256 Probability courses

24-Hour Knowledge Knockdown! Prices Reduced Like Never Before Did you know that strong mathematical skills are a key asset in today's job market? A recent LinkedIn report revealed that 72% of recruiters consider numeracy a vital skill for many positions, ranking them alongside communication and problem-solving abilities. Our Functional Skills Maths bundle empowers you to bridge that gap and unlock exciting career opportunities. This Functional Skills Maths bundle offers a comprehensive and engaging learning experience, designed to take you from wherever you are on your math journey to a place of greater confidence and competence. This bundle is suitable for all math skill levels, regardless of prior math experience. It starts with developing fundamental skills (Levels 2 and 3) and progresses to more advanced topics like algebra, analytic geometry, and discrete mathematics. You'll even discover valuable Math Tricks & Shortcuts to streamline your problem-solving and save precious time. Our Bundle contains 5 of our premium courses for one discounted price: Course 01: Functional Skills Maths at QLS Level 2 Course 02: Functional Skills Maths - CPD Certified Course 03: Maths: Grade 9 (Algebra and Analytic Geometry) Course 04: Introduction to Discrete Maths Course 05: Math Tricks & Shortcuts Stronger math skills can open doors to a wider range of career opportunities, enhance your financial literacy, and equip you to tackle challenges with greater ease and confidence. Take control of your future - enrol today! Learning Outcomes of Functional Skills Maths Confidently manage everyday financial calculations Make informed decisions based on data analysis Tackle practical problems using measurement and geometry Master algebraic equations to solve complex problems Develop critical thinking skills through math problem-solving Employ innovative shortcuts to boost calculation speed Why Choose Us? Get a Free CPD Accredited Certificate upon completion of Functional Skills Maths Get a free student ID card with Functional Skills Maths Training program (£10 postal charge will be applicable for international delivery) The Functional Skills Maths is affordable and simple to understand This course is entirely online, interactive lesson with voiceover audio Get Lifetime access to the Functional Skills Maths course materials The Functional Skills Maths comes with 24/7 tutor support Start your learning journey straightaway! Course Curriculum of Functional Skills Maths Bundle Course 01: Functional Skills Maths at QLS Level 2 Module 01: Integers ( Directed Numbers) Module 02: Factors And Multiples Module 03: Fractions Module 04: Simplification Rule : BODMAS Module 05: Decimal Numbers Module 06: Rational Numbers Module 07: Approximation Module 08: Estimation And Scientific Notation Or Standard Form Module 09: Percentage Module 10: Ratio And Proportion Module 11: Unitary Method And Its Applications Module 12: Profit , Loss, Discount And Tax Course 02: Functional Skills Maths - CPD Certified Section 01: Introduction Section 02: Read, Write, Compare And Order Numbers Of Any Size Section 03: Substitution In Given Formula Section 04: Fractions Section 05: Decimal Numbers Section 06: Percentages Section 07: Equivalence Between Fractions, Decimals And Percentages Section 08: Ratio And Proportion Section 09: Profit & Loss Section 10: Discounts And Taxes Section 11: Simple Interest And Compound Interest Section 12: Money Section 13: Convert Between Metric And Imperial Units Section 14: Compound Measures Including Speed, Density & Rates Of Pay Section 15: Perimeters And Areas Of 2-D Shapes Section 16: Volumes And Surface Areas Of 3-D Shapes Section 17: Scale Drawings Section 18: Statistics Section 19: Probability Section 20 Bonus Section (Time Topic 11 Video Lectures) Course 03: Maths: Grade 9 (Algebra and Analytic Geometry) Section 01: Number Sense And Algebra Introduction to the exponents Multiplying Powers Dividing Powers Why X to the power of Zero = 1 Practice for Zero exponents Formulas for Lowering Powers Power of a Power Algebraic Expressions, Equations and Monomials Combining Like Terms Solving Equations Methods Solving Equations Practice Solving Equations with Fractions Problem Solving What is AutoCAD .NET API? What is CSharp (C#)? What Will I Learn from this Course? Multiplying and Dividing Integers Types and Degrees of Polynomials Word Problem Solving (Money - Part 1) Word Problem Solving (Money - Part 2) Word Problem Solving (Money - Part 3) Word Problem Solving (Mixture - Part 1) Creating the AuditBlock WriteToCSVFile Method Word Problem Solving (Age - Part 1) Creating the AuditBlock WriteToTXTFile Method Section 02: Analytic Geometry Plotting Points Creating the AuditBlock DisplayOnScreen Method Equation of a line Creating the AuditBlock GatherBlocksAndCount Method Determining the Y-intercept and the X-intercept of a line Project Check on the Labels Creating the TitleBlock Border Lines - Lab Creating the TitleBlock Border Lines - Lab Determining the Y-intercept and the X-intercept of a line =========>>>>> And 2 More Courses <<<<<========= How will I get my Certificate? After successfully completing the course, you will be able to order your Certificates as proof of your achievement. PDF Certificate: Free (Previously it was £12.99*5 = £65) CPD Hard Copy Certificate: Free (For The First Course: Previously it was £29.99) CPD 50 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 bundle. This bundle is ideal for: Students seeking mastery in this field Professionals seeking to enhance their skills Anyone who is passionate about this topic Please Note: This is not a regulated course. To get qualified, you may choose: IGCSE Maths A-Level Maths Functional Skills Qualification in Maths at Level 2 Functional Skills Qualification in Mathematics at Level 2 - GCSE Equivalent for Maths A-level Mathematics Functional Skills Qualification in Mathematics at Entry 1 Functional Skills Qualification in Mathematics at Level 1 Functional Skills Qualification in English at Entry 1 Functional Skills Qualification in English at Entry 2 Functional Skills Qualification in English at Level 1 Functional Skills Qualification in ICT at Level 2 Functional Skills Qualification in Information & Communication Technology (ICT) at Level 1 Requirements You will not need any prior background or expertise to enrol in this bundle. Career path After completing this bundle, you are to start your career or begin the next phase of your career. Teacher Teacher Assistant HR Manager Accountant Finance Manager Certificates CPD Accredited Digital Certificate Digital certificate - Included Upon passing the Course, you need to order a Digital Certificate for each of the courses inside this bundle as proof of your new skills that are accredited by CPD QS for Free. CPD Accredited Hard Copy Certificate Hard copy certificate - £29.99 Please note that International students have to pay an additional £10 as a shipment fee. Certificate in Functional Skills Maths at QLS Level 2 Hard copy certificate - £79 Please note that International students have to pay an additional £10 as a shipment fee.

