1073 Courses

Overview This comprehensive course on Lightroom Photo Editing will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Lightroom Photo Editing 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? 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 Lightroom Photo Editing. It is available to all students, of all academic backgrounds. Requirements Our Lightroom Photo Editing 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 6 sections • 44 lectures • 06:02:00 total length •Module 01: Introduction: 00:03:00 •Module 02: Editing Overview: 00:02:00 •Module 03: Importing, Catalogue and Sub Folders: 00:05:00 •Module 04: Advanced Organising: 00:04:00 •Module 05: Hidden Gems in Lightroom: 00:03:00 •Module 06: Overview of the Lightroom Panels: 00:04:00 •Module 01: Understand the Histogram: 00:05:00 •Module 02: Local Adjustments: 00:10:00 •Module 03: Basics of Global Adjustments: 00:09:00 •Module 04: Tone Curves: 00:05:00 •Module 05: Hue, Saturation & Luminance: 00:05:00 •Module 06: Split Toning: 00:03:00 •Module 07: Sharpening & Noise Reduction: 00:06:00 •Module 08: Lens Correction: 00:03:00 •Module 09: Transform: 00:02:00 •Module 10: Effects & Calibration: 00:03:00 •Module 01: Landscape Image: 00:17:00 •Module 02: Cityscape Image: 00:18:00 •Module 03: Blue Hour Image: 00:18:00 •Module 04: Small Sensor Image: 00:14:00 •Module 05: Low Light Image: 00:10:00 •Module 06: Milky Way Image: 00:20:00 •Module 07: Reflection Image: 00:15:00 •Module 08: Waterfall Image: 00:15:00 •Module 09: Winter Image: 00:15:00 •Module 10: Sunrise Image: 00:12:00 •Module 11: Travel Portrait Image: 00:12:00 •Module 12: Architecture Image: 00:11:00 •Module 13: HDR Image: 00:13:00 •Module 14: Panoramic Image: 00:15:00 •Module 15: HDR Panoramic Image: 00:05:00 •Module 01: Cloaning & Object Removal: 00:07:00 •Module 02: Presets: 00:05:00 •Module 03: Dodge & Burn: 00:09:00 •Module 04: Orton Effect: 00:05:00 •Module 05: Sun Flare: 00:04:00 •Module 01: Basics of Exporting: 00:09:00 •Module 02: Exporting for Social Media: 00:04:00 •Module 03: Exporting for Printing: 00:04:00 •Module 04: Creating Export Presets: 00:03:00 •Module 01: Focus Stack: 00:07:00 •Module 02: Exposure Blending: 00:05:00 •Module 03: Blending Moments in Time: 00:05:00 •Module 04: Advanced Object removal: 00:13:00

Overview This comprehensive course on Sell Stock Footage & Photography from ZERO to PASSIVE INCOME will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Sell Stock Footage & Photography from ZERO to PASSIVE INCOME 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 Sell Stock Footage & Photography from ZERO to PASSIVE INCOME. It is available to all students, of all academic backgrounds. Requirements Our Sell Stock Footage & Photography from ZERO to PASSIVE INCOME 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 9 sections • 38 lectures • 03:05:00 total length •Welcome & How it All Works,: 00:05:00 •Proof of Success: How much a file can make: 00:03:00 •What Differentiates Pros & Beginners: 00:04:00 •Understand Licensing: 00:04:00 •Meet the (Profitable) Agencies: 00:04:00 •Become a Contributor: 00:02:00 •Shoot Something NOW: 00:01:00 •Upload Your First File: 00:01:00 •Write Metadata & Submit: 00:02:00 •Mine, Observe & Produce: 00:05:00 •STUDY CASE: Mine & Observe: 00:06:00 •Understand Your Customer: 00:05:00 •Watch The Trends: 00:06:00 •STUDY CASE: Make The Most Of Your Travelling: 00:04:00 •ASSIGNMENT: Mine or Capture: 00:01:00 •STUDY CASE- The Bestsellers of 2018: 00:12:00 •Understand Technical Requirements: 00:06:00 •STUDY CASE: Creative Shot Ideas: 00:03:00 •Get a Release Signed: 00:03:00 •Get a Digital Signature: 00:04:00 •Understand Commercial & Editorial: 00:04:00 •Find Models for Stock Footage & Photography: 00:08:00 •Edit Your Photos & Illustrations: 00:04:00 •Edit Your Footage: 00:03:00 •Export With Confidence: 00:04:00 •Upload Your Photos: 00:07:00 •Upload Your Video Files: 00:03:00 •Write Professional Metadata (Keywords & Description): 00:07:00 •How To Upload Editorial Content: 00:02:00 •Speed up your Stock Photography Workflow: 00:05:00 •Speed up your Stock Footage Workflow: 00:04:00 •Write keywords quickly & efficiently: 00:08:00 •Diversify earnings with Multi-uploaders - Alternative I: StockSubmitter: 00:08:00 •Diversify earnings with Multi-uploaders - Alternative II: Xpiks: 00:12:00 •CSV Spreadsheets: Organize and Upload Metadata for Multiple Stock Files: 00:11:00 •Google Trends & Shutterstock Search: 00:06:00 •Thanks & What's Next: 00:01:00 •BlackBox: 00:07:00

