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Overview This comprehensive course on Statistics & Probability for Data Science & Machine Learning will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Statistics & Probability for Data Science & Machine Learning comes with accredited certification from CPD, which will enhance your CV and make you worthy in the job market. So enrol in this course today to fast track your career ladder. How will I get my certificate? You may have to take a quiz or a written test online during or after the course. After successfully completing the course, you will be eligible for the certificate. Who is This course for? There is no experience or previous qualifications required for enrolment on this Statistics & Probability for Data Science & Machine Learning. It is available to all students, of all academic backgrounds. Requirements Our Statistics & Probability for Data Science & Machine Learning is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible with tablets and smartphones so you can access your course on Wi-Fi, 3G or 4G. There is no time limit for completing this course, it can be studied in your own time at your own pace. Career Path Learning this new skill will help you to advance in your career. It will diversify your job options and help you develop new techniques to keep up with the fast-changing world. This skillset will help you to- Open doors of opportunities Increase your adaptability Keep you relevant Boost confidence And much more! Course Curriculum 10 sections • 89 lectures • 11:27:00 total length •Welcome!: 00:02:00 •What will you learn in this course?: 00:06:00 •How can you get the most out of it?: 00:06:00 •Intro: 00:03:00 •Mean: 00:06:00 •Median: 00:05:00 •Mode: 00:04:00 •Mean or Median?: 00:08:00 •Skewness: 00:08:00 •Practice: Skewness: 00:01:00 •Solution: Skewness: 00:03:00 •Range & IQR: 00:10:00 •Sample vs. Population: 00:05:00 •Variance & Standard deviation: 00:11:00 •Impact of Scaling & Shifting: 00:19:00 •Statistical moments: 00:06:00 •What is a distribution?: 00:10:00 •Normal distribution: 00:09:00 •Z-Scores: 00:13:00 •Practice: Normal distribution: 00:04:00 •Solution: Normal distribution: 00:07:00 •Intro: 00:01:00 •Probability Basics: 00:10:00 •Calculating simple Probabilities: 00:05:00 •Practice: Simple Probabilities: 00:01:00 •Quick solution: Simple Probabilities: 00:01:00 •Detailed solution: Simple Probabilities: 00:06:00 •Rule of addition: 00:13:00 •Practice: Rule of addition: 00:02:00 •Quick solution: Rule of addition: 00:01:00 •Detailed solution: Rule of addition: 00:07:00 •Rule of multiplication: 00:11:00 •Practice: Rule of multiplication: 00:01:00 •Solution: Rule of multiplication: 00:03:00 •Bayes Theorem: 00:10:00 •Bayes Theorem - Practical example: 00:07:00 •Expected value: 00:11:00 •Practice: Expected value: 00:01:00 •Solution: Expected value: 00:03:00 •Law of Large Numbers: 00:08:00 •Central Limit Theorem - Theory: 00:10:00 •Central Limit Theorem - Intuition: 00:08:00 •Central Limit Theorem - Challenge: 00:11:00 •Central Limit Theorem - Exercise: 00:02:00 •Central Limit Theorem - Solution: 00:14:00 •Binomial distribution: 00:16:00 •Poisson distribution: 00:17:00 •Real life problems: 00:15:00 •Intro: 00:01:00 •What is a hypothesis?: 00:19:00 •Significance level and p-value: 00:06:00 •Type I and Type II errors: 00:05:00 •Confidence intervals and margin of error: 00:15:00 •Excursion: Calculating sample size & power: 00:11:00 •Performing the hypothesis test: 00:20:00 •Practice: Hypothesis test: 00:01:00 •Solution: Hypothesis test: 00:06:00 •T-test and t-distribution: 00:13:00 •Proportion testing: 00:10:00 •Important p-z pairs: 00:08:00 •Intro: 00:02:00 •Linear Regression: 00:11:00 •Correlation coefficient: 00:10:00 •Practice: Correlation: 00:02:00 •Solution: Correlation: 00:08:00 •Practice: Linear Regression: 00:01:00 •Solution: Linear Regression: 00:07:00 •Residual, MSE & MAE: 00:08:00 •Practice: MSE & MAE: 00:01:00 •Solution: MSE & MAE: 00:03:00 •Coefficient of determination: 00:12:00 •Root Mean Square Error: 00:06:00 •Practice: RMSE: 00:01:00 •Solution: RMSE: 00:02:00 •Multiple Linear Regression: 00:16:00 •Overfitting: 00:05:00 •Polynomial Regression: 00:13:00 •Logistic Regression: 00:09:00 •Decision Trees: 00:21:00 •Regression Trees: 00:14:00 •Random Forests: 00:13:00 •Dealing with missing data: 00:10:00 •ANOVA - Basics & Assumptions: 00:06:00 •One-way ANOVA: 00:12:00 •F-Distribution: 00:10:00 •Two-way ANOVA - Sum of Squares: 00:16:00 •Two-way ANOVA - F-ratio & conclusions: 00:11:00 •Wrap up: 00:01:00 •Assignment - Statistics & Probability for Data Science & Machine Learning: 00:00:00

Gain the skills and credentials to kickstart a successful career and learn from the experts with this step-by-step

Gain the solid skills and knowledge to kickstart a successful career and learn from the experts with this