Become a professional Programmer and Database expert with this popular Course Do you want ot learn codes and create your own software? Get this course to learn about coding and database and become a Programmer. A database is a collection of information that is organized so that it can be easily accessed, managed and updated. A computer programmer creates the code for software applications and operating systems. Data is organized into rows, columns and tables, and it is indexed to make it easier to find relevant information. Data gets updated, expanded and deleted as new information is added. Databases process workloads to create and update themselves, querying the data they contain and running applications against it. The programmer writes code that converts that design into a set of instructions a computer can follow. He or she tests the program to look for errors and then rewrites it until it is error-free. The programmer continues to evaluate programs that are in use, making updates and adjustments as needed. This course teaches you all the roles and responsibilities you will take as a computer Programmer. Learn the concept of the database by signing up for our course. Course Highlights Programming for Beginners and Database Basics is an award winning and the best selling course that has been given the CPD Certification & IAO accreditation. It is the most suitable course anyone looking to work in this or relevant sector. It is considered one of the perfect courses in the UK that can help students/learners to get familiar with the topic and gain necessary skills to perform well in this field. We have packed Programming for Beginners and Database Basics into several modules for teaching you everything you need to become successful in this profession. To provide you ease of access, this course is designed for both part-time and full-time students. You can become accredited in just 20/30 hours and it is also possible to study at your own pace. We have experienced tutors who will help you throughout the comprehensive syllabus of this course and answer all your queries through email. For further clarification, you will be able to recognize your qualification by checking the validity from our dedicated website. Why You Should Choose Programming for Beginners and Database Basics Lifetime access to the course No hidden fees or exam charges CPD Accredited certification on successful completion Full Tutor support on weekdays (Monday - Friday) Efficient exam system, assessment and instant results Download Printable PDF certificate immediately after completion Obtain the original print copy of your certificate, dispatch the next working day for as little as £9. Improve your chance of gaining professional skills and better earning potential. Who is this Course for? Programming for Beginners and Database Basics is CPD certified and IAO accredited. This makes it perfect for anyone trying to learn potential professional skills. As there is no experience and qualification required for this course, it is available for all students from any academic backgrounds. Requirements Our Programming for Beginners and Database Basics is fully compatible with any kind of device. Whether you are using Windows computer, Mac, smartphones or tablets, you will get the same experience while learning. Besides that, you will be able to access the course with any kind of internet connection from anywhere at any time without any kind of limitation. Career Path You will be ready to enter the relevant job market after completing this course. You will be able to gain necessary knowledge and skills required to succeed in this sector. All our Diplomas' are CPD and IAO accredited so you will be able to stand out in the crowd by adding our qualifications to your CV and Resume. Beginners Programming Introduction To Programming 01:00:00 How To Write A Program 01:00:00 The List Of Programming Languages 00:30:00 Selecting The Right Compiler 00:30:00 What Is An Interpreter 00:30:00 How To Write A Program With An Editor 01:00:00 The Functions Of A Debugger 01:00:00 Build Strong Components For Programming 00:15:00 Profiling And Optimizing Your Program 01:00:00 Installing Your Program 00:15:00 BASIC Programming Language 01:00:00 Getting Started with BASIC Programming Language 01:00:00 BASIC Overview of BASIC Components 01:00:00 BASIC Special Variables 01:00:00 BASIC Probability Functions 01:00:00 Filtering the Data Set or Splitting the Data Set 01:00:00 DATA Blocks 01:00:00 DELETE Statement 01:00:00 FOR...NEXT Statement 01:00:00 IF. . . THEN Statement 01:00:00 Wrapping Up 00:30:00 Database Basics What is a Database FREE 01:00:00 Definition of Terms FREE 01:00:00 Database Users and Languages 01:00:00 Components of a Database System 01:00:00 Basic Set Concepts 01:00:00 Relations as a Database 01:00:00 Relational Database Operators 01:00:00 Database keys 01:00:00 Mock Exam Mock Exam- Programming for Beginners and Database for Basics 00:30:00 Final Exam Final Exam- Programming for Beginners and Database for Basics 00:30:00

Description This course introduces students to project management fundamentals. Topics covered include project management basics, types of projects, building the team and schedule, creating the budget, execution, and more. COURSE CONTENT: Module 1 - Getting Started - 3m Getting Started Instructor Introduction Course Objectives Agenda Agenda Module 2 - Project Management Basics - 27m Project Management Basics PMI's PMBOK What is a Project? Attributes of a Project Examples of Projects What is Project Management Project Constraints “The Iron Triangle” Scope Cost Time How do we make this happen? How do we make this happen? The Fundamental Project Life Cycle The Project Life Cycle Fundamental Project Management Process Outputs Examples Unforeseen Circumstances Recommendations Words of Wisdom The Tools Fundamental Project Management Tools Fundamental Project Management Processes and Tools The People Objectives Stakeholder Customer Sponsor Team Members Management Project Manager's Role Project Manager's Responsibilities Time Management Matrix Time Management Matrix Time IS Money The Benefits of Project Management Summary Agenda Module 3 - Where Do Projects Come From - 56m Where Do Projects Come From Types of Organizations Enterprise Portfolio Management The Agenda BM101 Mission Vision Goals Business Strategy Management By Objectives Balanced Scorecard Approach Balanced Goals Objectives SMART Objectives from Balanced Goals SMART Objectives from Balanced Goals cont. Key Performance Indicators Action Plans BM101 Summary Project Management 101 PM Quotes Phases and Knowledge Areas 10 Knowledge Areas Aligned The Project Triangle PM101 PM101 Programs Portfolio PM101 Summary Enterprise Portfolio Management The Connection The Enterprise V Plans The Enterprise V Objectives The Enterprise V Programs The Enterprise V Portfolio Another View Enterprise Portfolio Management Versus Program & Project Management Summary Why Great ROI? But why is it necessary? Matrix Organization Structure Review Cadence How Projects Are Selected Objectives Needs Identification Business Case Enterprise Portfolio Management Proposing Projects Project Selection “The Funnel Flowchart” Project Prioritization Exercise Thirst Beverage Corporation Project Challenge Agenda Module 4 - Types of Projects - 32m Types of Projects Predictive Versus Agile Predictive Versus Agile Project Management Traditional Versus Agile Project Management Predictive Versus Agile The Predictive Project Life Cycle An Agile Project Life Cycle The Scrum Framework - Modified An Agile Project Life Cycle The Big Picture The Divide Agenda Module 5 - Initiation - 28m Initiation Our Project Our Project Setup 6 Essential Features for a PMIS PMIS Examples Leveraging Microsoft Teams Leveraging Microsoft Teams PMI's Project Life Cycle Fundamental Project Management Processes and Tools Project Charter Leveraging Microsoft Teams Creating a Project Charter Creating a Project Charter Fundamental Project Management Processes and Tools Stakeholder Register Leveraging Microsoft Teams Stakeholder Register Stakeholder Register Creating a Project Charter “The Iron Triangle” Agenda Module 6 - Building the Team - 24m Building the Team The Fundamental Project Life Cycle Build a High Performing Team Benefits of a High Performing Team Stages of Team Development Team Charter Working Agreement Working Agreement Leveraging Microsoft Teams Being a Good Leader Being a Servant Leader Servant Leader Kickoff Meeting Conducting Effective Meetings Agenda Module 7 - Building the Schedule - 52m Building the Schedule The Fundamental Project Life Cycle Fundamental Project Management Processes and Tools What a Schedule looks like….according to Google Benefits of a Project Schedule Aligning To PMI Steps to Build a Schedule 1 Plan Schedule Management Our project 1 Plan Schedule Management Steps to Build a Schedule Project Schedule….according to PMI How to Define Activities What Does It Look Like? Option 2 - WBS* by Work Package Option 3 - WBS By Phase Steps to Build a Schedule Leveraging Microsoft Teams “The Iron Triangle” Microsoft Scheduling Tool Capability Model Microsoft Scheduling Tool Capability Model Project Schedule in Excel Project Schedule in Microsoft Project Project Schedule in Project Online Agenda Module 8 - Creating the Budget - 24m Creating the Budget The Fundamental Project