253 Courses in Nottingham delivered On Demand

Welcome to the captivating world of landscape photography, where every click captures the beauty of nature in its purest form. Our Landscape Photography Training Course is your gateway to unlocking the secrets of breathtaking landscapes, from sunrise to sunset. Immerse yourself in the art of photography as we guide you through the essentials, from gear selection to post-processing magic. In this course, you will embark on a visual journey, learning the intricacies of composition, panorama shooting, and the use of polarizer filters. Our expert instructors, Phil, Sam, and Will, will take you through the entire process, from capturing the perfect shot to refining it in Adobe Lightroom. By the end, you'll have the skills to create stunning HDR photos and panoramic masterpieces that will leave viewers in awe. Whether you're a budding photographer or simply a nature enthusiast, this course is designed to elevate your skills and immerse you in the world of landscape photography like never before. Learning Outcomes Master the essential gear for landscape photography. Plan and execute photography trips with precision. Understand the art of composition and landscape basics. Learn advanced techniques like shooting panoramas and using polarizer filters. Perfect your post-processing skills in Adobe Lightroom and Photoshop. Why choose this Landscape Photography Training Course? Unlimited access to the course for a lifetime. Opportunity to earn a certificate accredited by the CPD Quality Standards and CIQ after completing this course. Structured lesson planning in line with industry standards. Immerse yourself in innovative and captivating course materials and activities. Assessments designed to evaluate advanced cognitive abilities and skill proficiency. Flexibility to complete the Course at your own pace, on your own schedule. Receive full tutor support throughout the week, from Monday to Friday, to enhance your learning experience. Unlock career resources for CV improvement, interview readiness, and job success. Who is this Landscape Photography Training Course for? Photography enthusiasts eager to capture the beauty of landscapes. Beginners looking to delve into the world of professional photography. Nature lovers who want to preserve the majesty of the outdoors through photography. Anyone seeking to enhance their photography skills with expert guidance. Individuals passionate about creating stunning landscape photographs. Career path Landscape Photographer: £20,000 - £60,000 Freelance Photographer: £18,000 - £50,000 Photography Instructor: £25,000 - £60,000 Travel Photographer: £20,000 - £55,000 Photo Editor: £22,000 - £50,000 Photography Blogger/Influencer: Earnings vary widely based on followers and endorsements Prerequisites This Landscape Photography Training Course does not require you to have any prior qualifications or experience. You can just enrol and start learning. This course 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. Certification After studying the course materials, there will be a written assignment test which you can take at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £4.99 Original Hard Copy certificates need to be ordered at an additional cost of £8. Course Curriculum Module: 01 Introduction 00:01:00 Gear for Landscape Photography 00:04:00 Module: 02 Planning Your Trip with Will 00:02:00 Our Gear - What's in Our Bag 00:05:00 Shooting at Sunrise 00:09:00 Landscape Basics & Composition 00:06:00 Camera Setting Refresher with Phil 00:08:00 Phil & Sam Go Over the Basics 00:09:00 Module: 03 How to shoot Panoramas 00:05:00 Wide vs. Telephoto Photographs 00:04:00 Using a Polarizer Filter 00:03:00 Sunset Photography 00:05:00 Module: 04 Intro to Editing 00:02:00 Adobe Lightroom Crash Course 00:14:00 Our Basic Landscape Editing Process 00:11:00 Quickly Straighten Horizons 00:01:00 Remove Unwanted Objects in Lightroom 00:02:00 Module: 05 Using Graduated Filters 00:06:00 Phil Edits a Landscape Photo 00:17:00 Sam's Editing Workflow 00:11:00 WiIII's Editing Process 00:19:00 All Three Edit the Same Photo 00:23:00 Sam Edits a Sunrise Photo 00:09:00 How to Create an HDR Photo in Lightroom 00:02:00 Stitch Together a Panorama in Lightroom 00:06:00 Stitch Together a Panorama in Photoshop 00:03:00 Exporting a Photo for Web or Print 00:10:00 Conclusion 00:01:00