Overview This comprehensive course on Sell Stock Footage & Photography from ZERO to PASSIVE INCOME will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Sell Stock Footage & Photography from ZERO to PASSIVE INCOME 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 Sell Stock Footage & Photography from ZERO to PASSIVE INCOME. It is available to all students, of all academic backgrounds. Requirements Our Sell Stock Footage & Photography from ZERO to PASSIVE INCOME 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 9 sections • 38 lectures • 03:05:00 total length •Welcome & How it All Works,: 00:05:00 •Proof of Success: How much a file can make: 00:03:00 •What Differentiates Pros & Beginners: 00:04:00 •Understand Licensing: 00:04:00 •Meet the (Profitable) Agencies: 00:04:00 •Become a Contributor: 00:02:00 •Shoot Something NOW: 00:01:00 •Upload Your First File: 00:01:00 •Write Metadata & Submit: 00:02:00 •Mine, Observe & Produce: 00:05:00 •STUDY CASE: Mine & Observe: 00:06:00 •Understand Your Customer: 00:05:00 •Watch The Trends: 00:06:00 •STUDY CASE: Make The Most Of Your Travelling: 00:04:00 •ASSIGNMENT: Mine or Capture: 00:01:00 •STUDY CASE- The Bestsellers of 2018: 00:12:00 •Understand Technical Requirements: 00:06:00 •STUDY CASE: Creative Shot Ideas: 00:03:00 •Get a Release Signed: 00:03:00 •Get a Digital Signature: 00:04:00 •Understand Commercial & Editorial: 00:04:00 •Find Models for Stock Footage & Photography: 00:08:00 •Edit Your Photos & Illustrations: 00:04:00 •Edit Your Footage: 00:03:00 •Export With Confidence: 00:04:00 •Upload Your Photos: 00:07:00 •Upload Your Video Files: 00:03:00 •Write Professional Metadata (Keywords & Description): 00:07:00 •How To Upload Editorial Content: 00:02:00 •Speed up your Stock Photography Workflow: 00:05:00 •Speed up your Stock Footage Workflow: 00:04:00 •Write keywords quickly & efficiently: 00:08:00 •Diversify earnings with Multi-uploaders - Alternative I: StockSubmitter: 00:08:00 •Diversify earnings with Multi-uploaders - Alternative II: Xpiks: 00:12:00 •CSV Spreadsheets: Organize and Upload Metadata for Multiple Stock Files: 00:11:00 •Google Trends & Shutterstock Search: 00:06:00 •Thanks & What's Next: 00:01:00 •BlackBox: 00:07:00

Jumpstart your creative journey with our Adobe After Effects Complete Guide for Beginners. Master the basics from importing footage to exporting videos, and learn key animation techniques to bring your visual concepts to life. Perfect for aspiring graphic artists and video editors.

Overview This comprehensive course on Adobe InDesign Training will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Adobe InDesign Training 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? 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 Adobe InDesign Training. It is available to all students, of all academic backgrounds. Requirements Our Adobe InDesign Training 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 5 sections • 47 lectures • 05:21:00 total length •1 Intro Indesign: 00:02:00 •2 - Course Downloadables: 00:01:00 •2 Conclusion InDesign: 00:02:00 •3 Let's Start Creating!: 00:14:00 •4 InDesign Workspace: 00:08:00 •5 The Workspace: 00:07:00 •6 Customize Your Workspace: 00:07:00 •7 Create a New Document: 00:06:00 •8 Navigating and Zooming: 00:03:00 •9 Setting up Your Document: 00:10:00 •10 Working with Pages: 00:08:00 •11 Working with Multiple Documents: 00:03:00 •12 Challenge: Create a Mock Setup Document: 00:01:00 •13 Assignment Solution: 00:02:00 •14 - Saving and Exporting: 00:05:00 •15 - Creating a Real Estate Listing: 00:01:00 •16- Placeing Image : 00:12:00 •17 - Placing Text: 00:10:00 •18 - Preflighting : 00:05:00 •19- Formatting and Flowing: 00:09:00 •20 Text Wrap: 00:11:00 •21 - Text on Paths: 00:09:00 •22 - Craislist Assignment : 00:02:00 •23 My Version: 00:14:00 •24 Intro Multi -Page Documents: 00:03:00 •25 - Master Pages: 00:09:00 •26 - Page Numbers: 00:04:00 •27 - Master Text Frames: 00:04:00 •28 - Threading Text: 00:08:00 •29 - Placeholder Frames: 00:04:00 •30 - Styles: 00:11:00 •31 - HyperLinks: 00:06:00 •32 - Layer Panel: 00:13:00 •33 - 4 Page Assignment: 00:01:00 •34 - My Version 5 Page: 00:21:00 •35 - Creating a Table: 00:12:00 •36 - Formatting table: 00:16:00 •37 - Assignment Report: 00:01:00 •38 - My Version: 00:18:00 •39 - Color Swatches: 00:07:00 •40 - Additional Tools: 00:10:00 •41- Shapes: 00:05:00 •42 - Keyboard Shortcuts: 00:04:00 •43 - Finishing Work: 00:04:00 •44 - Export Settings: 00:07:00 •45 - Final Project: 00:01:00 •Resource Files - Adobe InDesign Diploma: 00:00:00