Life Cycle Project Cost Management General Notes Types of Costs What is a budget? Aligning To PMI Steps to Create a Budget 1. Plan Cost Management The Budget Tool Microsoft Scheduling Tool Capability Model Estimated Costs and Budget in Microsoft Project “The Iron Triangle” Agenda Module 9 - Planning Wrap Up - 6m Planning Wrap Up “The Iron Triangle” The Fundamental Project Life Cycle Perform Analysis Obtain Approval Save a Baseline Aligning to PMI Progressive Elaboration Agenda Module 10 - Execution - 41m Execution The Fundamental Project Life Cycle Fundamental Project Management Processes and Tools Managing Your Project Update Schedule and Actual Costs Managing Your Project Fundamental Project Management Processes and Tools Risks Aligning To PMI Risk Management Risk Management Processes Risk Register Risk Management Risk Probability Impact Assessment Risk Management Risk Register Risk Management Risk Management Risk Management Risk Register Risk Management Managing Your Project Issues Fundamental Project Management Processes and Tools Issue Log Fundamental Project Management Processes and Tools Status Report Status Report Status Report Project Status Report Agenda Module 11A - Monitor and Control - 11m Monitor and Control What is Monitor and Control? What is Monitor and Control? What should you monitor? What should you monitor? Project Control Project Control Principles Control Scope What should you monitor? Control Schedule What should you monitor? Control Costs What should you monitor? Module 11B - Earned Value Management - 41m Progress Monitoring Earned Value Management Earned Value Analysis Our Project Pipeline Project The Process to Set Up Pipeline Schedule Baseline Cost over Time Performance Measures Baselined Cost - Timephased PV - Planned Value PV - Planned Value PV - Planned Value PV - Planned Value The Process to Maintain Performing Analysis Performance Measures EV - Earned Value EV - Earned Value EV - Earned Value Performance Measures AC - Actual Cost AC - Actual Cost AC - Actual Cost Variances Cost Variance Schedule Variance Total Variance Graphical Representation Graphical Representation Graphical Representation Graphical Representation Microsoft Project - Math Check! Visual Reports in MS Project Report Exported from MS Project to Excel Aligning with Reality Revised Plan Reschedule Uncomplete Work in MS Project Revised Plan Revised Plan The Moral of the Story Performance Indexes Cost Performance Index Schedule Performance Index Completion Metrics Completion Metrics Completion Metrics Completion Metrics Completion Metrics Project Status as of 4/30 The Process to Maintain Project Status as of 4/30 Microsoft Project Math Check! Why Measure? Why Measure? What should you monitor? Module 11C - Other Items to Monitor - 19m What should you monitor? Risk Monitor and Control Risk Monitor and Control What should you monitor? Control Issues What should you monitor? Manage Stakeholder Engagement What should you monitor? Control Documents What should you monitor? Control The Product, Service or Result Control The Product, Service or Result Quality Terms and Definitions 7 Basic Quality Tools Controlling Quality What should you monitor? Module 11D - Controlling Changes - 3m Controlling Changes Controlling Changes Example Change Request Process Agenda Module 12 - Closure - 9m Closure Fundamental Project Management Processes and Tools Customer Feedback Customer Feedback Survey Lessons Learned Lessons Learned Fundamental Project Management Processes and Tools Project Summary Report Performance Evaluations Documentation Close-out Celebration Agenda Module 13 - Course Wrap Up - 14m Course Wrap Up Project Procurement Management Project Procurement Management Project Procurement Management Typical Steps Procurement Statement of Work Typical Steps Bid Document Typical Steps Contract Types of Contracts Typical Steps Control Procurements Typical Steps Close Procurements Typical Steps Congratulations! Objectives Review Agenda Total Duration: 6h 32m

Getting Started The course provides all the necessary information about making an excellent career in various business organizations. Ultimately, the learner should be much more confident with detailed knowledge about business management and the environment. The learner will get detailed information on the contents: business communication and environment, global business environment, business functions including people management, quantitative methods in business and more. The course also enables the learner to understand the core principles of business management. The learner also acquires skills in business administration. The course also provides knowledge regarding business strategies and business strategy formulation. Key Benefits The qualification will benefit learners to: Manage business communication activities. Understand the business environment and organisations in the context of global and multinational enterprises. Know the functions of a business, including people management. Know quantitative business methods. Understand finance for managers. Completing the OTHM Level 4 Diploma in Business Management allows learners to a wide range of academic progressions, including progression to relevant OTHM Level 5 Diplomas. The qualification is approved and regulated by Ofqual (Office of the Qualifications and Examinations Regulation). Key Highlights Wishing to move to a management career in your organisation with ease? Then, OTHM Level 4 Diploma in Business Management is the ideal starting point for your career journey. SBTL delivers a Level 4 Diploma in Business Management depicted by OTHM, a full member of FAB(Federation of Awarding Bodies) aims to provide learners with general knowledge with specialised orientation. Remember! The assessment for the qualification is done based on assignments only, and you do not need to worry about writing any exam. With the School of Business and Technology London, you can complete the qualification at your own pace choosing online or blended learning from the comfort of your home. Learning and pathway materials and study guides developed by our OTHM approved tutors who would be available around the clock in our cutting-edge learning management system. Most importantly, at the School of Business and Technology London, we will provide comprehensive tutor support through our dedicated support desk. If you choose your course with blended learning, you will also enjoy live sessions with an assigned tutor, which you can book at your convenience. Career Pathways The OTHM Level 4 Diploma in Business Management can open many career pathways including, but not limited to: Project Co-ordinator; with an estimated average salary of £28,229 per annum Financial Analyst; with an estimated average salary of £32,500 per annum Project Manager; with an estimated average salary of £34,450 per annum Business Analyst- Management Trainee; with an estimated average salary of £26,000 per annum Assistant Relationship Manager (Entry Level); with an estimated average salary of £30,000 per annum About Awarding Body OTHM is an established and recognised Awarding Organisation (Certification Body) launched in 2003. OTHM has already made a mark in the UK and global online education scenario by creating and maintaining a user-friendly and skill based learning environment. OTHM has both local and international recognition which aids OTHM graduates to enhance their employability skills as well as allowing them to join degree and/or Master top-up programmes. OTHM qualifications has assembled a reputation for maintaining significant skills in a wide range of job roles and industries which comprises Business Studies, Leadership, Tourism and Hospitality Management, Health and Social Care, Information Technology, Accounting and Finance, Logistics and Supply Chain Management. What is included? Outstanding tutor support that gives you supportive guidance all through the course accomplishment through SBTL Support Desk Portal. Access to our cutting-edge learning management platform where you will be able to access vital learning resources and communicate with support desk team. Quality learning materials such as structured lecture notes, study guides, practical applications including real-world examples, and case studies will enable you to apply your knowledge. Learning materials are provided in one of the three formats: PDF, PowerPoint, or Interactive Text Content on the learning portal. Formative assessment feedback will be provided by the tutors to improve the learners' achievements. Assessment materials are accessible through our online learning platform. Supervision for all modules. Multiplatform accessibility through online learning platform. This facilitates SBTL in providing learners with course materials directly through smartphone, laptop, tablets or desktop offering students' opportunity to study as per their convenience. Live Classes (for Blended Learning Students only). Assessment The delivering Centre will internally assess all units. All of the units are assessed by coursework and this may include the production of portfolios, presentations, practical projects, and staff observations. None of the units requires you to sit a formal examination. Students will need to show that they meet each of the assessment criteria detailed within each unit, to the required standard for the level of the