2776 Engineering courses in Worsley delivered On Demand

Tiling: Tiling Training Course Online Are you trying to delve yourself into its fundamental concepts, advanced techniques, and real-world applications? Our comprehensive Tiling: Tiling Training Course is ready to enrol. Through the Tiling: Tiling Training Course, you will gain comprehensive guidance on surface preparation and tile arrangements. The Tiling: Tiling Training Course also covers grouting and cutting processes. This Tiling: Tiling Training Course gives students insight into dealing with a variety of tile materials. This Tiling: Tiling Training Course includes materials such as natural stone, porcelain, and ceramic. To explore a practical understanding of both residential and commercial tiling projects, enrol in our Tiling: Tiling Training Course as soon as possible! Main Course: Tiling Course Why choose this Tiling: Tiling Training Course from the School of Health Care? Self-paced Tiling: Tiling Training Course, access available from anywhere in the world. High-quality study materials that are easy to understand. Tiling: Tiling Training Course developed by industry experts. After each module, there will be an MCQ quiz to assess your learning. Assessment results are generated automatically and instantly. 24/7 support is available via live chat, phone call, or email. Free PDF certificate after completing the Tiling: Tiling Training Course. [ Note: Free PDF certificate as soon as completing the Tiling: Tiling Training Course] Tiling: Tiling Training Course Online This Tiling: Tiling Training Course consists of 08 modules. Course Curriculum of Tiling Training Course Module 01: Introduction to Tiling Module 02: Prime Areas to Receive Tiling Module 03: Building Speed and Precision Module 04: Tile Patterns and Layouts Module 05: Estimating Tile Quantities Module 06: Use of Washboys Module 07: Use of Laser Lines/Levels Module 08: How to Prepare a Quote Assessment Method of Tiling: Tiling Training Course After completing Working in Tiling: Tiling Training Course, you will get quizzes to assess your learning. You will do the later modules upon getting 60% marks on the quiz test. Apart from this, you do not need to sit for any other assessments. Certification of Tiling: Tiling Training Course After completing the Working in Tiling: Tiling Training Course, you can instantly download your certificate for FREE. The hard copy of the certification will also be delivered to your doorstep via post, which will cost £13.99. Who is this course for? Tiling: Tiling Training Course Online Anyone may enrol in the Tiling: Tiling Training Course, regardless of background expertise, including professionals, students, career changers, and beginners in tiling. Requirements Tiling: Tiling Training Course Online To enrol in this Tiling: Tiling Training Course, students must fulfil the following requirements: Good Command over English language is mandatory to enrol in our Tiling: Tiling Training Course. Be energetic and self-motivated to complete our Tiling: Tiling Training Course. Basic computer Skill is required to complete our Tiling: Tiling Training Course. If you want to enrol in our Tiling: Tiling Training Course, you must be at least 15 years old. Career path Tiling: Tiling Training Course Online By finishing this Tiling: Tiling Training Course, you can go along a number of different professional routes.

The Lead Economist Officer Training Course offers a thorough exploration of essential economic principles and their impact on policy and markets. From the fundamentals of supply and demand to the complexities of fiscal policy and international finance, this course provides a clear and structured understanding tailored for aspiring economic leaders. Each module is designed to build a strong foundation in core topics such as market systems, inflation, unemployment, and economic growth, helping learners to grasp how these elements interact in national and global contexts. This course is ideal for those seeking to deepen their knowledge of economic theories and their applications without the need for physical attendance. Delivered entirely online, it offers a flexible approach to mastering topics like market structures, elasticity, money and banking, and income distribution. Whether your interest lies in public policy, financial sectors, or economic analysis, this training equips you with the insight needed to interpret economic trends and support informed decision-making. Perfect for professionals aiming to expand their expertise, the course balances academic rigour with accessible content for a rewarding learning journey. Key Benefits Accredited by CPD Instant e-certificate Fully online, interactive course Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Curriculum Module 01: An Introduction to Economics Module 02: The Market System and the Circular Flow Model Module 03: Supply, Demand and Prices Module 04: Prices Module 05: Elasticity Module 06: Market Failures Module 07: Production and Costs Module 08: Market Structure: Perfect Competition vs Monopoly Module 09: Money, Banking and the Financial System Module 10: Measuring GDP and Economic Growth Module 11: Unemployment Module 12: Inflation Module 13: Income Distribution and Poverty Module 14: International Finance Module 15: Fiscal Policy Course Assessment You will immediately be given access to a specifically crafted MCQ test upon completing an online module. For each test, the pass mark will be set to 60%. Certificate Once you've successfully completed your course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). Our certifications have no expiry dates, although we do recommend that you renew them every 12 months. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The Leading Economists' Insights training is ideal for highly motivated individuals or teams who want to enhance their skills and efficiently skilled employees. Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Learn the essential skills and knowledge you need to excel in your professional life with the help & guidance from our Leading Economists' Insights training.