Anti-Bribery and Corruption Course Overview This anti-bribery and corruption course is accredited by the CPD UK. CPD is globally recognised by employers, professional organisations and academic intuitions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. CPD certified certificates are accepted by thousands of professional bodies and government regulators here in the UK and around the world. Acts of bribery and corrupt business practices are still an all to common part of business to business activity in the UK and Worldwide. Inducements can range from small 'facilitation payments' to gifts worth millions of pounds. They can come in many different forms and can sometimes be hard to track down. This course examines some of the reasons why bribery and corruption occur as well as providing an overview of how common these practices are believed to be, before discussing how normal business activities, such as gifts, hospitality, sponsorship and donations, can be manipulated to become bribes. It goes on to cover the legislation that is in place both in the UK and internationally and the severe penalties that can be brought against someone found to be acting a corrupt way. It also looks at the effects of bribery at a national level, including corruption in state-owned enterprises and governments, worldwide. Finally, on a more practical level, it will show you some of the ways management and employees can reduce the risk of bribery and corruption in their organisations, particularly through anti-bribery and anti-corruption policies. Who should take this course? The course content is aimed at employees at all levels of an organisation that may encounter bribery or corrupt working practices. Entry Requirement There are no academic entry requirements for this anti-bribery and corruption course, and it is open to students of all academic backgrounds. Advantages Training staff in this area can be used as part of a company's proof that they are actively working to discourage corrupt working practices. Online training is flexible, efficient and cost effective meaning the candidate can progress through the modules at their own pace and in their own time, so they can fit the training in around their work and personal life. Further Progression For candidates that want to add more qualifications to their CV our Leadership Skills and Developing Teamwork courses are ILM approved and can provide them with a recognised qualification. For candidates new to management roles Managing Meetings would be a great next step although working through any of our range of Business Skills courses would be valuable. Course Curriculum Module 1: Introduction Module 2: Why Corruption and Bribery Occur Module 3: The UK Bribery Act 2010 Module 4: Reducing the Risk: Management Module 5: ISO 37001 and Employee Responsibilities Recognised Accreditation CPD Certification Service This course is accredited by continuing professional development (CPD). CPD UK is globally recognised by employers, professional organisations, and academic institutions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. CPD certificates are accepted by thousands of professional bodies and government regulators here in the UK and around the world. Many organisations look for employees with CPD requirements, which means, that by doing this course, you would be a potential candidate in your respective field. Quality Licence Scheme Endorsed The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. It will give you a competitive advantage in your career, making you stand out from all other applicants and employees.     Certificate of Achievement Endorsed Certificate from Quality Licence Scheme After successfully passing the MCQ exam you will be eligible to order the Endorsed Certificate by Quality Licence Scheme. The Quality Licence Scheme is a brand of the Skills and Education Group, a leading national awarding organisation for providing high-quality vocational qualifications across a wide range of industries. It will give you a competitive advantage in your career, making you stand out from all other applicants and employees. There is a Quality Licence Scheme endorsement fee to obtain an endorsed certificate which is £65. Certificate of Achievement from Lead Academy After successfully passing the MCQ exam you will be eligible to order your certificate of achievement as proof of your new skill. The certificate of achievement is an official credential that confirms that you successfully finished a course with Lead Academy. Certificate can be obtained in PDF version at a cost of £12, and there is an additional fee to obtain a printed copy certificate which is £35.   