unit. Diploma Certificates will be awarded following assessment of the candidate's course works. A qualified tutor will examine the evidence and make a decision, which is verified by the external verifier and passed for certification. To be awarded the certificates, candidates must pass all the six units. Candidates need to achieve 40% mark in order to pass each unit. The achievement (pass) rates for this qualification are outstanding. Entry Requirements For entry onto the OTHM Level 4 Diploma in Business Management qualification, learners must possess: Relevant NQF/QCF/RQF Level 3 Award/Diploma, GCE/GCSE, or equivalent qualification. Mature learners (over 21) with management experience (learners must check with the delivery centre regarding this experience before registering for the programme). Learner must be 18 years or older at the beginning of the course. English requirements: Learner not from a majority English-speaking country must provide evidence of English language competency. For more information visit English Language Expectations page in this website. Progression Successful completion of Level 4 Diploma in Business Management enables the learners to pursue progressions including OTHM Level 5 Diploma in Business Management. As this qualification is approved and regulated by Ofqual (Office of the Qualifications and Examinations Regulation), learners are eligible for direct entry into Year 2 of a three-year UK Bachelor's degree programme. Why gain a OTHM Qualification? Industry-focused programmes which meet global standards. Programs reviewed by highly qualified experts in the relevant sector. Career enhancement through providing advanced knowledge and skills which meets the 21st-century employer needs. Availability of globally approved centres for enrolling in the desired program. Availability of flexible study options. The OTHM Level 4 Diploma in Business Management consists of 6 mandatory units for a combined total of 120 credits, 1200 hours Total Qualification Time (TQT) and 480 Guided Learning Hours (GLH) for the completed qualification. Learners must request before enrolment to interchange unit(s) other than the preselected units shown in the SBTL website because we need to make sure the availability of learning materials for the requested unit(s). SBTL will reject an application if the learning materials for the requested interchange unit(s) are unavailable. Learners are not allowed to make any request to interchange unit(s) once enrolment is complete. UNIT1- Research and Academic Writing Reference No : M/616/0694 Credit : 20 || TQT : 200 The unit enables learners to develop effective research plans, to evaluate different research methods, to use a high standard of academic writing, and to use independent learning techniques to support their self-development. UNIT2- Business Environment Reference No : M/616/2719 Credit : 20 || TQT : 200 Unit II aims to develop learners understanding of the dimensions of the business environment, including various business types and purpose. UNIT3- Introduction to Business Communication Reference No : H/616/2720 Credit : 20 || TQT : 200 Unit III enhances learners business communication skills and enable them to make a career in the business industry. Learners will be able to make persuasive presentations, Negotiate convincingly, write reports that address and/or solve strategic problems and more on. UNIT4- Introduction to Quantitative Methods Reference No : T/616/0695 Credit : 20 || TQT : 200 The aim of this unit is to review the basic concepts in mathematics, algebraic equations, graph construction, matrix algebra and probability that need to be understood by all business learners. The learner is expected to analyse and apply these concepts to a variety of mathematical problems encountered in business contexts. UNIT5- Introduction to Business Functions Reference No : K/616/2721 Credit : 20 || TQT : 200 This unit enables the learner in understanding different businesses types and external influences on organisations such as the comparative environmental framework. UNIT6- Introduction to Finance Reference No : M/616/2722 Credit : 20 || TQT : 200 The final unit helps to develop learners' understanding of the current regulations governing financial reporting. The unit also gives an idea about purpose and formats of financial statements for different users. Delivery Methods School of Business & Technology London provides various flexible delivery methods to its learners, including online learning and blended learning. Thus, learners can choose the mode of study as per their choice and convenience. The program is self-paced and accomplished through our cutting-edge Learning Management System. Learners can interact with tutors by messaging through the SBTL Support Desk Portal System to discuss the course materials, get guidance and assistance and request assessment feedbacks on assignments. We at SBTL offer outstanding support and infrastructure for both online and blended learning. We indeed pursue an innovative learning approach where traditional regular classroom-based learning is replaced by web-based learning and incredibly high support level. Learners enrolled at SBTL are allocated a dedicated tutor, whether online or blended learning, who provide learners with comprehensive guidance and support from start to finish. The significant difference between blended learning and online learning methods at SBTL is the Block Delivery of Online Live Sessions. Learners enrolled at SBTL on blended learning are offered a block delivery of online live sessions, which can be booked in advance on their convenience at additional cost. These live sessions are relevant to the learners' program of study and aim to enhance the student's comprehension of research, methodology and other essential study skills. We try to make these live sessions as communicating as possible by providing interactive activities and presentations. Resources and Support School of Business & Technology London is dedicated to offering excellent support on every step of your learning journey. School of Business & Technology London occupies a centralised tutor support desk portal. Our support team liaises with both tutors and learners to provide guidance, assessment feedback, and any other study support adequately and promptly. Once a learner raises a support request through the support desk portal (Be it for guidance, assessment feedback or any additional assistance), one of the support team members assign the relevant to request to an allocated tutor. As soon as the support receives a response from the allocated tutor, it will be made available to the learner in the portal. The support desk system is in place to assist the learners adequately and streamline all the support processes efficiently. Quality learning materials made by industry experts is a significant competitive edge of the School of Business & Technology London. Quality learning materials comprised of structured lecture notes, study guides, practical applications which includes real-world examples, and case studies that will enable you to apply your knowledge. Learning materials are provided in one of the three formats, such as PDF, PowerPoint, or Interactive Text Content on the learning portal. How does the Online Learning work at SBTL? We at SBTL follow a unique approach which differentiates us from other institutions. Indeed, we have taken distance education to a new phase where the support level is incredibly high.Now a days, convenience, flexibility and user-friendliness outweigh demands. Today, the transition from traditional classroom-based learning to online platforms is a significant result of these specifications. In this context, a crucial role played by online learning by leveraging the opportunities for convenience and easier access. It benefits the people who want to enhance their career, life and education in parallel streams. SBTL's simplified online learning facilitates an individual to progress towards the accomplishment of higher career growth without stress and dilemmas. How will you study online? With the School of Business & Technology London, you can study wherever you are. You finish your program with the utmost flexibility. You will be provided with comprehensive tutor support online through SBTL Support Desk portal. How will I get tutor support online? School of Business & Technology London occupies a centralised tutor support desk portal, through which our support team liaise with both tutors and learners to provide guidance, assessment feedback, and any other study support adequately and promptly. Once a learner raises a support request through the support desk portal (Be it for guidance, assessment feedback or any additional assistance), one of the support team members assign the relevant to request to an allocated tutor. As soon as the support receive a response from the allocated tutor, it will be made available to the learner in the portal. The support desk system is in place to assist the learners adequately and to streamline all the support process efficiently. Learners should expect to receive a response on queries like guidance and assistance within 1 - 2 working days. However, if the support request is for assessment feedback, learners will receive the reply with feedback as per the time frame outlined in the Assessment Feedback Policy.