Overview Uplift Your Career & Skill Up to Your Dream Job - Learning Simplified From Home! Kickstart your career & boost your employability by helping you discover your skills, talents, and interests with our special Absolute Beginners Substance Painter Course Course. You'll create a pathway to your ideal job as this course is designed to uplift your career in the relevant industry. It provides the professional training that employers are looking for in today's workplaces. The Absolute Beginners Substance Painter Course Course is one of the most prestigious training offered at Skillwise and is highly valued by employers for good reason. This Absolute Beginners Substance Painter Course Course has been designed by industry experts to provide our learners with the best learning experience possible to increase their understanding of their chosen field. This Absolute Beginners Substance Painter Course Course, like every one of Skillwise's courses, is meticulously developed and well-researched. Every one of the topics is divided into elementary modules, allowing our students to grasp each lesson quickly. At Skillwise, we don't just offer courses; we also provide a valuable teaching process. When you buy a course from Skillwise, you get unlimited Lifetime access with 24/7 dedicated tutor support. Why buy this Absolute Beginners Substance Painter Course ? Lifetime access to the course forever Digital Certificate, Transcript, and student ID are all included in the price Absolutely no hidden fees Directly receive CPD Quality Standard-accredited qualifications after course completion Receive one-to-one assistance 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 Absolute Beginners Substance Painter Course 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 free. Original Hard Copy certificates need to be ordered at an additional cost of £8. Who is this course for? This Absolute Beginners Substance Painter Course course is ideal for Students Recent graduates Job Seekers Anyone interested in this topic People already work in relevant fields and want to polish their knowledge and skills. Prerequisites This Absolute Beginners Substance Painter Course does not require you to have any prior qualifications or experience. You can just enrol and start learning. This Absolute Beginners Substance Painter Course was made by professionals and it is compatible with all PCs, Macs, 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 a bonus, you will be able to pursue multiple occupations. This Absolute Beginners Substance Painter Course is a great way for you to gain multiple skills from the comfort of your home. Absolute Beginners Substance Painter Course Module 01: Introduction 00:07:00 Module 02: Preparing and Exporting the High and Low Poly Knight 00:20:00 Module 03: Substance Painter Basics and Baking Textures 00:23:00 Module 04: Making Cape and Horns Materials 00:24:00 Module 05: Hand paint the Armor 00:21:00 Module 06: Adding Glowing Eyes and the Story of the Worm 00:23:00 Module 07: Giving an Overall Dirt Pass 00:20:00 Module 08: Baked Light, Smart Materials and Gradient 00:22:00 Module 09: Finishing the Sword 00:23:00 Module 10: Exporting Textures for Ue4 and Basics of Marmoset Toolbag 00:21:00 Module 11: Making A Good Render in Marmoset with Turntable 00:26:00 Module 12: Preparing the Head and Starting Work on in in Substance Painter 00:27:00 Module 13: Skin Tones and Eyebrows 00:20:00 Module 14: Subsurfacescattering in Substance Painter 00:22:00 Module 15: Drawing the Eyes and Export Textures 00:22:00 Module 16: Adjusting the Head in Marmoset 00:27:00 Module 17: Finishing the Head 00:21:00 Module 18: Baking and Coloring the Hand 00:22:00 Module 19: Finishing the Hand 00:23:00 Module 20: Goodbye 00:04:00 Project Files Assignment Assignment - Absolute Beginners Substance Painter Course

Learn Excel for Business Accounting with our comprehensive course. From basic worksheet creation to advanced functions like pivot tables, charts, and data analysis, master Excel's features for efficient accounting tasks. Ideal for business professionals and students looking to enhance their Excel skills for financial management.

