker Plots Dataset Visualization - Box and Whisker Plots 00:05:00 Multivariate Dataset Visualization - Correlation Plots Multivariate Dataset Visualization - Correlation Plots 00:08:00 Multivariate Dataset Visualization - Scatter Plots Multivariate Dataset Visualization - Scatter Plots 00:05:00 Data Preparation (Pre-Processing) - Introduction Data Preparation (Pre-Processing) - Introduction 00:09:00 Data Preparation - Re-scaling Data - Part 1 Data Preparation - Re-scaling Data - Part 1 00:09:00 Data Preparation - Re-scaling Data - Part 2 Data Preparation - Re-scaling Data - Part 2 00:09:00 Data Preparation - Standardizing Data - Part 1 Data Preparation - Standardizing Data - Part 1 00:07:00 Data Preparation - Standardizing Data - Part 2 Data Preparation - Standardizing Data - Part 2 00:04:00 Data Preparation - Normalizing Data Data Preparation - Normalizing Data 00:08:00 Data Preparation - Binarizing Data Data Preparation - Binarizing Data 00:06:00 Feature Selection - Introduction Feature Selection - Introduction 00:07:00 Feature Selection - Uni-variate Part 1 - Chi-Squared Test Feature Selection - Uni-variate Part 1 - Chi-Squared Test 00:09:00 Feature Selection - Uni-variate Part 2 - Chi-Squared Test Feature Selection - Uni-variate Part 2 - Chi-Squared Test 00:10:00 Feature Selection - Recursive Feature Elimination Feature Selection - Recursive Feature Elimination 00:11:00 Feature Selection - Principal Component Analysis (PCA) Feature Selection - Principal Component Analysis (PCA) 00:09:00 Feature Selection - Feature Importance Feature Selection - Feature Importance 00:07:00 Refresher Session - The Mechanism of Re-sampling, Training and Testing Refresher Session - The Mechanism of Re-sampling, Training and Testing 00:12:00 Algorithm Evaluation Techniques - Introduction Algorithm Evaluation Techniques - Introduction 00:07:00 Algorithm Evaluation Techniques - Train and Test Set Algorithm Evaluation Techniques - Train and Test Set 00:11:00 Algorithm Evaluation Techniques - K-Fold Cross Validation Algorithm Evaluation Techniques - K-Fold Cross Validation 00:09:00 Algorithm Evaluation Techniques - Leave One Out Cross Validation Algorithm Evaluation Techniques - Leave One Out Cross Validation 00:05:00 Algorithm Evaluation Techniques - Repeated Random Test-Train Splits Algorithm Evaluation Techniques - Repeated Random Test-Train Splits 00:07:00 Algorithm Evaluation Metrics - Introduction Algorithm Evaluation Metrics - Introduction 00:09:00 Algorithm Evaluation Metrics - Classification Accuracy Algorithm Evaluation Metrics - Classification Accuracy 00:08:00 Algorithm Evaluation Metrics - Log Loss Algorithm Evaluation Metrics - Log Loss 00:03:00 Algorithm Evaluation Metrics - Area Under ROC Curve Algorithm Evaluation Metrics - Area Under ROC Curve 00:06:00 Algorithm Evaluation Metrics - Confusion Matrix Algorithm Evaluation Metrics - Confusion Matrix 00:10:00 Algorithm Evaluation Metrics - Classification Report Algorithm Evaluation Metrics - Classification Report 00:04:00 Algorithm Evaluation Metrics - Mean Absolute Error - Dataset Introduction Algorithm Evaluation Metrics - Mean Absolute Error - Dataset Introduction 00:06:00 Algorithm Evaluation Metrics - Mean Absolute Error Algorithm Evaluation Metrics - Mean Absolute Error 00:07:00 Algorithm Evaluation Metrics - Mean Square Error Algorithm Evaluation Metrics - Mean Square Error 00:03:00 Algorithm Evaluation Metrics - R Squared Algorithm Evaluation Metrics - R Squared 00:04:00 Classification Algorithm Spot Check - Logistic Regression Classification Algorithm Spot Check - Logistic Regression 00:12:00 Classification Algorithm Spot Check - Linear Discriminant Analysis Classification Algorithm Spot Check - Linear Discriminant Analysis 00:04:00 