FAQs Is CPD a recognised qualification in the UK? CPD is globally recognised by employers, professional organisations and academic intuitions, thus a certificate from CPD Certification Service creates value towards your professional goal and achievement. CPD-certified certificates are accepted by thousands of professional bodies and government regulators here in the UK and around the world. Are QLS courses recognised? Although QLS courses are not subject to Ofqual regulation, they must adhere to an extremely high level that is set and regulated independently across the globe. A course that has been approved by the Quality Licence Scheme simply indicates that it has been examined and evaluated in terms of quality and fulfils the predetermined quality standards. When will I receive my certificate? For CPD accredited PDF certificate it will take 24 hours, however for the hardcopy CPD certificate takes 5-7 business days and for the Quality License Scheme certificate it will take 7-9 business days. Can I pay by invoice? Yes, you can pay via Invoice or Purchase Order, please contact us at info@lead-academy.org for invoice payment. Can I pay via instalment? Yes, you can pay via instalments at checkout. How to take online classes from home? Our platform provides easy and comfortable access for all learners; all you need is a stable internet connection and a device such as a laptop, desktop PC, tablet, or mobile phone. The learning site is accessible 24/7, allowing you to take the course at your own pace while relaxing in the privacy of your home or workplace. Does age matter in online learning? No, there is no age limit for online learning. Online learning is accessible to people of all ages and requires no age-specific criteria to pursue a course of interest. As opposed to degrees pursued at university, online courses are designed to break the barriers of age limitation that aim to limit the learner's ability to learn new things, diversify their skills, and expand their horizons. When I will get the login details for my course? After successfully purchasing the course, you will receive an email within 24 hours with the login details of your course. Kindly check your inbox, junk or spam folder, or you can contact our client success team via info@lead-academy.org

The aim of this course is to provide learners with a comprehensive understanding of organizational system thinking and structure, including the principles and applications of systems thinking, its historical development, and its relevance in the workplace. After the successful completion of the course, you will be able to learn about the following, What are Organizational systems thinking? What is Systems Thinking? What is the History of Systems Thinking? How is Systems Thinking helpful in the Workplace? How can an organization Create a Systems-based Organization? When Should We Use Systems Thinking? What is the Leadership and Organizational Structure? What Is an Organizational Structure? Understanding of Key features of organizational structure. Understanding an Organizational Structure. What are the different types of organizational structures? How an organization can Form an organization structure. What are the Benefits of Organizational Structures? What is the Leadership role in developing a Strategy? How can leaders exercise their leadership power and influence? This course will provide the learners to delve into the concept of organizational system thinking and structure. The module will examine the benefits of using systems thinking in organizational decision-making and explore how organizations can create a systems-based approach to management. The aim of this course is to provide learners with a comprehensive understanding of organizational system thinking and structure, including the principles and applications of systems thinking, its historical development, and its relevance in the workplace. VIDEO - Course Structure and Assessment Guidelines Watch this video to gain further insight. Navigating the MSBM Study Portal Watch this video to gain further insight. Interacting with Lectures/Learning Components Watch this video to gain further insight. Organization System Thinking and Structure Self-paced pre-recorded learning content on this topic. Understanding Organizational System Thinking and Structure Put your knowledge to the test with this quiz. Read each question carefully and choose the response that you feel is correct. All MSBM courses are accredited by the relevant partners and awarding bodies. Please refer to MSBM accreditation in about us for more details. There are no strict entry requirements for this course. Work experience will be added advantage to understanding the content of the course.The certificate is designed to enhance the learner's knowledge in the field. This certificate is for everyone eager to know more and get updated on current ideas in their respective field. We recommend this certificate for the following audience. Organizational Development Specialist Leadership Development Specialist Organizational Effectiveness Manager Change Management Consultant Systems Thinking Analyst Organizational Behavior Analyst Talent Management Consultant Learning and Development Manager Performance Improvement Analyst Chief Operating Officer (COO) Average Completion Time 2 Weeks Accreditation 3 CPD Hours Level Advanced Start Time Anytime 100% Online Study online with ease. Unlimited Access 24/7 unlimited access with pre-recorded lectures. Low Fees Our fees are low and easy to pay online.