Register on the Pregnancy Care today and build the experience, skills and knowledge you need to enhance your professional development and work towards your dream job. Study this course through online learning and take the first steps towards a long-term career. The course consists of a number of easy to digest, in-depth modules, designed to provide you with a detailed, expert level of knowledge. Learn through a mixture of instructional video lessons and online study materials. Receive online tutor support as you study the course, to ensure you are supported every step of the way. Get a digital certificate as proof of your course completion. The Child Protection Annual Refresher Course is incredibly great value and allows you to study at your own pace. Access the course modules from any internet-enabled device, including computers, tablet, and smartphones. The course is designed to increase your employability and equip you with everything you need to be a success. Enrol on the now and start learning instantly! What You Get With The Pregnancy Care Receive a e-certificate upon successful completion of the course Get taught by experienced, professional instructors Study at a time and pace that suits your learning style Get instant feedback on assessments 24/7 help and advice via email or live chat Get full tutor support on weekdays (Monday to Friday) Course Design The course is delivered through our online learning platform, accessible through any internet-connected device. There are no formal deadlines or teaching schedules, meaning you are free to study the course at your own pace. You are taught through a combination of Online study material Certification Upon successful completion of the course, you will be able to obtain your course completion e-certificate free of cost. Print copy by post is also available at an additional cost of £9.99 and PDF Certificate at £4.99. Who Is This Course For: The course is ideal for those who already work in this sector or are an aspiring professional. This course is designed to enhance your expertise and boost your CV. Learn key skills and gain a professional qualification to prove your newly-acquired knowledge. Requirements: The online training is open to all students and has no formal entry requirements. To study the Pregnancy Care, all your need is a passion for learning, a good understanding of English, numeracy, and IT skills. You must also be over the age of 16. Course Content Module 01: A Woman's Body in Pregnancy A Woman's Body in Pregnancy 00:20:00 Module 02: Prenatal Development Prenatal Development 00:14:00 Module 03: Nutrition During Pregnancy Nutrition During Pregnancy 00:20:00 Module 04: Things that Affect Pregnancy Things that Affect Pregnancy 00:14:00 Module 05: Preparing a Birth Plan Preparing a Birth Plan 00:12:00 Module 06: Labour and Delivery Labour and Delivery 00:22:00 Module 07: Postnatal Care for Mother and Baby Postnatal Care for Mother and Baby 00:18:00 Module 08: Postnatal Care (Breastfeeding) Postnatal Care (Breastfeeding) 00:16:00 Module 09: Mental Health and Fitness (During and After Pregnancy) Mental Health and Fitness (During and After Pregnancy) 00:20:00 Module 10: Common Complications of Pregnancy Common Complications of Pregnancy 00:16:00 Frequently Asked Questions Are there any prerequisites for taking the course? There are no specific prerequisites for this course, nor are there any formal entry requirements. All you need is an internet connection, a good understanding of English and a passion for learning for this course. Can I access the course at any time, or is there a set schedule? You have the flexibility to access the course at any time that suits your schedule. Our courses are self-paced, allowing you to study at your own pace and convenience. How long will I have access to the course? For this course, you will have access to the course materials for 1 year only. This means you can review the content as often as you like within the year, even after you've completed the course. However, if you buy Lifetime Access for the course, you will be able to access the course for a lifetime. Is there a certificate of completion provided after completing the course? Yes, upon successfully completing the course, you will receive a certificate of completion. This certificate can be a valuable addition to your professional portfolio and can be shared on your various social networks. Can I switch courses or get a refund if I'm not satisfied with the course? We want you to have a positive learning experience. If you're not satisfied with the course, you can request a course transfer or refund within 14 days of the initial purchase. How do I track my progress in the course? Our platform provides tracking tools and progress indicators for each course. You can monitor your progress, completed lessons, and assessments through your learner dashboard for the course. What if I have technical issues or difficulties with the course? If you encounter technical issues or content-related difficulties with the course, our support team is available to assist you. You can reach out to them for prompt resolution.

This course will show you how to create simple, intermediate, and advanced REST APIs for authentication, deployment, caching, and much more. You will also cover essential technologies such as Flask and popular extensions such as Flask-Smorest, Flask-JWT-Extended, and Flask-SQLAlchemy; we will dive right into developing complete, solid, production-ready REST APIs.