Overview Uplift Your Career & Skill Up to Your Dream Job - Learning Simplified From Home! Kickstart your career & boost your employability by helping you discover your skills, talents, and interests with our special Audacity Fundamentals for Course Creators Course. You'll create a pathway to your ideal job as this course is designed to uplift your career in the relevant industry. It provides the professional training that employers are looking for in today's workplaces. The Audacity Fundamentals for Course Creators Course is one of the most prestigious training offered at Skillwise and is highly valued by employers for good reason. This Audacity Fundamentals for Course Creators Course has been designed by industry experts to provide our learners with the best learning experience possible to increase their understanding of their chosen field. This Audacity Fundamentals for Course Creators Course, like every one of Study Hub's courses, is meticulously developed and well-researched. Every one of the topics is divided into elementary modules, allowing our students to grasp each lesson quickly. At Skillwise, we don't just offer courses; we also provide a valuable teaching process. When you buy a course from Skillwise, you get unlimited Lifetime access with 24/7 dedicated tutor support. Why buy this Audacity Fundamentals for Course Creators? Unlimited access to the course forever Digital Certificate, Transcript, and student ID are all included in the price Absolutely no hidden fees Directly receive CPD-accredited qualifications after course completion Receive one-to-one assistance 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 Audacity Fundamentals for Course Creators 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 free. Original Hard Copy certificates need to be ordered at an additional cost of £8. Who is this course for? This Audacity Fundamentals for Course Creators 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 skills. Prerequisites This Audacity Fundamentals for Course Creators does not require you to have any prior qualifications or experience. You can just enroll and start learning. This Audacity Fundamentals for Course Creators was made by professionals and it is compatible with all PCs, Macs, 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 a bonus, you will be able to pursue multiple occupations. This Audacity Fundamentals for Course Creators is a great way for you to gain multiple skills from the comfort of your home. Section 01: Introduction Scope of the course 00:02:00 Downloading Audacity 00:02:00 GUI of Audacity 00:10:00 Import, Export and Saving project 00:03:00 Difference between MONO and STEREO 00:03:00 Section 02: Basic Editing Functions Cut, Copy and Paste 00:03:00 Cut, Copy and Paste 00:02:00 Tools toolbar 00:08:00 Duplicate 00:02:00 Remove special 00:02:00 Clip boundaries 00:02:00 Labels 00:02:00 Exporting files 00:05:00 Section 03: Advanced Editing Functions At zero crossing 00:02:00 Mixing audio & adding background 00:05:00 Multi-track editing 00:12:00 Section 04: Effects and Processing Noise reduction 00:03:00 Reverb and echo 00:05:00 Amplify 00:03:00 Compressor 00:03:00 Limiter 00:02:00 Fade in and Fade out 00:03:00 Changing pitch, speed and tempo 00:06:00 Equalisation 00:02:00 Normalise 00:01:00 High and low pass filter 00:02:00 Section 05: Recording Recording an audio 00:02:00 5 steps for improving Voiceovers 00:07:00

This course is designed for those already using Power BI Desktop and are ready to work with more comprehensive elements of analysing and reporting in Power BI. The course maintains a balanced look at data analysis including the Power Query Editor, with a deep dive into writing DAX formulas, and enhanced dashboard visualisations. The aim of this course is to provide a more complete understanding of the whole Power BI analytics process, by working with business examples that will equip you with the necessary skills to output comprehensive reports and explore Power BI's analytical capabilities in more depth. 1 The Query Editor Grouping rows in a table Split row by delimiter Add days to determine deadlines The query editor 2 Fuzzy Matching Joins Matching inconsistencies by percentage Matching with transformation table 3 The Query Editor M Functions Adding custom columns Creating an IF function Nested AND logics in an IF function 4 DAX New Columns Functions Including TRUE with SWITCH Using multiple conditions The FIND DAX function The IF DAX function Logical functions IF, AND, OR 5 Editing DAX Measures Making DAX easier to read Add comments to a measure Using quick measures 6 The Anatomy of CALCULATE Understanding CALCULATE filters Add context to CALCULATE with FILTER Using CALCULATE with a threshold 7 The ALL Measure Anatomy of ALL Create an ALL measure Using ALL as a filter Use ALL for percentages 8 DAX Iterators Anatomy of iterators A closer look at SUMX Using RELATED with SUMX Create a RANKX RANKX with ALL 9 Date and Time Functions Overview of functions Create a DATEDIFF function 10 Time Intelligent Measures Compare historical monthly data Create a DATEADD measure Creating cumulative totals Creating cumulative measures Visualising cumulative totals 11 Visualisations In-Depth Utilising report themes Applying static filters Group data using lists Group numbers using bins Creating heatmaps Comparing proportions View trends with sparklines 12 Comparing Variables Visualising trendlines as KPI Forecasting with trendlines Creating a scatter plot Creating dynamic labels Customised visualisation tooltips Export reports to SharePoint

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