Classification Algorithm Spot Check - K-Nearest Neighbors Classification Algorithm Spot Check - K-Nearest Neighbors 00:05:00 Classification Algorithm Spot Check - Naive Bayes Classification Algorithm Spot Check - Naive Bayes 00:04:00 Classification Algorithm Spot Check - CART Classification Algorithm Spot Check - CART 00:04:00 Classification Algorithm Spot Check - Support Vector Machines Classification Algorithm Spot Check - Support Vector Machines 00:05:00 Regression Algorithm Spot Check - Linear Regression Regression Algorithm Spot Check - Linear Regression 00:08:00 Regression Algorithm Spot Check - Ridge Regression Regression Algorithm Spot Check - Ridge Regression 00:03:00 Regression Algorithm Spot Check - Lasso Linear Regression Regression Algorithm Spot Check - Lasso Linear Regression 00:03:00 Regression Algorithm Spot Check - Elastic Net Regression Regression Algorithm Spot Check - Elastic Net Regression 00:02:00 Regression Algorithm Spot Check - K-Nearest Neighbors Regression Algorithm Spot Check - K-Nearest Neighbors 00:06:00 Regression Algorithm Spot Check - CART Regression Algorithm Spot Check - CART 00:04:00 Regression Algorithm Spot Check - Support Vector Machines (SVM) Regression Algorithm Spot Check - Support Vector Machines (SVM) 00:04:00 Compare Algorithms - Part 1 : Choosing the best Machine Learning Model Compare Algorithms - Part 1 : Choosing the best Machine Learning Model 00:09:00 Compare Algorithms - Part 2 : Choosing the best Machine Learning Model Compare Algorithms - Part 2 : Choosing the best Machine Learning Model 00:05:00 Pipelines : Data Preparation and Data Modelling Pipelines : Data Preparation and Data Modelling 00:11:00 Pipelines : Feature Selection and Data Modelling Pipelines : Feature Selection and Data Modelling 00:10:00 Performance Improvement: Ensembles - Voting Performance Improvement: Ensembles - Voting 00:07:00 Performance Improvement: Ensembles - Bagging Performance Improvement: Ensembles - Bagging 00:08:00 Performance Improvement: Ensembles - Boosting Performance Improvement: Ensembles - Boosting 00:05:00 Performance Improvement: Parameter Tuning using Grid Search Performance Improvement: Parameter Tuning using Grid Search 00:08:00 Performance Improvement: Parameter Tuning using Random Search Performance Improvement: Parameter Tuning using Random Search 00:06:00 Export, Save and Load Machine Learning Models : Pickle Export, Save and Load Machine Learning Models : Pickle 00:10:00 Export, Save and Load Machine Learning Models : Joblib Export, Save and Load Machine Learning Models : Joblib 00:06:00 Finalizing a Model - Introduction and Steps Finalizing a Model - Introduction and Steps 00:07:00 Finalizing a Classification Model - The Pima Indian Diabetes Dataset Finalizing a Classification Model - The Pima Indian Diabetes Dataset 00:07:00 Quick Session: Imbalanced Data Set - Issue Overview and Steps Quick Session: Imbalanced Data Set - Issue Overview and Steps 00:09:00 Iris Dataset : Finalizing Multi-Class Dataset Iris Dataset : Finalizing Multi-Class Dataset 00:09:00 Finalizing a Regression Model - The Boston Housing Price Dataset Finalizing a Regression Model - The Boston Housing Price Dataset 00:08:00 Real-time Predictions: Using the Pima Indian Diabetes Classification Model Real-time Predictions: Using the Pima Indian Diabetes Classification Model 00:07:00 Real-time Predictions: Using Iris Flowers Multi-Class Classification Dataset Real-time Predictions: Using Iris Flowers Multi-Class Classification Dataset 00:03:00 Real-time Predictions: Using the Boston Housing Regression Model Real-time Predictions: Using the Boston Housing Regression Model 00:08:00 Resources Resources - Python Machine Learning & Data Science Fundamentals 00:00:00