Overview Learn to Read, Analyse and Understand Annual Reports Course is yet another 'Teacher's Choice' course from Teachers Training for a complete understanding of the fundamental topics. You are also entitled to exclusive tutor support and a professional CPD-accredited certificate in addition to the special discounted price for a limited time. Just like all our courses, this Learn to Read, Analyse and Understand Annual Reports Course and its curriculum have also been designed by expert teachers so that teachers of tomorrow can learn from the best and equip themselves with all the necessary skills. Consisting of several modules, the course teaches you everything you need to succeed in this profession. The course can be studied part-time. You can become accredited within 05 Hours studying at your own pace. Your qualification will be recognised and can be checked for validity on our dedicated website. Why Choose Teachers Training Some of our website features are: This is a dedicated website for teaching 24/7 tutor support Interactive Content Affordable price Courses accredited by the UK's top awarding bodies 100% online Flexible deadline Entry Requirements No formal entry requirements. You need to have: Passion for learning A good understanding of the English language Be motivated and hard-working Over the age of 16. Certification CPD Certification from The Teachers Training Successfully completing the MCQ exam of this course qualifies you for a CPD-accredited certificate from The Teachers Training. You will be eligible for both PDF copy and hard copy of the certificate to showcase your achievement however you wish. Successfully completing the MCQ exam of this course qualifies you for a CPD-accredited certificate from The Teachers Training. You will be eligible for both PDF copy and hard copy of the certificate to showcase your achievement however you wish. You can get your digital certificate (PDF) for £4.99 only Hard copy certificates are also available, and you can get one for only £10.99 You can get both PDF and Hard copy certificates for just £12.99! The certificate will add significant weight to your CV and will give you a competitive advantage when applying for jobs. The certificate will add significant weight to your CV and will give you a competitive advantage when applying for jobs. Introduction & Fundamentals Introduction To The Annual Reports 00:04:00 Annual Report Information Requirements From Stock Exchanges 00:12:00 Sample Of Annual Reports 00:06:00 How To Download Reports From Stock Exchanges 00:05:00 How To Download Reports From Company Websites 00:05:00 Getting Started With Annual Reports - Understand Structure And Content Overview Of Annual Report Downloaded In The Previous Video 00:02:00 Explaining The Structure Of 10K And Annual Reports 00:13:00 Key Steps In Getting Around With Annual Reports 00:09:00 Steps In Evaluating Annual Reports Understanding Company And Its Business 00:17:00 Understanding Risks Related To The Company 00:16:00 Understanding Market News And Development To Understand Risks And Manage 00:08:00 Reading Management Discussion And Analysis 00:16:00 Using Vertical Analysis And Horizontal Analysis To Identify The Concerned Area 00:18:00 Understanding The Balance Sheet And Using Ratio Analysis, Cash Flow 00:26:00 Completed Example Of Southwest Airlines 00:18:00 Final Video On Presentation And Assignment 00:04:00 Additional Resources Resource - Learn To Read Analyse And Undertand Annual Reports 00:00:00
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Description Warehousing And Inventory Management Diploma All the information that is required to manage in a successful manner, any warehouse and inventory in the UK, is offered by this Diploma in Warehousing and Inventory Management Course. Upon completion of the course, you will be well-equipped to become a successful professional in Warehousing and Inventory Management. Content ranging from understanding the working and functioning of a warehouse to the management of its employees and warehouse safety have been included in this course. This course has been designed to make sure that the students acquire the knowledge they require to achieve success in the path chosen by them. This Diploma in Warehouse and Inventory Management is suitable for anyone working in this area or looking forward to working in this area or just looking to gain a deeper understanding of how warehouse and inventory can be managed. This qualification can be added to your resume by instantly downloading your certificate at no extra cost. An outline of how warehouse and inventory can be managed is provided by this Warehouse and Inventory Management Diploma. The course gives the students the foundation required for them to understand and put into practice various concepts and techniques that help in the successful and systematic movement and utilization of inventories. All details regarding the warehouse and inventory operation will be covered during the duration of the course. Students will be introduced to topics like handling, managing and tracking materials and products that are being held in stock. What you will learn 1: Types of Warehousing 2: Warehouse management 3: Order Picking 4: Supply Chain Management 5: Inventory management 6: Inventory Locations Course Outcomes After completing the course, you will receive a diploma certificate and an academic transcript from Elearn college. Assessment Each unit concludes with a multiple-choice examination. This exercise will help you recall the major aspects covered in the unit and help you ensure that you have not missed anything important in the unit. The results are readily available, which will help you see your mistakes and look at the topic once again. If the result is satisfactory, it is a green light for you to proceed to the next chapter. Accreditation Elearn College is a registered Ed-tech company under the UK Register of Learning( Ref No:10062668). After completing a course, you will be able to download the certificate and the transcript of the course from the website. For the learners who require a hard copy of the certificate and transcript, we will post it for them for an additional charge.