The Joinery CAD Designer Course is an expertly crafted programme designed to introduce learners to the essential principles and techniques of computer-aided design within the joinery sector. This course guides students through the fundamental concepts of CAD, starting with the basics of 2D and 3D shapes, progressing through geometry, modelling, and assembly design. Alongside these foundational elements, the course offers introductions to industry-standard software including AutoCAD, T-Flex CAD, SolidWorks, and FreeCAD, equipping learners with a broad understanding of the tools shaping modern joinery design. Ideal for those interested in a career as a CAD designer in the United Kingdom, this course presents a clear pathway into the sector by highlighting key aspects of the profession and relevant design practices. Each module is tailored to build confidence in digital design techniques, with a focus on creating accurate and detailed models suitable for various joinery projects. Whether you are a newcomer or seeking to expand your digital design knowledge, this course offers a focused and accessible learning journey to develop your CAD capabilities in joinery design. Key Benefits Accredited by CPD Instant e-certificate Fully online, interactive course Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Curriculum Module 01: Introduction to CAD Design Module 02: CAD Designer Career in the United Kingdom Module 03: Basics for CAD Design - Part 1 Module 04: Basics for CAD Design - Part 2 Module 05: 2D Shape in CAD Module 06: 3D Shape in CAD Module 07: Geometry and Modelling Module 08: Assemblies in CAD Design Module 09: Extrusion and Rotations Module 10: Blending Operations in CAD Module 11: Grids and Regular Polygons Module 12: Parameters in Civil Drawings Module 13: Introduction to AutoCAD Module 14: Introduction to T-Flex CAD Module 15: Introduction to SolidWorks Module 16: Introduction to FreeCAD Course Assessment You will immediately be given access to a specifically crafted MCQ test upon completing an online module. For each test, the pass mark will be set to 60%. Certificate Once you've successfully completed your course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). Our certifications have no expiry dates, although we do recommend that you renew them every 12 months. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The Joinery CAD Designer training is ideal for highly motivated individuals or teams who want to enhance their skills and efficiently skilled employees. Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Learn the essential skills and knowledge you need to excel in your professional life with the help & guidance from our Joinery CAD Designer training. Certificates Certificate of completion Digital certificate - Included Certificate of completion Hard copy certificate - Included

Dive into the essential principles of economics with the Junior Economist's Insights Course — a well-structured exploration of the forces shaping markets, money, and policymaking. This course breaks down complex economic ideas into digestible, engaging modules, offering a clear picture of how economies function and why certain patterns emerge in national and international markets. From supply and demand to GDP, inflation, and market failures, each topic is presented in a way that makes economic theory both accessible and relevant to the world we observe. Whether you're curious about what drives prices, why some markets fail, or how governments influence the economy through fiscal policy, this course offers sharp insights and structured guidance. Covering everything from microeconomic fundamentals to global financial systems, it offers learners a thorough grounding in economic thought without the jargon. It's ideal for aspiring economists, business-minded learners, or anyone keen to understand how the gears of the economy turn. Key Benefits Accredited by CPD Instant e-certificate Fully online, interactive course Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Curriculum Module 01: An Introduction to Economics Module 02: The Market System and the Circular Flow Model Module 03: Supply, Demand and Prices Module 04: Prices Module 05: Elasticity Module 06: Market Failures Module 07: Production and Costs Module 08: Market Structure: Perfect Competition vs Monopoly Module 09: Money, Banking and the Financial System Module 10: Measuring GDP and Economic Growth Module 11: Unemployment Module 12: Inflation Module 13: Income Distribution and Poverty Module 14: International Finance Module 15: Fiscal Policy Course Assessment You will immediately be given access to a specifically crafted MCQ test upon completing an online module. For each test, the pass mark will be set to 60%. Certificate Once you've successfully completed your course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). Our certifications have no expiry dates, although we do recommend that you renew them every 12 months. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The Junior Economist's Insights training is ideal for highly motivated individuals or teams who want to enhance their skills and efficiently skilled employees. Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Learn the essential skills and knowledge you need to excel in your professional life with the help & guidance from our Junior Economist's Insights training.