Course Description Get instant knowledge from this bite-sized Career Development: Part 1 course. This course is very short and you can complete it within a very short time. In this Career Development: Part 1 course you will get fundamental ideas of career development, the key understanding of self-improvement, passion and so on. Enrol in this course today and start your instant first step towards learning about your career. Learn faster for instant implementation. Learning outcome  Understand what career is Deepen your understanding of self-improvement Learn about passion Requirement Our Career Development: Part 1 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 Development: Part 1 Module 01: Career 00:16:00 Module 02: Self-Improvement 00:16:00 Module 03: Passion 00:17:00 Assignment Assignment - Career Development: Part 1 00:00:00

Course Description Get instant knowledge from this bite-sized Career Development: Part 2 course. This course is very short and you can complete it within a very short time. In this Career Development: Part 2 course you will get fundamental ideas of career development, the key understanding of passion, money and so on. Enrol in this course today and start your instant first step towards learning about how to chase the passion. Learn faster for instant implementation. Learning outcome  Know how to chase the passion Learn about passion and money Be good at your passion Requirement Our Career Development: Part 2  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 Development: Part 2 Module 01: Chase the Passion 00:17:00 Module 02: Be Good at Your Passion 00:27:00 Module 03: Passion and Money 00:15:00 Assignment Assignment - Career Development: Part 2 00:00:00

Course Description Get instant knowledge from this bite-sized Career Development: Part 3 course. This course is very short and you can complete it within a very short time. In this Career Development: Part 3 course you will get fundamental ideas of career development, the key understanding of preparing for success, mastering your mindset and so on. Enrol in this course today and start your instant first step towards learning about mastering your mindset. Learn faster for instant implementation. Learning outcome  Understand job hunting Be prepare for success Know how to master your mindset Be able to prosper in career Requirement Our Career Development: Part 3 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 Development: Part 3 Module 01: Master Your Mindset 00:22:00 Module 02: Preparation for Success 00:27:00 Module 03: Job Hunting 00:26:00 Module 04: Prosper in Career 00:20:00 Assignment Assignment - Career Development: Part 3 00:00:00

Overview Professionals with a solid foundation in corporate governance and risk management are highly valued in the evergrowing corporate sector. You can learn both topics within one course with our Corporate Governance and Risk Management Course. This course will help you deepen your knowledge and enhance your skills in these areas in no time. The informative modules will allow you to understand the key principles of corporate governance. Then, you will be able to learn about governance structure and mechanisms. Through this course, you will also develop your skills and expertise in risk management in corporate settings. Furthermore, the course will discuss the essentials of compliance audit and assist you in building excellent skills in this area. After the successful completion of the course you will receive a certificate of achievement accredited by CPD. This certificate will enhance your resume and your employability in the corporate industry enrol now! Course Preview Learning Outcomes Understand the key principles of corporate governance Recognise the governance structure and mechanism Enhance your knowledge of corporate ethics and code of conduct Learn about the core strategies of risk management Develop the ability to manage different types of risks Gain an