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Our Aim Is Your Satisfaction! Offer Ends Soon; Hurry Up!! Are you looking to improve your current abilities or make a career move? Our unique Photography for Beginners course might help you get there! Expand your expertise with high-quality training - study the Photography for Beginners course and get an expertly designed, great-value training experience. Learn from industry professionals and quickly equip yourself with the specific knowledge and skills you need to excel in your chosen career through theonline training course. The Photography for Beginners course is broken down into several in-depth modules to provide you with the most convenient and rich learning experience possible. Upon successful completion of the Photography for Beginners course, an instant e-certificate will be exhibited in your profile that you can order as proof of your skills and knowledge. Add these amazing new skills to your resume and boost your employability by simply enrolling in this course. This Photography for Beginners training can help you to accomplish your ambitions and prepare you for a meaningful career. So, join us today and gear up for excellence! Why Prefer Us? Opportunity to earn a certificate accredited by CPDQS. 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. Take a step toward a brighter future! *** Course Curriculum *** Here is the curriculum breakdown of this course: Photography for Beginners Course Introduction Introduction to the Photography Masterclass How Does a Camera Work Lecture Types Exposure Intro to Exposure What is Aperture What is Shutter Speed Digital Photography Masterclass Intro to Composition The Rule of Thirds Negative Space Focus and Depth of Field Intro to Focus and Depth of Field Understanding Depth of Field How to Get a Blurrier Background Camera Anatomy Intro to Camera Anatomy The Main Camera Features Camera Scene Modes White Balance and Color Intro to White Balance and Color What is White Balance The Kelvin Light Temperature Scale Lighting Intro to Lighting Using Natural Light Using Natural Light a Window Mobile Photography Intro to Mobile Photography Using a Smartphone Camera Exposing Properly With the Smartphone Camera Equipment - Cameras Intro to Cameras Camera Types What is Your Budget Equipment - Lenses Intro to Lenses A Deeper Dive into Focal Length A Deeper Dive Into Aperture Equipment - Accessories Intro to Camera Accessories Memory Cards Batteries Photo Scenario - Portrait Intro to Scenarios Intro and Tips for Portrait Photography Portrait Photo Demo Photo Scenario - Long Exposure Intro and Tips for Long Exposure Photography Daytime Long Exposure Demo Activity: Portrait Photo Scenario - Landscape Intro and Tips for Landscape Photography Landscape Photo demo Activity: Landscape Photo Scenario - Product Intro and Tips for Product Photography Product Photo Demonstration with Natural Light Product Photography with Lights Photo Scenario - Low Light Intro and Tips for Low Light Photography Low Light Demo Activity - Low light Photo Scenario - Sports & Action Intro and Tips for Sports and Action Photography Sports Photography Activity: Action and Sports Photo Scenario - Macro Intro and Tips for Macro Photography Macro Photography Demo Activity: Macro Photo Scenario - Street & Architecture Street Photo demo Activity: Street & Architecture Photo Scenario - Events Intro to Event Photography A Chat About Event Photography Bring the Right Tools Photo Scenario - Aerial Intro to Drone Photography Our Recommended Drone Equipment Photo Scenario - Night Intro and for Night Photography Night Photo Demo Activity - Night Intro to Photo Editing Intro to Editing Activity - Photo Editing Photoshop CC Intro Photoshop Opening Photos in Photoshop CC Cropping in Photoshop CC Lightroom Classic CC Intro to Lightroom Classic CC Importing and Organizing in Lightroom Classic CC Crop and Rotate Lightroom Classic CC Lightroom CC Intro to Lightroom CC Import and Organize in Lightroom CC Crop and Rotate in Lightroom CC Mac Photos Intro to Mac Photos Importing and Organizing Mac Photos Google Photos Intro to Google Photos Importing and Organizing in Google Photos Photoshop Express Intro to Photoshop Express Importing and Understanding the Workspace in Photoshop Express Snapseed Intro to Snapseed Opening Photos and Navigating the App Making Adjustments and Editing