Take your first step toward Natural Language Processing with this beginner-to-pro course. Gain an in-depth understanding of deep learning models for NLP with the help of examples. Learn the essential concepts from the absolute beginning with complete unraveling along with examples in Python.

You do not need any lectures regarding the importance of Maths and English, do you? To suffice, one is the language of science, and the other is the international language. Unfortunately, we often struggle in both, thanks to the lack of a solid base. Our Learning Maths & English GCSE bundle can give you a firm foundation or help you to pass your GCSE exam with flying colours! This Learning Maths & English GCSE bundle consists of 12 individual courses. This bundle can be primarily divided into two parts. The first part, consisting of six courses, covers fundamentals and advanced mathematics. You will learn the basic concepts of Algebra, high school maths, as well as advanced maths and calculus. The other six courses deal with English language essentials. You will gain an understanding of GCSE English, TESOL, spelling, punctuation, and basics of grammar etc. Moreover, you will learn 200 common English idioms and phrases along with essay writing in English. Be the master of numbers and letters, then? Enrol immediately in this Learning Maths & English GCSE and firm your base. Happy learning! Along with this Learning Maths & English GCSE Course - CPD Accredited course, you will get 11 premium courses, an originalhardcopy, 12 PDF certificates (Main Course + Additional Courses) Student ID card as gifts. This Learning Maths & English GCSE Course - CPD Accredited Bundle Consists of the following Premium courses: Course 01: Functional Skills Maths Level 2 Course 02: Mathematics Fundamentals Course 03: Algebra Fundamentals Course 04: Calculus Level 1 - Learn Differentiation Course 05: Advanced Mathematics Course 06: High School Math Course 07: GCSE English Course 08: Diploma in TEFL/TESOL Course 09: Functional Skills: English Course 10: English Spelling, Punctuation, and Grammar Basic Course Course 11: 200 Common English Idioms and Phrases Course 12: Essay Writing in English Learning Outcome Upon completion of this Learning Maths & English GCSE bundle, you will be able to - Learn about major mathematical concepts such as Decimal numbers, Rational Numbers, Approximation etc Understand the BODMAS Simplification Rule Consolidate your understanding of fundamental mathematics Learn differential calculus Understand advanced mathematical ideas such as Matrices, Trigonometric Functions and Trigonometric Functions Comprehend the rudiments of English Grasp sentence structure, verb usage, capitalisation and punctuation rules in detail Learn 200 common English idioms and phrases Enrol now in Learning Maths & English GCSE Course - CPD Accredited to advance your career, and use the premium study materials from Apex Learning. Curriculum of the Bundle Course 01: Functional Skills Maths Level 2 Module 1: Numbers and Negative Numbers Module 2: Multiples Factors Module 3: Fractions and Power Module 4: Percentages Module 5: Expressions Module 6: Decimals Module 7: Ratio and Proportion Module 8: Exponents and Radicals Module 9: Graphs Module 10: The Profit and Loss Module 11: Perimeter and Area Module 12: Averages Module 13: Probability Course 02: Mathematics Fundamentals Integers (Directed Numbers) Factors and Multiples Fractions Simplification Rule : BODMAS Decimal numbers Rational Numbers Approximation Estimation and Scientific Notation or Standard form Percentage Ratio and Proportion Unitary Method and its Applications Profit , Loss, discount and Tax Course 03: Algebra Fundamentals Introduction Fundamental concepts on Algebraic Expressions Operations on Algebraic Expressions Indices ( Exponents) Multiplication and Division of Algebraic expressions Brackets in Algebra Linear equations in one variable Algebraic Identities Formula : Change of subject of formula Linear Inequalities Resolve into factors Algebraic Fractions Coordinate axis - points and Line graph System of simultaneous linear equations in two variables Polynomials Quadratic Polynomials Quadratic Equations Course 04: Calculus Level 1 - Learn Differentiation Section 01: Introduction Section 02: Fundamental Rules for Differentiation Section 03: Differentiation of Trigonometric Functions Section 04: Differentiation of Exponential Functions Section 05: Differentiation of Logarithmic Functions Section 06: Revision Section 0on Chain Rule Section 07: Differentiation of inverse Trig Function Section 08: Differentiation of Hyperbolic Trig Functions Section 09: Differentiation of Implicit functions Section 10: Logarithmic Differentiation Section 11: Differentiation of Parametric Functions Section 12: Differentiation of Higher order derivatives Course 05: Advanced Mathematics Unit 01: Introduction Unit 02: Mathematical Logic Unit 03: Matrices Unit 04: Trigonometric Functions Unit 05: Pair of Straight Line Unit 06: Lines & Planes Unit 07: Linear Programming Course 06: High School Math Introduction Functions Quadratic Equations Co-ordinate Geometry Sequence and series Binomial Theorem Differentiation Tangents and Normals Stationary Points & Curve Sketching Second Derivative Test (Maximum & Minimum Points) Simultaneous Linear equations Essential Revision Course 07: GCSE English Module 01: Introduction to GCSE English Module 02: Edexcel English Section A Part 01 Module 03: Edexcel English Section A Part 02 Module 04: Edexcel English Section B Module 05: Edexcel English Section C Module 06: Cambridge English Exercise 1-4 Module 07: Cambridge English Exercise 5 Module 08: Cambridge English Exercise 6 Course 08: Diploma in TEFL/TESOL Module 01: Introduction to English Language Teaching & Learning Module 02: Linguistics Module 03: English Pronunciation Module 04: Teaching Grammar and Vocabulary Module 05: Language Teaching Methodologies Module 06: Teaching Receptive Skills: Reading Module 07: Teaching Productive Skills: Writing Module 08: Teaching Receptive Skills: Listening Module 09: Teaching Productive Skills: Speaking Module 10: Lesson Planning and Creating Materials Module 11: Use of Games and Activities Module 12: Technology in Second Language Teaching & Learning Module 13: Classroom Management and Student Motivation Module 14: Teaching English: Situational Approach Module 15: Professional Development and Employment Course 09: Functional Skills: English Module 1: Introduction to the Course Module 2: Basics of Grammar Module 3: The Basics of Sentence Module 4: Structure of Sentence Module 5: Question Module 6: Punctuation & Capitalisation Module 7: Spelling Module 8: Common Mistakes & Ways to Improve Course 10: English Spelling, Punctuation, and Grammar Basic Course Module 1: Introduction to the Course Module 2: The Basics of Grammar Module 3: The Basics of Sentence Module 4: Structure of Sentence Module 5: Question Module 6: Punctuation and Capitalisation Module 7: Spelling Module 8: Common Mistakes & Ways to Improve Course 11: 200 Common English Idioms and Phrases Section 01: Introduction Section 02: Idioms and Phrases Unit 1 Section 03: Idioms and Phrases Unit 2 Section 04: Idioms and Phrases