Level 3 Diploma in Landscape Photography is one of our best selling and most popular course. This course is suitable for anyone aspiring to or already working in Photography and looks at skills needed to improve Photography. By taking this course you will gain the necessary skills to perform effectively in this field. The Level 3 Diploma in Landscape Photography is organised into 5 modules and includes everything you need to become successful in this profession. To make this course more accessible for you, we have designed it for both part-time and full-time students. You can study at your own pace or become an expert in just 3 hours! If you require support, our experienced tutors are always available to help you throughout the comprehensive syllabus of this course and answer all your queries through email. Why choose this course Earn an e-certificate upon successful completion. Accessible, informative modules taught by expert instructors Study in your own time, at your own pace, through your computer tablet or mobile device Benefit from instant feedback through mock exams and multiple-choice assessments Get 24/7 help or advice from our email and live chat teams Full Tutor Support on Weekdays Course Design The course is delivered through our online learning platform, accessible through any internet-connected device. There are no formal deadlines or teaching schedules, meaning you are free to study the course at your own pace. You are taught through a combination of Video lessons Online study materials Mock exams Multiple-choice assessment Certification After the successful completion of the final assessment, you will receive a CPD-accredited certificate of achievement. The PDF certificate is for £9.99, and it will be sent to you immediately after through e-mail. You can get the hard copy for £15.99, which will reach your doorsteps by post.   Course Content Module: 01 Promo Video 00:02:00 Introduction 00:01:00 Gear for Landscape Photography 00:04:00 Module: 02 Planning Your Trip with Will 00:02:00 Our Gear - What's in Our Bag 00:05:00 Shooting at Sunrise 00:09:00 Landscape Basics & Composition 00:06:00 Camera Setting Refresher with Phil 00:08:00 Phil & Sam Go Over the Basics 00:09:00 Module: 03 How to shoot Panoramas 00:05:00 Wide vs. Telephoto Photographs 00:04:00 Using a Polarizer Filter 00:03:00 Sunset Photography 00:05:00 Module: 04 Intro to Editing 00:02:00 Adobe Lightroom Crash Course 00:14:00 Our Basic Landscape Editing Process 00:11:00 Quickly Straighten Horizons 00:01:00 Remove Unwanted Objects in Lightroom 00:02:00 Module: 05 Phil Edits a Landscape Photo 00:17:00 Sam's Editing Workflow 00:11:00 WiIII's Editing Process 00:19:00 All Three Edit the Same Photo 00:23:00 Sam Edits a Sunrise Photo 00:09:00 How to Create an HDR Photo in Lightroom 00:02:00 Stitch Together a Panorama in Lightroom 00:06:00 Stitch Together a Panorama in Photoshop 00:03:00 Exporting a Photo for Web or Print 00:10:00 Conclusion 00:01:00 Order your Certificates & Transcripts Order your Certificates & Transcripts 00:00:00 Frequently Asked Questions Are there any prerequisites for taking the course? There are no specific prerequisites for this course, nor are there any formal entry requirements. All you need is an internet connection, a good understanding of English and a passion for learning for this course. Can I access the course at any time, or is there a set schedule? You have the flexibility to access the course at any time that suits your schedule. Our courses are self-paced, allowing you to study at your own pace and convenience. How long will I have access to the course? For this course, you will have access to the course materials for 1 year only. This means you can review the content as often as you like within the year, even after you've completed the course. However, if you buy Lifetime Access for the course, you will be able to access the course for a lifetime. Is there a certificate of completion provided after completing the course? Yes, upon successfully completing the course, you will receive a certificate of completion. This certificate can be a valuable addition to your professional portfolio and can be shared on your various social networks. Can I switch courses or get a refund if I'm not satisfied with the course? We want you to have a positive learning experience. If you're not satisfied with the course, you can request a course transfer or refund within 14 days of the initial purchase. How do I track my progress in the course? Our platform provides tracking tools and progress indicators for each course. You can monitor your progress, completed lessons, and assessments through your learner dashboard for the course. What if I have technical issues or difficulties with the course? If you encounter technical issues or content-related difficulties with the course, our support team is available to assist you. You can reach out to them for prompt resolution.