Exposure Sharing Your Photos Intro to Sharing Online Platforms for Photographers Starting a Photo Business Finding Your First Client Payments and Accounting Selling Stock Photos Intro to Stock Photography The Best Stock Photos Sites to Sell on Printing How to Print Your Photos How Big Can You Print Your Photos Framing Wildlife Intro and Tips for Wildlife Wildlife Photography Demonstration Conclusion Thank You and Conclusion Video Photo Submission Submit Your Photos Assessment Process Once you have completed all the modules in this course, you can assess your skills and knowledge with an optional assignment. Certificate of Completion The learners have to complete the assessment of this Photography for Beginners course to achieve the CPDQS accredited certificate. Digital Certificate: £10 Hard Copy Certificate: £29 (Inside UK) Hard Copy Certificate: £39 (for international students) CPD 25 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Anyone interested in learning more about the topic is advised to take this Photography for Beginners course. This course is open to everybody. Requirements You will not need any prior background or expertise to enrol in this course. Career path After completing this course, you are to start your career or begin the next phase of your career.
Navigate the intricate landscape of the construction industry with our 'Construction Management' course, designed to equip you with a comprehensive skill set in managing complex construction projects. The journey begins with an introduction to the field, setting the stage for a deeper understanding of the project life cycle and the keys to success in construction management. As you progress, the course intricately weaves through the various aspects of this multifaceted domain, including cost management, site investigation, and effective site organisation. With each module, you gain not just knowledge but the capability to apply these insights in practical scenarios, ensuring a well-rounded learning experience. This course meticulously covers the essentials of site management, cost estimation, and the pivotal factors influencing these estimates. Delve into the management of equipment, materials, and the critical role of vendor analysis in construction projects. It's not just about managing physical resources; our course also emphasises the importance of procurement, stock control, and supply chain management. Moreover, it addresses the human element of construction management, exploring quality assurance, customer care, and human resources management. By the end of this course, you'll be well-versed in the legal and safety aspects of construction, prepared to lead projects with confidence and competence. Learning Outcomes Understand the core principles and practices of construction management, including project life cycle and success factors. Gain expertise in cost management, including estimation and factors influencing these estimates. Master the skills of site management, planning, and organising construction equipment and materials. Acquire knowledge in procurement, vendor analysis, and supply chain management within the construction sector. Develop proficiency in the legal, human resources, and safety aspects of construction management. Why choose this Construction Management 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 Construction Management course for? Individuals aspiring to become proficient construction managers. Professionals in the construction industry seeking to enhance their project management skills. Engineers and architects looking to broaden their understanding of construction processes and management. Graduates interested in pursuing a career in construction management. Project coordinators aiming to gain specialised skills in managing construction projects effectively. Career path Construction Manager - £35,000 - £60,000 Project Manager (Construction) - £40,000 - £65,000 Cost Estimator - £30,000 - £50,000 Supply Chain Coordinator - £28,000 - £48,000 Quality Assurance Manager (Construction) - £32,000 - £52,000 Health and Safety Manager (Construction) - £36,000 - £56,000 Prerequisites This Construction Management does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Construction Management 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 to Construction Management Module 01: Introduction to Construction Management 