Unit 3 Section 05: Idioms and Phrases Unit 4 Section 06: Idioms and Phrases Unit 5 Section 07: Idioms and Phrases Unit 6 Section 08: Idioms and Phrases Unit 7 Section 09: Idioms and Phrases Unit 8 Section 10: Idioms and Phrases Unit 9 Section 11: Idioms and Phrases Unit 10 Course 12: 200 Common English Idioms and Phrases Module 01: Introduction Module 02: The Narrative Essay Module 03: The Narrative Essay / part 2 Module 04: Introduction to the Essay 'Shooting an Elephant' Module 05: A reading of 'Shooting an Elephant' Module 06: Discussion on 'Shooting an Elephant' Module 07: Introduction to 2nd Essay - 'Most Important Day' Module 08: A reading - 'Most Important Day' Module 09: Discussion - 'Most Important Day' Module 10: Prompt for your own Narrative Essay CPD 120 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Anyone from any background can enrol in this Learning Maths & English GCSE Course - CPD Accredited bundle. Requirements This Learning Maths & English GCSE Course - CPD Accredited course has been designed to be fully compatible with tablets and smartphones. Career path Building a solid foundation in maths and English will benefit you in every career prospect. Specifically, This Learning Maths & English GCSE course will lead you to some particular career opportunities, such as; Teacher - £30,000 - £41,000 Annually Private Tutor - £20,00 - £25.00 Annually Finance Manager - £50,000 - £60,000 Annually Certificates Certificate of completion Digital certificate - Included Certificate of completion Hard copy certificate - Included You will get the Hard Copy certificate for the title course (Functional Skills Maths Level 2) absolutely Free! Other Hard Copy certificates are available for £10 each. Please Note: The delivery charge inside the UK is £3.99, and the international students must pay a £9.99 shipping cost.

Functional Skills English Level 2 | Functional Skills Maths Level 2 | Functional Skills IT Level 2 with PDF Certificates Are you tired of feeling held back by those frustrating math equations or the words that seem to elude you in English? Our comprehensive Functional Skills bundle can help you as it comprises three individual courses - Functional Skills Maths, Functional Skills English, and Functional Skills IT. Each one is tailored to empower you with vital Functional Skills that are essential for the modern workplace. This course bundle provides a solid foundation of Functional Skills in English, Maths, and IT, essential for both personal development and professional success. The English course focuses on improving Reading, Writing, Speaking, and Listening skills, while the Maths course offers Practical Applications and Problem-solving Techniques. IT training covers essential Digital Skills, and the Fitness course introduces Health and Well-being into the mix. Additional courses on English Grammar and Math Tricks offer unique strategies to further enhance your proficiency and confidence in these core areas. Additionally, we are offering 2 more courses related to Functional Skills absolutely FREE. Courses Included In this Functional Skills Package Are: Course 01: Functional Skills English Level 2 Course 02: Functional Skills Maths Level 2 Course 03: Functional Skills IT Level 2 Course 04: Functional Skills Fitness Level 2 Course 05: English Spelling, Punctuation, and Grammar Training Course 06: Math Tricks & Tips- Best Techniques to Speed up Your Math Learning Outcomes of the Functional Skills Bundle: Develop strong written and verbal communication skills in English. Demonstrate proficiency in asking and answering questions. Improve spelling accuracy and employ correct spelling strategies. Acquire essential mathematical skills. Apply mathematical rules and formulas to solve real-life problems. Demonstrate proficiency in using computer hardware and software. Understand and mitigate IT security threats while troubleshooting computer issues. Why Choose Us? Opportunity to get a Free CPD Accredited / QLS Endorsed Certificate upon completion of the course Get a Free Student ID Card with this training program (£10 postal charge will be applicable for international delivery) The course is Affordable and Simple to understand Get Lifetime Access to the course materials The training program comes with 24/7 Tutor Support Start your learning journey straight away! Curriculum Breakdown Course 01: Functional Skills English Level 2 Module 01: Introduction to the Course Module 02: Basics of Grammar Module 03: The Basics of Sentence Module 04: Structure of Sentence Module 05: Questions Module 06: Punctuation and Capitalisation Module 07: Spelling Module 08: Common Mistakes and Ways to Improve Course 02: Functional Skills Maths Level 2 Module 01: Numbers and Negative Numbers Module 02: Multiple Factors Module 03: Fractions and Power Module 04: Percentages Module 05: Expressions Module 06: Decimals Module 07: Ratio and Proportion Module 08: Exponents and Radicals Module 09: Graphs Module 10: The Profit and Loss Module 11: Perimeter and Area Module 12: Averages Module 13: Probability Course 03: Functional Skills IT Level 2 Section 01: How People Use Computers Section 02: System Hardware Section 03: Device Ports And Peripherals Section 04: Data Storage And Sharing Section 05: Understanding Operating Systems Section 06: Setting Up And Configuring A PC Section 07: Setting Up And Configuring A Mobile Device Section 08: Managing Files Section 09: Using And Managing Application Software Section 10: Configuring Network And Internet Connectivity Section 11: IT Security Threat Mitigation Section 12: Computer Maintenance And Management Section 13: IT Troubleshooting Section 14: Understanding Databases Section 15: Developing And Implementing Software Course 04: Functional Skills Fitness Level 2 Module 01: Introduction To Functional Fitness Training Module 02: What Is Functional Fitness Module 03: Benefits Of Functional Fitness Module 04: Functional Fitness & Other Exercises Module 05: Common Mistakes With Functional Fitness Module 06: Functional Fitness & Power Module 07: Functional Fitness & Strength Module 08: Functional Fitness & Range Of Motion Module 09: Functional Fitness & Balance & Endurance Assessment Process After completing this online course, you will be given immediate access to a specially designed MCQ test. The results will be analysed, and the score will be shown for your review. The passing score for each test will be set at 60%. After passing the Functional Skills exam, you will be able to request a certificate at an additional cost that has been endorsed by the Quality Licence Scheme. CPD 360 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This bundle is ideal for: Students seeking mastery in this field Professionals seeking to enhance their skills Anyone who is passionate about this topic Our Course is Knowledge-based not a regulated course. To get Qualified, you may choose the following options: IGCSE Maths A-Level Maths Functional Skills Qualification in Maths at Level 2 Functional Skills Qualification in Mathematics at Level 2 - GCSE Equivalent for Maths A-level Mathematics Functional Skills Qualification in Mathematics at Entry 1 Functional Skills Qualification in Mathematics at Level 1 