The Customer Support Engineer Apprentice Course is designed to develop essential skills for anyone aiming to excel in customer service and technical support roles. This course offers a thorough introduction to effective telephone communication, covering everything from phone etiquette and managing calls to building rapport and handling challenging conversations. Learners will also gain insight into key business practices such as mail services, invoicing, and record keeping, ensuring they understand the operational side of customer support within an organisation. Alongside technical communication, the course focuses on critical organisational and planning skills to improve efficiency and customer satisfaction. With modules dedicated to business writing, customer relationship management, and scheduling, learners will be well-prepared to handle a variety of customer interactions and administrative tasks confidently. Whether dealing with inbound or outbound enquiries, this course provides a solid foundation for those looking to enhance their professional communication and support capabilities in a remote learning format. Key Benefits Accredited by CPD Instant e-certificate Fully online, interactive course Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Curriculum Module 01: Managing Interoffice Calls and Voicemail Module 02: Aspects of Phone Etiquette Module 03: Business Telephone Skills Module 04: Building Rapport Over the Phone Module 05: Inbound and Outbound Calls Module 06: Active Listening and Managing Tough Callers Module 07: Mail Services and Shipping Module 08: Intra Organisation Dealings Module 09: Problem Solving over the Phone Module 10: Record Keeping and Filing Systems Module 11: Business Writing Skills Module 12: Organisational Skills Module 13: Communication Skills Module 14: Customer Relationship Management Module 15: Effective Planning and Scheduling Module 16: Invoicing/Petty Cash Course Assessment You will immediately be given access to a specifically crafted MCQ test upon completing an online module. For each test, the pass mark will be set to 60%. Certificate Once you've successfully completed your course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). Our certifications have no expiry dates, although we do recommend that you renew them every 12 months. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The Customer Support Engineer Apprentice training is ideal for highly motivated individuals or teams who want to enhance their skills and efficiently skilled employees. Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Learn the essential skills and knowledge you need to excel in your professional life with the help & guidance from our Customer Support Engineer Apprentice training. Certificates Certificate of completion Digital certificate - Included Certificate of completion Hard copy certificate - Included

The Multi-discipline Estimator Course is designed for those looking to build depth in cost estimation across a range of industries. Covering everything from quantity surveying basics to pricing, cost management, contract procedures, and risk forecasting, the course blends technical knowledge with a methodical approach to estimating. It’s structured to guide learners through measurement techniques, procurement strategies, bill preparation, and report writing—all framed within modern industry expectations. Each module has been developed to offer clarity, structure, and a progression of knowledge, with a strong focus on precision, analytical thinking, and strategic planning. Whether you're sharpening existing expertise or broadening your estimating know-how, this course offers a detailed route through the key functions that underpin successful project costing and budget control. With no need for physical attendance, everything is designed for independent study with flexibility in mind. Key Benefits Accredited by CPD Instant e-certificate Fully online, interactive course Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Curriculum Module 01: Quantity Survey: An Introduction Module 02: Development of the Quantity Surveyor Module 03: Quantity Surveying Measurement Module 04: Cost Management Module 05: Pricing and Operational Estimation Module 06: Contract Management and Tendering Module 07: Procurement and Bill Preparation Module 08: Predicting Potential Risk and Management Module 09: Regulation and Control Module 10: Report Writing Course Assessment You will immediately be given access to a specifically crafted MCQ test upon completing an online module. For each test, the pass mark will be set to 60%. Certificate Once you've successfully completed your course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). Our certifications have no expiry dates, although we do recommend that you renew them every 12 months. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The Multi-discipline Estimator training is ideal for highly motivated individuals or teams who want to enhance their skills and efficiently skilled employees. Requirements The Multi-discipline Estimator training is ideal for highly motivated individuals or teams who want to enhance their skills and efficiently skilled employees. Career path Learn the essential skills and knowledge you need to excel in your professional life with the help & guidance from our Multi-discipline Estimator training. Certificates Certificate of completion Digital certificate - Included Certificate of completion Hard copy certificate - Included

Overview This comprehensive course on The Birth of the Railway Age in Glasgow will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This The Birth of the Railway Age in Glasgow comes with accredited certification, 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? After successfully completing the course you will be able to order your certificate, these are included in the price. Who is This course for? There is no experience or previous qualifications required for enrolment on this The Birth of the Railway Age in Glasgow. It is available to all students, of all academic backgrounds. Requirements Our The Birth of the Railway Age in Glasgow 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 Having these various qualifications will increase the value in your CV and open you up to multiple sectors such as Business & Management, Admin, Accountancy & Finance, Secretarial & PA, Teaching & Mentoring etc. Course Curriculum 1 sections • 5 lectures • 01:07:00 total length •Module 01: The Monkland Canal: 00:16:00 •Module 02: The Monklands and Kirkintilloch Railway: 00:12:00 •Module 03: The Garnkirk and Glasgow Railway: 00:12:00 •Module 04: The Story of the Railway Works in Springburn Glasgow: 00:20:00 •Module 05: The Ballachulish Railway: 00:07:00

Overview Sustainable construction and design have become essential in today's rapidly evolving world. This LEED V4: Building Design and Construction course offers comprehensive insights into how sustainable construction can be achieved, keeping in line with global green standards. From introductions to in-depth dives into critical topics, the curriculum will guide participants through the intricate world of sustainable building. Moreover, a study showed that buildings cover over 50% of all global emissions. Ensuring our buildings are efficiently designed and constructed is non-negotiable if we want to move towards a more sustainable future. So, enrol today and pave your way to a brighter tomorrow.  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 LEED V4: Building Design and Construction. It is available to all students, of all academic backgrounds. Requirements Our LEED V4: Building Design and Construction 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 Having these various qualifications will increase the value in your CV and open you up to multiple sectors such as Business & Management, Admin, Accountancy & Finance, Secretarial & PA, Teaching & Mentoring etc. Course Curriculum 11 sections • 79 lectures • 04:13:00 total length •Introduction: 00:01:00 •Getting Started: 00:04:00 •Minimum Program Requirements: 00:07:00 •Rating System Selection: 00:07:00 •Integrative Process: 00:04:00 •Integrative Project Planning and Design: 00:02:00 •Overview: 00:03:00 •Neigbourhoud Development: 00:03:00 •Sensitive Land: 00:02:00 •Surrounding Density & Diverse Uses: 00:07:00 •High Priority Site: 00:02:00 •Access to Quality Transit: 00:06:00 •Bicycle Facilities: 00:06:00 •Reduced Parking Footprint: 00:04:00 •Green Vehicles: 00:04:00 •Overview: 00:02:00 •Construction Activity Pollution