Have you ever felt overwhelmed or stressed when faced with everyday mathematical challenges? Whether it's working out your monthly budget, understanding taxes, or planning a home renovation, the importance of functional maths skills cannot be overstated. Our Functional Skills Maths course is here to empower you with the essential knowledge and tools to overcome these obstacles and excel in all aspects of daily life. By enrolling in our carefully crafted course, you will gain the confidence to tackle real-world mathematical problems head-on. From mastering fractions, decimals, and percentages to navigating the complexities of ratios and proportions, our curriculum offers a comprehensive approach to functional maths. Develop your skills in areas such as money management, unit conversions, and 2-D and 3-D shape calculations, all while discovering the fascinating world of statistics and probability. Not only will you be equipped to handle everyday mathematical situations, but your newfound expertise will also open doors to a variety of career opportunities. Employers across numerous industries value strong numeracy skills, and our course can serve as a stepping stone to roles in retail management, financial administration, construction estimation, bookkeeping, and more. So why wait? Enrol in our Functional Skills Maths course and start unlocking your true potential. Experience the satisfaction and sense of accomplishment that comes with mastering essential mathematical skills, and watch as new opportunities unfold before your eyes. Invest in your future and gain the confidence to excel in all aspects of your daily life. This Advanced Diploma in Functional Skills Maths at QLS Level 2 course is endorsed by The Quality Licence Scheme and accredited by CPDQS (with 60 CPD points) to make your skill development & career progression more accessible than ever! Learning Outcomes: Develop numeracy skills through reading, writing, and comparing numbers. Apply substitution techniques to solve formulas in various contexts. Master fractions, decimals, and percentages and understand their interrelations. Gain proficiency in calculating ratio, proportion, profit, and loss. Acquire knowledge of simple and compound interest, discounts, taxes, and money concepts. Confidently convert between metric and imperial units and work with compound measures. Calculate perimeters, areas, volumes, and surface areas of 2-D and 3-D shapes. Interpret and analyse statistical data and calculate probabilities. Why Prefer This Functional Skills Maths (Updated 2023) Course? Opportunity to earn certificate a certificate endorsed by the Quality Licence Scheme & another accredited by CPD QS after completing the Functional Skills Maths (Updated 2023) course 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**** Here is the curriculum breakdown of this Functional Skills Maths (Updated 2023) Section 01: Introduction Section 02: Read, Write, Compare and Order Numbers of any size Section 03: Substitution in Given Formula Section 04: Fractions Section 05: Decimal Numbers Section 06: Percentages Section 07: Equivalence between fractions, decimals and percentages Section 08: Ratio and Proportion Section 09: Profit & Loss Section 10: Discounts and Taxes Section 11: Simple Interest and Compound Interest Section 12: Money Section 13: Convert between metric and imperial units Section 14: Compound Measures including speed, density & rates of pay Section 15: Perimeters and Areas of 2-D shapes Section 16: Volumes and Surface Areas of 3-D shapes Section 17: Scale Drawings Section 18: Statistics Section 19: Probability Section 20 Bonus Section (Time Topic 11 Video Lectures) 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. After passing the Advanced Diploma in Functional Skills Maths at QLS Level 2 course exam, you will be able to request a certificate at an additional cost that has been endorsed by the Quality Licence Scheme. CPD 60 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This course is designed for individuals seeking to improve their functional maths skills for personal, educational, or professional purposes. By focusing on practical applications of maths, learners will gain a solid foundation in numeracy and problem-solving. The course is suitable for individuals who may be returning to education, preparing for exams, or looking to enhance their skills for the workplace. It is ideal for those who need a refresher in maths or are aiming to develop confidence in working with numbers. Career path Retail Manager - £22-35k/year Financial Administrator - £18-30k/year Construction Estimator - £25-50k/year Bookkeeper - £18-30k/year Teaching Assistant - £14-20k/year Certificates Certificate of completion Digital certificate - £10 Advanced Diploma in Functional Skills Maths at QLS Level 2 Hard copy certificate - £79 Show off Your New Skills with a Certificate of Completion After successfully completing the Advanced Diploma in Functional Skills Maths at QLS Level 2, 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 - £79 inside the UK £10 (including postal fees) for International Delivery Certificate Accredited by CPDQS £29 for Printed Hard Copy Certificate inside the UK £39 for Printed Hard Copy Certificate outside the UK (International Delivery)