Functional Skills Qualification in English at Entry 1 Functional Skills Qualification in English at Entry 2 Functional Skills Qualification in English at Level 1 Functional Skills Qualification in ICT at Level 2 Functional Skills Qualification in Information & Communication Technology (ICT) at Level 1 Requirements You will not need any prior background or expertise to enrol in this Bundle. Career path Enrolling on our Bundle can lead you to the following career path: Teacher Teacher Assistant Private Tutor Customer Service Fire service Police Certificates CPDQS Accredited Certificate Digital certificate - £12.99 Upon passing the Course, you need to order a Digital Certificate for each of the courses inside this bundle as proof of your new skills that are accredited by CPD QS for Free. Certificate in Functional Skills English at QLS Level 2 Hard copy certificate - £79 Show off Your New Skills with a Certification of Completion After successfully completing the Certificate in Functional Skills English at QLS Level 2course, you can order an original hardcopy certificate of achievement endorsed by the Quality Licence Scheme. The certificate will be home-delivered, with a pricing scheme of - 79 GBP inside the UK 89 GBP (including postal fees) for international delivery CPDQS Accredited Certificate 29 GBP for Printed Hardcopy Certificate inside the UK 39 GBP for Printed Hardcopy Certificate outside the UK (international delivery)

Register on the Overcoming OCD with Mindfulness & CBT today and build the experience, skills and knowledge you need to enhance your professional development and work towards your dream job. Study this course through online learning and take the first steps towards a long-term career. The course consists of a number of easy to digest, in-depth modules, designed to provide you with a detailed, expert level of knowledge. Learn through a mixture of instructional video lessons and online study materials. Receive online tutor support as you study the course, to ensure you are supported every step of the way. Get a digital certificate as proof of your course completion. The Overcoming OCD with Mindfulness & CBT is incredibly great value and allows you to study at your own pace. Access the course modules from any internet-enabled device, including computers, tablet, and smartphones. The course is designed to increase your employability and equip you with everything you need to be a success. Enrol on the now and start learning instantly! What You Get With The Overcoming OCD with Mindfulness & CBT Receive a e-certificate upon successful completion of the course Get taught by experienced, professional instructors Study at a time and pace that suits your learning style Get instant feedback on assessments 24/7 help and advice via email or live chat Get full tutor support on weekdays (Monday to Friday) Course Design The course is delivered through our online learning platform, accessible through any internet-connected device. There are no formal deadlines or teaching schedules, meaning you are free to study the course at your own pace. You are taught through a combination of Online study materials Certificate of Achievement Endorsed Certificate of Achievement from the Quality Licence Scheme Upon successful completion of the final assessment, you will be eligible to apply for the Quality Licence Scheme Endorsed Certificate of achievement. This certificate will be delivered to your doorstep through the post for £59. An extra £10 postage charge will be required for students leaving overseas.  CPD Accredited Certificate After the successful completion of the final assessment, you will receive a CPD-accredited certificate of achievement. The PDF certificate is for 9.99, and it will be sent to you immediately after through e-mail. You can get the hard copy for 15.99, which will reach your doorsteps by post.  Who Is This Course For: The course is ideal for those who already work in this sector or are an aspiring professional. This course is designed to enhance your expertise and boost your CV. Learn key skills and gain a professional qualification to prove your newly-acquired knowledge. Requirements: The online training is open to all students and has no formal entry requirements. To study the Overcoming OCD with Mindfulness & CBT, all your need is a passion for learning, a good understanding of English, numeracy, and IT skills. You must also be over the age of 16. Course Content Overcoming OCD with Mindfulness & CBT Introduction 00:01:00 Course Outline 00:03:00 What is Mindfulness? 00:03:00 Basic Concept of Mindfulness 00:07:00 Cognitive Therapy 00:04:00 Behavioral Therapy 00:05:00 Obsessive Cycle 00:02:00 Acceptance 00:02:00 Assessment 00:03:00 Action 00:01:00 Nature of Thoughts 00:03:00 Cognitive Theory of Emotional Problems 00:03:00 Compulsion & Impairment 00:03:00 How did you develop OCD? 00:03:00 Psychological Vulnerabilities 00:05:00 Triggering Events 00:03:00 Probability & Awfulness 00:03:00 Superstition & Magical Thinking 00:02:00 Not trusting your sense 00:04:00 The Vicious Flower 00:02:00 Understanding your problem 00:04:00 Rumination & Religion 00:04:00 Starting to tackle your problem 00:03:00 Break Free from OCD 00:03:00 Choosing to Change 00:03:00 Mental Disorders 00:04:00 Family & Friends 00:05:00 Life After OCD 00:03:00 Conclusion 00:02:00 Frequently Asked Questions Are there any prerequisites for taking the course? There are no specific prerequisites for this course, nor are there any formal entry requirements. All you need is an internet connection, a good understanding of English and a passion for learning for this course. Can I access the course at any time, or is there a set schedule? You have the flexibility to access the course at any time that suits your schedule. Our courses are self-paced, allowing you to study at your own pace and convenience. How long will I have access to the course? For this course, you will have access to the course materials for 1 year only. This means you can review the content as often as you like within the year, even after you've completed the course. However, if you buy Lifetime Access for the course, you will be able to access the course for a lifetime. Is there a certificate of completion provided after completing the course? Yes, upon successfully completing the course, you will receive a certificate of completion. This certificate can be a valuable addition to your professional portfolio and can be shared on your various social networks. Can I switch courses or get a refund if I'm not satisfied with the course? We want you to have a positive learning experience. If you're not satisfied with the course, you can request a course transfer or refund within 14 days of the initial purchase. How do I track my progress in the course? Our platform provides tracking tools and progress indicators for each course. You can monitor your progress, completed lessons, and assessments through your learner dashboard for the course. What if I have technical issues or difficulties with the course? If you encounter technical issues or content-related difficulties with the course, our support team is available to assist you. You can reach out to them for prompt resolution.