00:19:00 Module 02: Project Life Cycle and Success Module 02: Project Life Cycle and Success 00:28:00 Module 03: Cost Management Module 03: Cost Management 00:22:00 Module 04: Preliminary Site Investigation and Site Organisation Module 04: Preliminary Site Investigation and Site Organisation 00:24:00 Module 05: Site Management Module 05: Site Management 00:19:00 Module 06: Cost Estimation Module 06: Cost Estimation 00:34:00 Module 07: Elements and Factors influencing Cost Estimation Module 07: Elements and Factors influencing Cost Estimation 00:16:00 Module 08: Planning and Management of Equipment Module 08: Planning and Management of Equipment 00:32:00 Module 09: Construction Materials Management Module 09: Construction Materials Management 00:22:00 Module 10: Vendor Analysis in Construction Management Module 10: Vendor Analysis in Construction Management 00:24:00 Module 11: Construction Procurement Module 11: Construction Procurement 00:18:00 Module 12: Stock Control Module 12: Stock Control 00:22:00 Module 13: Supply Chain Management Module 13: Supply Chain Management 00:21:00 Module 14: The Main Participators Module 14: The Main Participators 00:21:00 Module 15: Quality Assurance and Customer Care Module 15: Quality Assurance and Customer Care 00:21:00 Module 16: Legal Aspects of Contracting Module 16: Legal Aspects of Contracting 00:19:00 Module 17: Human Resources Management Module 17: Human Resources Management 00:22:00 Module 18: Risk and Value Management Module 18: Risk and Value Management 00:21:00 Module 19: Communications, Information and Documentation of Construction Module 19: Communications, Information and Documentation of Construction 00:24:00 Module 20: Health and Safety in Construction Management Module 20: Health and Safety in Construction Management 00:24:00 Assignment Assignment - Construction Management 00:00:00
[vc_row][vc_column][vc_column_text] Description: Understanding Forex can be a tricky; however it is necessary given that there is so much money involved in the process. In simple terms Forex trading course is a trading option for currency, where you buy one currency for a given price and sell it for more money when the exchange rate is in your favour. If you want to learn more about how the process works then consider getting this Diploma in Forex Trading. The course is divided into two parts but mainly focuses in introducing you to Forex exchange. In the first module you will look into the basics of stock market & Forex trading, by getting an introductory understanding of both. You will learn about stock market trends, understand currency conversion, statistics, Forex Volatility and Market Expectation. You will also discover more about aspects of trade, risk management and trading options. Next module, titled Forex trading simplified, focuses on a variety of topics including Forex pairs, market size and liquidity, spot marketing, futures trading and more. The overall use of this course is endless and getting it now will help you tackle your financial problems with ease. Who is the course for? Professionals who are into foreign exchange trading Everyone who wants to be knowledgeable on forex trading Entry Requirement: This course is available to all learners, of all academic backgrounds. Learners should be ages 16 or over to undertake the qualification. Good understanding of English language, numeracy and ICT are required to attend this course. Assessment: At the end of the course, you will be required to sit an online multiple-choice test. Your test will be assessed automatically and immediately so that you will instantly know whether you have been successful. Before sitting for your final exam you will have the opportunity to test your proficiency with a mock exam. Certification: After you have successfully passed the test, you will be able to obtain an Accredited Certificate of Achievement. You can however also obtain a Course Completion Certificate following the course completion without sitting for the test. Certificates can be obtained either in hard copy at a cost of £39 or in PDF format at a cost of £24. PDF certificate's turnaround time is 24 hours and for the hardcopy certificate, it is 3-9 working Why choose us? Affordable, engaging & high-quality e-learning study materials; Tutorial videos/materials from the industry leading experts; Study in a user-friendly, advanced