in-depth knowledge of compliance audit Why Take This Course From John Academy? Affordable, well-structured and high-quality e-learning study materials Meticulously crafted engaging and informative tutorial videos and materials Efficient exam systems for the assessment and instant result Earn UK & internationally recognised accredited qualification Easily access the course content on mobile, tablet, or desktop from anywhere, anytime Excellent career advancement opportunities Get 24/7 student support via email What Skills Will You Learn from This Course? Corporate governance Risk management Compliance audit Who Should Take this Corporate Governance and Risk Management Course? Whether you're an existing practitioner or an aspiring professional, this course will enhance your expertise and boost your CV with key skills and a recognised qualification attesting to your knowledge. Are There Any Entry Requirements? This Corporate Governance and Risk Management Course is available to all learners of all academic backgrounds. But learners should be aged 16 or over to undertake the qualification. And a good understanding of the English language, numeracy, and ICT will be helpful. Corporate Governance and Risk Management Course Certification After completing and passing the Corporate Governance and Risk Management Course successfully, you will be able to obtain a Recognised Certificate of Achievement. Learners can obtain the certificate in hard copy at £14.99 or PDF format at £11.99. Career Path​ This exclusive Corporate Governance and Risk Management Course will equip you with effective skills and abilities and help you explore career paths such as  Compliance Officer Corporate Governance Officer Risk Management Analyst Compliance Manager ESG Strategist Module 01: Introduction to Corporate Governance Introduction to Corporate Governance 00:20:00 Module 02: Governance Structures and Mechanisms Governance Structures and Mechanisms 00:16:00 Module 03: Transparency, Disclosure and Ethics Transparency, Disclosure and Ethics 00:16:00 Module 04: Corporate Governance in ESG Corporate Governance in ESG 00:12:00 Module 05: Introduction to Risk Management Module Introduction to Risk Management 00:10:00 Module 06: Risk and Types of Risk Risk and Types of Risk 00:09:00 Module 07: Risk Management Process Risk Management Process 00:07:00 Module 08: Compliance and Ethics Compliance and Ethics 00:12:00 Module 09: Compliance Audit Compliance Audit 00:13:00 Certificate and Transcript Order Your Certificates and Transcripts 00:00:00

GPON and FTTx networks training course description Designed to benefit those requiring an in depth knowledge of the principles and applications of Ten Gigabit and Gigabit Passive Optical Networking and Fibre to the X in NG Networks applications and their associated equipment, its flexibility and function within a modern transmission network. Using an effective mix of 'hands on' equipment instruction and correlation to theory based learning the delegate will gain a complete understanding of the equipment and the tasks to be undertaken in a real life situation. What will you learn Compare PON/FTTx systems. Explain network elements and designs. Support applications and network interfaces. List circuit provisioning and bandwidth requirements. Understand upstream & downstream issues. Describe headend & network elements/OLT-ONT. Perform network testing with OTDR test sets. GPON and FTTx networks training course details Who will benefit: Anyone working with GPON and FTTx. Prerequisites: Introduction to data communications and networking. Duration 5 days GPON and FTTx training course contents FTTN, FTTC, FTTH SMF, MMF, Fibre safety and properties (dispersion/attenuation), Fibre reel cables and types, Fibre installation and air blown fibre, Transmitters and receivers - power budget/laser classes. Fibre to the home (FTTH), FTTC (Fibre to the Cabinet), FTTN (Fibre to the node) , FTTD (Fibre to the desk), FFTH