Learn how to use this innovative tool to analyse and validate your schedule, to add and model uncertainty and risk and to work with updated plans to compare project progress. Course overview Duration: 1 day (6.5 hours) This course looks at the powerful features of Nodes and Links. It looks at analysing and validating your schedule, adding uncertainty and risk and working with updated plans to compare project progress. Hands on practice will be gained throughout the course to ensure you can confidentially put your new skills into practice back in the workplace. This course is designed for new users of Nodes and links, no previous experience is required. You should however be familiar with risk management processes and terminology. Objectives  By the end of the course you will be able to: Import and validate plans Analyse and review plans Add and model uncertainty Add and model risk Load updated schedules Re run analysis on updated schedules Content Validating your plan Importing a baseline plan Running a health check Analysing the results Reviewing the plan Analysing critical paths Reviewing activities Reviewing resources Adding Uncertainty Setting uncertainty templates Distributions Adding uncertainty Using Inherit Using AI Reviewing activity distributions Modelling Uncertainty Running the Analysis Reviewing the results Reviewing activity results Risk Drivers Filtering for activities Setting up the Risk Register Setting Risk Templates Adding Risks to the Risk Register Independent vs Dependant Events Setting Probability and Impact Modelling Uncertainty and Risk Mapping risks to activities Running the Analysis Reviewing the results Updated Plans Importing a new plan version Comparing plans Tracking progress Trend analysis Analysing Updated Plans Using updated plans Synchronising uncertainly and risk Rerunning analysis

Duration 2 Days 12 CPD hours This course is intended for Audience: Data Scientists, Software Developers, IT Architects, and Technical Managers. Participants should have the general knowledge of statistics and programming Also familiar with Python Overview ? NumPy, pandas, Matplotlib, scikit-learn ? Python REPLs ? Jupyter Notebooks ? Data analytics life-cycle phases ? Data repairing and normalizing ? Data aggregation and grouping ? Data visualization ? Data science algorithms for supervised and unsupervised machine learning Covers theoretical and technical aspects of using Python in Applied Data Science projects and Data Logistics use cases. Python for Data Science ? Using Modules ? Listing Methods in a Module ? Creating Your Own Modules ? List Comprehension ? Dictionary Comprehension ? String Comprehension ? Python 2 vs Python 3 ? Sets (Python 3+) ? Python Idioms ? Python Data Science ?Ecosystem? ? NumPy ? NumPy Arrays ? NumPy Idioms ? pandas ? Data Wrangling with pandas' DataFrame ? SciPy ? Scikit-learn ? SciPy or scikit-learn? ? Matplotlib ? Python vs R ? Python on Apache Spark ? Python Dev Tools and REPLs ? Anaconda ? IPython ? Visual Studio Code ? Jupyter ? Jupyter Basic Commands ? Summary Applied Data Science ? What is Data Science? ? Data Science Ecosystem ? Data Mining vs. Data Science ? Business Analytics vs. Data Science ? Data Science, Machine Learning, AI? ? Who is a Data Scientist? ? Data Science Skill Sets Venn Diagram ? Data Scientists at Work ? Examples of Data Science Projects ? An Example of a Data Product ? Applied Data Science at Google ? Data Science Gotchas ? Summary Data Analytics Life-cycle Phases ? Big Data Analytics Pipeline ? Data Discovery Phase ? Data Harvesting Phase ? Data Priming Phase ? Data Logistics and Data Governance ? Exploratory Data Analysis ? Model Planning Phase ? Model Building Phase ? Communicating the Results ? Production Roll-out ? Summary Repairing and Normalizing Data ? Repairing and Normalizing Data ? Dealing with the Missing Data ? Sample Data Set ? Getting Info on Null Data ? Dropping a Column ? Interpolating Missing Data in pandas ? Replacing the Missing Values with the Mean Value ? Scaling (Normalizing) the Data ? Data Preprocessing with scikit-learn ? Scaling with the scale() Function ? The MinMaxScaler Object ? Summary Descriptive Statistics Computing Features in Python ? Descriptive Statistics ? Non-uniformity of a Probability Distribution ? Using NumPy for Calculating Descriptive Statistics Measures ? Finding Min and Max in NumPy ? Using pandas for Calculating Descriptive Statistics Measures ? Correlation ? Regression and Correlation ? Covariance ? Getting Pairwise Correlation and Covariance Measures ? Finding Min and Max in pandas DataFrame ? Summary Data Aggregation and Grouping ? Data Aggregation and Grouping ? Sample Data Set ? The pandas.core.groupby.SeriesGroupBy Object ? Grouping by Two or More Columns ? Emulating the SQL's WHERE Clause ? The Pivot Tables ? Cross-Tabulation ? Summary Data Visualization with matplotlib ? Data Visualization ? What is matplotlib? ? Getting Started with matplotlib ? The Plotting Window ? The Figure Options ? The matplotlib.pyplot.plot() Function ? The matplotlib.pyplot.bar() Function ? The matplotlib.pyplot.pie () Function ? Subplots ? Using the matplotlib.gridspec.GridSpec Object ? The matplotlib.pyplot.subplot() Function ? Hands-on Exercise ? Figures ? Saving Figures to File ? Visualization with pandas ? Working with matplotlib in Jupyter Notebooks ? Summary Data Science and ML Algorithms in scikit-learn ? Data Science, Machine Learning, AI? ? Types of Machine Learning ? Terminology: Features and Observations ? Continuous and Categorical Features (Variables) ? Terminology: Axis ? The scikit-learn Package ? scikit-learn Estimators ? Models, Estimators, and Predictors ? Common Distance Metrics ? The Euclidean Metric ? The LIBSVM format ? Scaling of the Features ? The Curse of Dimensionality ? Supervised vs Unsupervised Machine Learning ? Supervised Machine Learning Algorithms ? Unsupervised Machine Learning Algorithms ? Choose the Right Algorithm ? Life-cycles of Machine Learning Development ? Data Split for Training and Test Data Sets ? Data Splitting in scikit-learn ? Hands-on Exercise ? Classification Examples ? Classifying with k-Nearest Neighbors (SL) ? k-Nearest Neighbors Algorithm ? k-Nearest Neighbors Algorithm ? The Error Rate ? Hands-on Exercise ? Dimensionality Reduction ? The Advantages of Dimensionality Reduction ? Principal component analysis (PCA) ? Hands-on Exercise ? Data Blending ? Decision Trees (SL) ? Decision Tree Terminology ? Decision Tree Classification in Context of Information Theory ? Information Entropy Defined ? The Shannon Entropy Formula ? The Simplified Decision Tree Algorithm ? Using Decision Trees ? Random Forests ? SVM ? Naive Bayes Classifier (SL) ? Naive Bayesian Probabilistic Model in a Nutshell ? Bayes Formula ? Classification of Documents with Naive Bayes ? Unsupervised Learning Type: Clustering ? Clustering Examples ? k-Means Clustering (UL) ? k-Means Clustering in a Nutshell ? k-Means Characteristics ? Regression Analysis ? Simple Linear Regression Model ? Linear vs Non-Linear Regression ? Linear Regression Illustration ? Major Underlying Assumptions for Regression Analysis ? Least-Squares Method (LSM) ? Locally Weighted Linear Regression ? Regression Models in Excel ? Multiple Regression Analysis ? Logistic Regression ? Regression vs Classification ? Time-Series Analysis ? Decomposing Time-Series ? Summary Lab Exercises Lab 1 - Learning the Lab Environment Lab 2 - Using Jupyter Notebook Lab 3 - Repairing and Normalizing Data Lab 4 - Computing Descriptive Statistics Lab 5 - Data Grouping and Aggregation Lab 6 - Data Visualization with matplotlib Lab 7 - Data Splitting Lab 8 - k-Nearest Neighbors Algorithm Lab 9 - The k-means Algorithm Lab 10 - The Random Forest Algorithm