Early Years Foundation Stage Course Overview This early years foundation stage course is accredited by the CPD UK. CPD is globally recognised by employers, professional organisations and academic intuitions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. CPD certified certificates are accepted by thousands of professional bodies and government regulators here in the UK and around the world. The Early Years Foundation Stage, commonly referred to as the EYFS is a framework that all Early Years providers, including childminders, must follow. This early years foundation stage course aims to provide a gentle introduction to the expectations of the Early Years Foundation Stage and it can also act as a refresher for those wanting to update their knowledge. It will introduce you to some of the key documents and legislation that relate to Early Years providers, the process for registering with Ofsted and the various policies and procedures that need to be in place. It also covers learning and development requirements, how to observe and assess the progress of children in your care and the safeguarding and welfare requirements laid out in the EYFS Framework. Who should take this course? This comprehensive early years foundation stage course is suitable for anyone looking to improve their job prospects or aspiring to accelerate their career in this sector and want to gain in-depth knowledge of early years foundation stage. This early years foundation stage course is felicitous for those, who want to be the best in their jobs. Whether you are completely new to the field or are an aspiring professional, the early years foundation stage course will help open doors to a wide range of professions within your chosen field, helping you to stand out to employers with up-to-date skills that can be used to enhance your CV. Entry Requirement There are no academic entry requirements for this early years foundation stage course, and it is open to students of all academic backgrounds. Course Curriculum Module 1: Introduction to EYFS Module 2: Observations & Assessment Module 3: Safeguarding and Welfare Requirements Module 4: Ofsted Recognised Accreditation CPD Certification Service This course is accredited by continuing professional development (CPD). CPD UK is globally recognised by employers, professional organisations, and academic institutions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. CPD certificates are accepted by thousands of professional bodies and government regulators here in the UK and around the world. Many organisations look for employees with CPD requirements, which means, that by doing this course, you would be a potential candidate in your respective field. Quality Licence Scheme Endorsed The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. It will give you a competitive advantage in your career, making you stand out from all other applicants and employees.     Certificate of Achievement Endorsed Certificate from Quality Licence Scheme After successfully passing the MCQ exam you will be eligible to order the Endorsed Certificate by Quality Licence Scheme. The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. It will give you a competitive advantage in your career, making you stand out from all other applicants and employees. There is a Quality Licence Scheme endorsement fee to obtain an endorsed certificate which is £65. Certificate of Achievement from Lead Academy After successfully passing the MCQ exam you will be eligible to order your certificate of achievement as proof of your new skill. The certificate of achievement is an official credential that confirms that you successfully finished a course with Lead Academy. Certificate can be obtained in PDF version at a cost of £12, and there is an additional fee to obtain a printed copy certificate which is £35.   FAQs Is CPD a recognised qualification in the UK? CPD is globally recognised by employers, professional organisations and academic intuitions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. CPD-certified certificates are accepted by thousands of professional bodies and government regulators here in the UK and around the world. Are QLS courses recognised? Although QLS courses are not subject to Ofqual regulation, they must adhere to an extremely high level that is set and regulated independently across the globe. A course that has been approved by the Quality Licence Scheme simply indicates that it has been examined and evaluated in terms of quality and fulfils the predetermined quality standards. When will I receive my certificate? For CPD accredited PDF certificate it will take 24 hours, however for the hardcopy CPD certificate takes 5-7 business days and for the Quality License Scheme certificate it will take 7-9 business days. Can I pay by invoice? Yes, you can pay via Invoice or Purchase Order, please contact us at info@lead-academy.org for invoice payment. Can I pay via instalment? Yes, you can pay via instalments at checkout. How to take online classes from home? Our platform provides easy and comfortable access for all learners; all you need is a stable internet connection and a device such as a laptop, desktop PC, tablet, or mobile phone. The learning site is accessible 24/7, allowing you to take the course at your own pace while relaxing in the privacy of your home or workplace. Does age matter in online learning? No, there is no age limit for online learning. Online learning is accessible to people of all ages and requires no age-specific criteria to pursue a course of interest. As opposed to degrees pursued at university, online courses are designed to break the barriers of age limitation that aim to limit the learner's ability to learn new things, diversify their skills, and expand their horizons. When I will get the login details for my course? After successfully purchasing the course, you will receive an email within 24 hours with the login details of your course. Kindly check your inbox, junk or spam folder, or you can contact our client success team via info@lead-academy.org

This intermediate-level course will help you learn how to use multi-threading and asynchronous programming to speed up programs that are heavily bottlenecked by IO operations. The course covers core concepts such as implementing multiprocessing in Python, creating various readers and schedulers, and monitoring your coding progress.

Dive into the world of image segmentation with PyTorch. From tensors to UNet and FPN architectures, grasp the theory behind convolutional neural networks, loss functions, and evaluation metrics. Learn to mold data and tackle real-world projects, equipping developers and data scientists with versatile deep-learning skills.

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

Within the course, you have the chance to complete a questionnaire focused on determining your preferences, which will enable you to gain some insights into your Type. As you progress through the course, you are able to check how clear you are with each preference to give you a deeper understanding of your own type.