topologies and wavelengths, Active or passive optical network. WDM equipment and GPON OSP design Wavelength considerations, WDM/DWDM/CWDM, EDFA optical amplification, AWG (Arrayed Waveguide Grating) splitters , Couplers (splitters) and losses, Optical splitters 1x2, 1x4, 1x8, 1x16, 1x32, 1x64, 2x64. PON variants Gigabit passive optical network (GPON), Gigabit Ethernet passive optical network (GEPON), Time division PON (TDM-PON), Wave Division Multiplexing PON (WDM-PON), 1Gbps, 10Gbps, 40Ggps, 100Gbps FSAN (Full Service Access Network) NGA (Next Generation Access), Strategies for TDM-PON to WDM-PON migration, Architecture of NG-PON (hybrid WDM/TDM PON), Additional services than triple play. GEPON design GPON OSP centralized and distributed design, GPON PON splitters x4 x8 x32, Fibre splice trays /cassette trays & enclosures, GPON field testing and installation verification, GPON physical layer testing, Optical time domain reflectometer (OTDR), Optical power source & meter, Optical return loss (ORL), APON/BPON/GPON/EPON comparisons. GPON ITU-T G.984.1 Reference model, terminology & architecture, Access network system management functions. ONT & OLT functional block examples. FTTx scenarios, 4 switching arrangements for external access network backup. GPON ITU-T G.984.2 Physical layer, Enhancement band, Bit rate and wavelengths, FEC and RAMAN. GPON ITU-T G.984.3 Frame structure, GPON encapsulation method (GEM), GTC adaptation and framing sublayer protocol stack, Status reporting & traffic monitoring DBA (SR-DBA & TM-DBA), Transmission container (T-CONT) types, Downstream & upstream multiplexing, GEM port identifier, Media access control and ONU registration, Extended bandwidth assignment model scheduling architecture, PLOAM & alarm messages, Downstream & Upstream FEC, Process order in a GTC transmit flow. GPON ITU-T G.984.4 and G.988 ONT management and control interface (OMCI) Management interface, Reference model, Typical ONT with SCTE 55-1 or SCTE 55-2 compliancy. GPON ITU-T G.984.5 enhancement band Band options, GPON NGA, Wavelength allocation. GPON ITU-T G.984.6 optical reach extension (G.984.re) Reach extension (RE), OA-based and OEO-based reach extenders, Protection, Reach extender with OTDR blocking filters (BF) and bypass (BYP) filters. GPON ITU-T G.984.7 long reach Quiet Window. 10-GPON ITU-T G.987.1 (XG-PON) Scenarios, reference access network architecture, XG-PON with G-PON through WDM1r, G-PON and XG-PON wavelength allocation, G-PON and XG-PON co-existence with video overlay option, RE migration scenarios. G.989 40Gbps XG-PON2 Functional reference architecture, NG-PON2 system coexistence with legacy systems, Definitions of legacy compatibility terminology. GPON issues and standards GPON components GPON OLT / GPON ONT, GPON management, Operational support systems (OSS), Network management systems (NMS), OMCI (ONT Management control interface), RG (Residential gateway), Data and prioritised voice channel product, GPON broadband-forum standards, Broadband-forum , TR-069 and TR-156, HPNA (home phone network alliance), Powerline carrier (PLC), GPON DLNI G.hn or G.9960, MOCA, FTTH council certification standard for network certification. Fibre-connected home badge, Ethernet in the first mile (EFM), GPON frame synchronization to network timing, Direct clock synchronization interface (BITS), Multiservice access platform (MSAP), Software planning tool, Superconnected cities / voucher scheme. Hands on practical assignments Single and multimode fibre recognition, Fibre Cleaning methods, Checking cleaning with an optical microscope, Optical light source and optical power meter referencing, PON splitter and fibre drum testing with an optical power meter, 6km classroom passive optical network testing with an OTDR at 1310/1550nm, Using decibels (dB's) and decibel milliwats (dBm's), Designing networks up to 20km long using vendor specifications (power budget), Fault finding with a visible fault locator.