online learning platform; Efficient exam systems for the assessment and instant result; The UK & internationally recognised accredited qualification; Access to course content on mobile, tablet or desktop from anywhere anytime; The benefit of career advancement opportunities; 24/7 student support via email. Career Path: The Forex Trading diploma course will be very beneficial and helpful, especially to: Businessmen Currency Trader Foreign Exchange Trader Professionals And Other Financial-related Career who need knowledge on forex trading! [/vc_column_text][/vc_column][/vc_row] Diploma in Forex Trading Introduction to Forex Trading 00:11:00 Major Currencies and Market Structure 00:10:00 Kinds of Foreign Exchange Market 00:14:00 Money Management 00:11:00 Fundamental Analysis 00:21:00 Technical Analysis 00:32:00 Pitfalls and Risks 00:11:00 Managing Risk 00:16:00 Trading Psychology 00:14:00
Overview In this age of technology, data science and machine learning skills have become highly demanding skill sets. In the UK a skilled data scientist can earn around £62,000 per year. If you are aspiring for a career in the IT industry, secure these skills before you start your journey. The Complete Machine Learning & Data Science Bootcamp 2023 course can help you out. This course will introduce you to the essentials of Python. From the highly informative modules, you will learn about NumPy, Pandas and matplotlib. The course will help you grasp the skills required for using python for data analysis and visualisation. After that, you will receive step-by-step guidance on Python for machine learning. The course will then focus on the concepts of Natural Language Processing. Upon successful completion of the course, you will receive a certificate of achievement. This certificate will help you elevate your resume. So enrol 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? Anyone with an interest in learning about data science can enrol in this course. It will help aspiring professionals develop the basic skills to build a promising career. Professionals already working in this can take the course to improve their skill sets. 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 Course Curriculum 18 sections • 98 lectures • 23:48:00 total length •Welcome & Course Overview6: 00:07:00 •Set-up the Environment for the Course (lecture 1): 00:09:00 •Set-up the Environment for the Course (lecture 2): 00:25:00 •Two other options to setup environment: 00:04:00 •Python data types Part 1: 00:21:00 •Python Data Types Part 2: 00:15:00 •Loops, List Comprehension, Functions, Lambda Expression, Map and Filter (Part 1): 00:16:00 •Loops, List Comprehension, Functions, Lambda Expression, Map and Filter (Part 2): 00:20:00 •Python Essentials Exercises Overview: 00:02:00 •Python Essentials Exercises Solutions: 00:22:00 •What is Numpy? A brief introduction and installation instructions.: 00:03:00 •NumPy Essentials - NumPy arrays, built-in methods, array methods and attributes.: 00:28:00 •NumPy Essentials - Indexing, slicing, broadcasting & boolean masking: 00:26:00 •NumPy Essentials - Arithmetic Operations & Universal Functions: 00:07:00 •NumPy Essentials Exercises Overview: 00:02:00 •NumPy Essentials Exercises Solutions: 00:25:00 •What is pandas? A brief introduction and installation instructions.: 00:02:00 •Pandas Introduction: 00:02:00 •Pandas Essentials - Pandas Data Structures - Series: 00:20:00 •Pandas Essentials - Pandas Data Structures - DataFrame: 00:30:00 •Pandas Essentials - Handling Missing Data: 00:12:00 •Pandas Essentials - Data Wrangling - Combining, merging, joining: 00:20:00 •Pandas Essentials - Groupby: 00:10:00 •Pandas Essentials - Useful Methods and Operations: 00:26:00 •Pandas Essentials - Project 1 (Overview) Customer Purchases Data: 00:08:00 •Pandas Essentials - Project 1 (Solutions) Customer Purchases Data: 00:31:00 •Pandas Essentials - Project 2 (Overview) Chicago Payroll Data: 00:04:00 •Pandas Essentials - Project 2 (Solutions Part 1) Chicago Payroll Data: 00:18:00 •Matplotlib Essentials (Part 1) - Basic Plotting & Object Oriented Approach: 00:13:00 •Matplotlib Essentials (Part 2) - Basic Plotting & Object Oriented Approach: 00:22:00 •Matplotlib Essentials (Part 3) - Basic Plotting & Object Oriented Approach: 00:22:00 •Matplotlib Essentials - Exercises Overview: 00:06:00 •Matplotlib Essentials - Exercises Solutions: 00:21:00 •Seaborn - Introduction & Installation: 00:04:00 •Seaborn - Distribution Plots: 00:25:00 •Seaborn - Categorical Plots (Part 1): 00:21:00 •Seaborn - Categorical Plots (Part 2): 00:16:00 •Seborn-Axis Grids: 00:25:00 •Seaborn - Matrix Plots: 00:13:00 •Seaborn - Regression Plots: 00:11:00 •Seaborn - Controlling Figure Aesthetics: 00:10:00 •Seaborn - Exercises Overview: 00:04:00 •Seaborn - Exercise Solutions: 00:19:00 •Pandas Built-in Data Visualization: 00:34:00 •Pandas Data Visualization Exercises Overview: 00:03:00 •Panda Data Visualization Exercises Solutions: 00:13:00 •Plotly & Cufflinks - Interactive & Geographical Plotting (Part 1): 00:19:00 •Plotly & Cufflinks - Interactive & Geographical Plotting (Part 2): 00:14:00 •Plotly & Cufflinks - Interactive & Geographical Plotting Exercises (Overview): 00:11:00 •Plotly & Cufflinks - Interactive & Geographical Plotting Exercises (Solutions): 00:17:00 •Project 1 - Oil vs Banks Stock Price during recession (Overview): 00:15:00 •Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 1): 00:18:00 •Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 2): 00:18:00 •Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 3): 00:17:00 •Project 2 (Optional) - Emergency Calls from Montgomery County, PA (Overview): 00:03:00 •Introduction to ML - What, Why and Types..: 00:15:00 •Theory Lecture on Linear Regression Model, No Free Lunch, Bias Variance Tradeoff: 00:15:00 •scikit-learn - Linear Regression Model - Hands-on (Part 1): 00:17:00 •scikit-learn - Linear Regression Model Hands-on (Part 2): 00:19:00 •Good to know! How to save and load your trained Machine Learning Model!: 00:01:00 •scikit-learn - Linear Regression Model (Insurance Data Project Overview): 00:08:00 •scikit-learn - Linear Regression Model (Insurance Data Project Solutions): 00:30:00 •Theory: Logistic Regression, conf. mat., TP, TN, Accuracy, Specificityetc.: 00:10:00 •scikit-learn - Logistic Regression Model - Hands-on (Part 1): 00:17:00 •scikit-learn - Logistic Regression Model - Hands-on (Part 2): 00:20:00 •scikit-learn - Logistic Regression Model - Hands-on (Part 3): 00:11:00 •scikit-learn - Logistic Regression Model - Hands-on (Project Overview): 00:05:00 •scikit-learn - Logistic Regression Model - Hands-on (Project Solutions): 00:15:00 •Theory: K Nearest Neighbors, Curse of dimensionality .: 00:08:00 •scikit-learn - K Nearest Neighbors - Hands-on: 00:25:00 •scikt-learn - K Nearest Neighbors (Project Overview): 00:04:00 •scikit-learn - K Nearest Neighbors (Project Solutions): 00:14:00 •Theory: D-Tree & Random Forests, splitting, Entropy, IG, Bootstrap, Bagging.: 00:18:00 •scikit-learn - Decision Tree and Random Forests - Hands-on (Part 1): 00:19:00 •scikit-learn - Decision Tree and Random Forests (Project Overview): 00:05:00 •scikit-learn - Decision Tree and Random Forests (Project Solutions): 00:15:00 •Support Vector Machines (SVMs) - (Theory Lecture): 00:07:00 •scikit-learn - Support Vector Machines - Hands-on (SVMs): 00:30:00 •scikit-learn - Support Vector Machines (Project 1 Overview): 00:07:00 •scikit-learn - Support Vector Machines (Project 1 Solutions): 00:20:00 •scikit-learn - Support Vector Machines (Optional Project 2 - Overview): 00:02:00 •Theory: K Means Clustering, Elbow method.: 00:11:00 •scikit-learn - K Means Clustering - Hands-on: 00:23:00 •scikit-learn - K Means Clustering (Project Overview): 00:07:00 •scikit-learn - K Means Clustering (Project Solutions): 00:22:00 •Theory: Principal Component Analysis (PCA): 00:09:00 •scikit-learn - Principal Component Analysis (PCA) - Hands-on: 00:22:00 •scikit-learn - Principal Component Analysis (PCA) - (Project Overview): 00:02:00 •scikit-learn - Principal Component Analysis (PCA) - (Project Solutions): 00:17:00 •Theory: Recommender Systems their Types and Importance: 00:06:00 •Python for Recommender Systems - Hands-on (Part 1): 00:18:00 •Python for Recommender Systems - - Hands-on (Part 2): 00:19:00 •Natural Language Processing (NLP) - (Theory Lecture): 00:13:00 •NLTK - NLP-Challenges, Data Sources, Data Processing ..: 00:13:00 •NLTK - Feature Engineering and Text Preprocessing in Natural Language Processing: 00:19:00 •NLTK - NLP - Tokenization, Text Normalization, Vectorization, BoW.: 00:19:00 •NLTK - BoW, TF-IDF, Machine Learning, Training & Evaluation, Naive Bayes : 00:13:00 •NLTK - NLP - Pipeline feature to assemble several steps for cross-validation: 00:09:00