Prevention: 00:03:00 •Environmental Site Assessment: 00:03:00 •Restore or Protect Habitat: 00:04:00 •Open Space: 00:03:00 •Rainwater Management: 00:03:00 •Heat Island Reduction: 00:04:00 •Light Pollution Reduction: 00:05:00 •Site Master Plan: 00:02:00 •Tenant Design and Construction Guidelines: 00:02:00 •Places of Respite: 00:03:00 •Direct Exterior Access: 00:02:00 •Joint Use Facilities: 00:03:00 •Overview: 00:01:00 •Prereq Outdoor Water Use: 00:03:00 •Prereq Indoor Water Use: 00:04:00 •Prereq Building Water Metering: 00:02:00 •Credit Outdoor Water Use: 00:02:00 •Credit Indoor Water Use: 00:03:00 •Cooling Tower Water use: 00:03:00 •Building Water Metering Credit: 00:02:00 •Overview: 00:02:00 •Fundamental Commissioning & Verification: 00:04:00 •Minimum Energy Performance: 00:05:00 •Prereq Building Level Energy Metering: 00:02:00 •Fundamental Refrigerant Management: 00:02:00 •Enhanced Commissioning: 00:05:00 •Minimum Energy Performance: 00:04:00 •Advanced Energy Metering: 00:02:00 •Demand Response: 00:03:00 •Renewable Energy Production: 00:02:00 •Enhanced Refrigerant Management: 00:03:00 •Green Powerand Carbon Offsets: 00:02:00 •Overview: 00:02:00 •Storage and Collection of Recyclables: 00:03:00 •Construction and Demolition Waste Management Planning: 00:02:00 •Preq PBT Source Reduction - Mercury: 00:03:00 •Building Life-Cycle Impact Reduction: 00:05:00 •BPDO-Environmental Product Declaration: 00:04:00 •BPDO-Sourcing of Raw Materials (2020 Update Web): 00:03:00 •BPDO-Material Ingredients: 00:05:00 •PBT Source Reduction - Mercury Credit: 00:02:00 •PBT Source Reduction - Lead Cadmium Copper: 00:03:00 •Furniture and Medical Furnishings: 00:04:00 •Design for Flexibilty: 00:02:00 •Construction and Demolition Waste Management: 00:03:00 •Overview: 00:01:00 •Min Indoor Air Quality Performance: 00:06:00 •Environmental Tobacco Smoke Control: 00:03:00 •Minimum Accoustic Performance: 00:03:00 •Enhanced Indoor Air Quality Strategies: 00:02:00 •Low Emitting Materials: 00:03:00 •Construction Indoor Air Quality Management Plan: 00:04:00 •Indoor Air Quality Assessment: 00:03:00 •Thermal Comfort: 00:04:00 •Interior Lighting: 00:06:00 •Daylight: 00:06:00 •Quality Views: 00:03:00 •Accoustic Performance: 00:03:00 •Innovation Credit: 00:03:00 •Innovation LEED AP: 00:01:00 •Regional Priority Overview: 00:01:00 •Regional Priority Credit: 00:02:00 •Completion: 00:01:00

The Export Supervision Techniques Course offers a focused exploration of the essential facets of international trade management. Designed to equip learners with a thorough understanding of the import-export landscape, this course covers everything from organising operations to mastering the documentation and supply chain processes vital for smooth trading activities. Whether it’s selecting the right products, identifying target markets, or handling pricing and shipping procedures, each module is tailored to provide clarity and confidence in managing export supervision effectively. Participants will gain insight into marketing strategies and distribution channels that help secure customers in a competitive global marketplace. The course also highlights the necessary tools and procedures required to ensure efficient trading operations. Ideal for those seeking to enhance their knowledge of export practices without attending in-person sessions, this course blends theoretical knowledge with practical guidance — all presented in an accessible and engaging format. By the end, learners will be well-prepared to oversee export activities with precision and professionalism. Key Benefits Accredited by CPD Instant e-certificate Fully online, interactive course Self-paced learning and laptop, tablet, smartphone-friendly 24/7 Learning Assistance Curriculum Module 01: Introduction to Import Export Module 02: Organising the Import Export Operation Module 03: Products for Your Import Export Business Module 04: Target the Marketing and Find Your Customers Module 05: Searching, Marketing, and Distribution Module 06: Documentation and Supply Chain Management Module 07: Pricing, Payment and Shipping Procedure Module 08: Necessary Tools for Trading Course Assessment You will immediately be given access to a specifically crafted MCQ test upon completing an online module. For each test, the pass mark will be set to 60%. Certificate Once you've successfully completed your course, you will immediately be sent a digital certificate. Also, you can have your printed certificate delivered by post (shipping cost £3.99). Our certifications have no expiry dates, although we do recommend that you renew them every 12 months. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The Export Supervision Techniques training is ideal for highly motivated individuals or teams who want to enhance their skills and efficiently skilled employees. Requirements There are no formal entry requirements for the course, with enrollment open to anyone! Career path Learn the essential skills and knowledge you need to excel in your professional life with the help & guidance from our Export Supervision Techniques training. Certificates Certificate of completion Digital certificate - Included Certificate of completion Hard copy certificate - Included

Overview Mastering data science skills and expertise can open new doors of opportunities for you in a wide range of fields. Learn the fundamentals and develop a solid grasp of Python data science with the comprehensive Data Science with Python course. This course is designed to assist you in securing a valuable skill set and boosting your career. This course will provide you with quality training on the fundamentals of data analysis with Python. From the step-by-step learning process, you will learn the techniques of setting up the system. Then the course will teach you Python data structure and functions. You will receive detailed lessons on NumPy, Matplotlib, and Pandas. Furthermore, you will develop the skills for Algorithm Evaluation Techniques, visualising datasets and much more. After completing the course you will receive a certificate of achievement. This certificate will help you create an impressive resume. So join today! How will I get my certificate? You may have to take a quiz or a written test online during or after the course. After successfully completing the course, you will be eligible for the certificate. Who is This course for? This course Data Science with Python course is ideal for beginners in data science. It will help them develop a solid grasp of Python and help them pursue their dream career in the field of data science. Requirements The students will not require any formal qualifications or previous experience to enrol in this course. Anyone can learn from the course anytime from anywhere through smart devices like laptops, tabs, PC, and smartphones with stable internet connections. They can complete the course according to their preferable pace so, there is no need to rush. Career Path This course will equip you with valuable knowledge and effective skills in this area. After completing the course, you will be able to explore career opportunities in the fields such as Data Analyst Data Scientist Data Manager Business Analyst And much more! Course Curriculum 90 sections • 90 lectures • 10:19:00 total length •Course Overview & Table of Contents: 00:09:00 •Introduction to Machine Learning - Part 1 - Concepts , Definitions and Types: 00:05:00 •Introduction to Machine Learning - Part 2 - Classifications and Applications: 00:06:00 •System and Environment preparation - Part 1: 00:04:00 •System and Environment preparation - Part 2: 00:06:00 •Learn Basics of python - Assignment 1: 00:10:00 •Learn Basics of python - Assignment 2: 00:09:00 •Learn Basics of python - Functions: 00:04:00 •Learn Basics of python - Data Structures: 00:12:00 •Learn Basics of NumPy - NumPy Array: 00:06:00 •Learn Basics of NumPy - NumPy Data: 00:08:00 •Learn Basics of NumPy - NumPy Arithmetic: 00:04:00 •Learn Basics of Matplotlib: 00:07:00 •Learn Basics of Pandas - Part 1: 00:06:00 •Learn Basics of Pandas - Part 2: 00:07:00 •Understanding the CSV data file: 00:09:00 •Load and Read CSV data file using Python Standard Library: 00:09:00 •Load and Read CSV data file using NumPy: 00:04:00 •Load and Read CSV data file using Pandas: 00:05:00 •Dataset Summary - Peek, Dimensions and Data Types: 00:09:00 •Dataset Summary - Class Distribution and Data Summary: 00:09:00 •Dataset Summary - Explaining Correlation: 00:11:00 •Dataset Summary - Explaining Skewness - Gaussian and Normal Curve: 00:07:00 •Dataset Visualization - Using Histograms: 00:07:00 •Dataset Visualization - Using Density Plots: 00:06:00 •Dataset Visualization - Box and Whisker Plots: 00:05:00 •Multivariate Dataset Visualization - Correlation Plots: 00:08:00 •Multivariate Dataset Visualization - Scatter Plots: 00:05:00 •Data Preparation (Pre-Processing) - Introduction: 00:09:00 •Data Preparation - Re-scaling Data - Part 1: 00:09:00 •Data Preparation - Re-scaling Data - Part 2: 00:09:00 •Data Preparation - Standardizing Data - Part 1: 00:07:00 •Data Preparation - Standardizing Data - Part 2: 00:04:00 •Data Preparation - Normalizing Data: 00:08:00 •Data Preparation - Binarizing Data: 00:06:00 •Feature Selection - Introduction: 00:07:00 •Feature Selection - Uni-variate Part 1 - Chi-Squared Test: 00:09:00 •Feature Selection - Uni-variate Part 2 - Chi-Squared Test: 00:10:00 •Feature Selection - Recursive Feature Elimination: 00:11:00 •Feature Selection - Principal Component Analysis (PCA): 00:09:00 •Feature Selection - Feature Importance: 00:06:00 •Refresher Session - The Mechanism of Re-sampling, Training and Testing: 00:12:00 •Algorithm Evaluation Techniques - Introduction: 00:07:00 •Algorithm Evaluation Techniques - Train and Test Set: 00:11:00 •Algorithm Evaluation Techniques - K-Fold Cross Validation: 00:09:00 •Algorithm Evaluation Techniques - Leave One Out Cross Validation: 00:05:00 •Algorithm Evaluation Techniques - Repeated Random Test-Train Splits: 00:07:00 •Algorithm Evaluation Metrics - Introduction: 00:09:00 •Algorithm Evaluation Metrics - Classification Accuracy: 00:08:00 •Algorithm Evaluation Metrics - Log Loss: 00:03:00 •Algorithm Evaluation Metrics - Area Under ROC Curve: 00:06:00 •Algorithm Evaluation Metrics - Confusion Matrix: 00:10:00 •Algorithm Evaluation Metrics - Classification Report: 00:04:00 •Algorithm Evaluation Metrics - Mean Absolute Error - Dataset Introduction: 00:06:00 •Algorithm Evaluation Metrics - Mean Absolute Error: 00:07:00 •Algorithm Evaluation Metrics - Mean Square Error: 00:03:00 •Algorithm Evaluation Metrics - R Squared: 00:04:00 •Classification Algorithm Spot Check - Logistic Regression: 00:12:00 •Classification Algorithm Spot Check - Linear Discriminant Analysis: 00:04:00 •Classification Algorithm Spot Check - K-Nearest Neighbors: 00:05:00 •Classification Algorithm Spot Check - Naive Bayes: 00:04:00 •Classification Algorithm Spot Check - CART: 00:04:00 •Classification Algorithm Spot Check - Support Vector Machines: 00:05:00 •Regression Algorithm Spot Check - Linear Regression: 00:08:00 •Regression Algorithm Spot Check - Ridge Regression: 00:03:00 •Regression Algorithm Spot Check - Lasso Linear Regression: 00:03:00 •Regression Algorithm Spot Check - Elastic Net Regression: 00:02:00 •Regression Algorithm Spot Check - K-Nearest Neighbors: 00:06:00 •Regression Algorithm Spot Check - CART: 00:04:00 •Regression Algorithm Spot Check - Support Vector Machines (SVM): 00:04:00 •Compare Algorithms - Part 1 : Choosing the best Machine Learning Model: 00:09:00 •Compare Algorithms - Part 2 : Choosing the best Machine Learning Model: 00:05:00 •Pipelines : Data Preparation and Data Modelling: 00:11:00 •Pipelines : Feature Selection and Data Modelling: 00:10:00 •Performance Improvement: Ensembles - Voting: 00:07:00 •Performance Improvement: Ensembles - Bagging: 00:08:00 •Performance Improvement: Ensembles - Boosting: 00:05:00 •Performance Improvement: Parameter Tuning using Grid Search: 00:08:00 •Performance Improvement: Parameter Tuning using Random Search: 00:06:00 •Export, Save and Load Machine Learning Models : Pickle: 00:10:00 •Export, Save and Load Machine Learning Models : Joblib: 00:06:00 •Finalizing a Model - Introduction and Steps: 00:07:00 •Finalizing a Classification Model - The Pima Indian Diabetes Dataset: 00:07:00 •Quick Session: Imbalanced Data Set - Issue Overview and Steps: 00:09:00 •Iris Dataset : Finalizing Multi-Class Dataset: 00:09:00 •Finalizing a Regression Model - The Boston Housing Price Dataset: 00:08:00 •Real-time Predictions: Using the Pima Indian Diabetes Classification Model: 00:07:00 •Real-time Predictions: Using Iris Flowers Multi-Class Classification Dataset: 00:03:00 •Real-time Predictions: Using the Boston Housing Regression Model: 00:08:00 •Resources - Data Science & Machine Learning with Python: 00:00:00