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Help manage your firm's risk exposure with this accessible online course. Key features of cryptocurrencies- understand what they are and how they work Financial crime risks- discover the risks specific to cryptocurrencies Solutions- how best to manage those associated risks Successful completion of this course provides formal recognition to anyone wishing to enhance their knowledge quickly in this niche subject area. ICA Specialist Certificates, awarded in association with Alliance Manchester Business School, the University of Manchester, will help you quickly gain actionable knowledge to boost your confidence and credibility. What will I learn: Essential concepts of financial crime Distributed ledger technologies (DLT's) Blockchains Cryptocurrencies Cryptocurrency risk and financial crime Blockchain investigations vs Traditional investigations Solutions to managing risk from crypto-assets Red flag indicators Application within the financial industry
Description Register on the Collision Intro Animation in After Effects 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 certificate as proof of your course completion. The Collision Intro Animation in After Effects course is incredibly great value and allows you to study at your own pace. Access the course modules from any internet-enabled device, including computers, tablets, 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 This Course Receive a digital 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) Certificate of Achievement 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. Method of Assessment You need to attend an assessment right after the completion of this course to evaluate your progression. For passing the assessment, you need to score at least 60%. After submitting your assessment, you will get feedback from our experts immediately. Who Is This Course For The course is ideal for those who already work in this sector or are aspiring professionals. 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. Course Content Section 01: Introduction Introduction 00:01:00 Section 02: How To Create 3D Rocky Text Apply Rock Texture 00:07:00 Lighting Effects 00:03:00 Apply 3D Texture 00:07:00 Section 03: How To Create A Collision Animation Animate Collision 00:09:00 Final Touches 00:06:00 Assignment Assignment - Collision Intro Animation in After Effects 00:00:00 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.
Ever wondered about the workings of your mobile? Or the forces preventing us from slipping? Or how sound travels through your earphones? Physics is about much more than black holes and atmospheres; it's the study of unseen forces that orchestrate our world, offering answers to life's profound questions. This dynamic online programme delves deep into energy forms, their storage and transfer. You will learn about the structure of particles that constitute our surroundings, and their interactions. Explore electromagnetism, properties of radiation waves, and the marvels of the solar system. IGCSE Physics is a gateway to careers in astronomy, environmental science, engineering and beyond, and to further university study. Self-paced, with a comprehensive induction and well-structured assignments, it prepares you for your exams at your convenience. Key Benefits: Up-to-date course designed with captivating, dynamic content Fast-track option available for 2022 exams Access to our network of partner exam centres (guaranteed exam venue) Unlimited tutor support for tailored study plans and continual assistance Exam pass guarantee (we'll support you to the next exam if you don't pass first time) Physics is the science of matter, motion, energy, and universal laws. This IGCSE distance learning programme introduces fundamental physics concepts, including heat, light, magnetism and electricity. About the awarding body Awarding body: Edexcel Our course code: X814 Qualification code: 4PH1 Edexcel, the UK's largest awarding organisation, offers academic and vocational qualifications in schools, colleges, and workplaces in the UK and abroad. They have facilitated success through learning for nearly two decades. ⏱ Study Hours Allow for between 120-150 hours’ study time, plus additional time for completing assignments. 👩🏫 Study Method Our course is offered via our interactive online learning platform with a variety of learning resources such as videos, quizzes, and activities. You can also print the materials if preferred. 📆 Course Duration Enrol now for a course start date of 01/09/23. You'll receive your login details to MyOxbridge (our online platform) before this date. You will enjoy unlimited tutor support for two years from your course start date. 📋 Assessment Enrolment for examinations from Summer 2024 is now open. This is a linear qualification; students will sit all their exams at the end of the course. Two GCSE standard written exams are required. Guaranteed exam spaces are provided in one of our UK exam centres. Check your closest exam centre. Throughout the course, various assignments will be required. These are not counted towards your final grade but offer an opportunity for tutor feedback and progress monitoring. 👩🎓 Course Outcomes Upon successful completion, you'll receive an IGCSE in Physics, awarded by Edexcel. This syllabus is specifically chosen for its suitability to distance learning. ℹ️ Additional Information Difficulty - Level 2 Entry Requirements - While there are no formal entry requirements, intermediate English reading and writing ability is recommended. Course Content Forces and motion Electricity Waves Energy resources and energy transfers Solids, liquids, and gases Magnetism and electromagnetism Radioactivity and particles Astrophysics
Learn how to build and test APIs and web services, which form the foundation of most software engineer work with the help of this carefully structured beginner's level course. You will be learning all of this in Python, one of the world's most popular and widely used programming languages.
CPD Accredited, Interactive Short Course 2 hr session This training session gives a good introduction to epilepsy How can you best understand and help those affected with different types of seizures Great for those who have contact with people with epilepsy, such as family and friends, those working in education and afterschool clubs, sports and good CPD for nurses Course Contents: What is Epilepsy The different types of seizures Keeping someone safe while they're having a seizure Understand how having epilepsy affects someone's life Great for teachers and TAs in schools, for those working in care or community events, and those close to people with epilepsy Benefits of this Short Course: Epilepsy is one of the most common neurological conditions In the UK, there are over 600,000 people with a diagnosis of epilepsy That is about 1 in 103 people, or 1 child or young person in every 3 classrooms Every year, 1000 people in the UK die due to their epilepsy Help avoid unnecessary suffering or even death by knowing what to do to help while they're having an epileptic seizure, and keep them safe
Getting Started The CMI Level 7 Certificate in Strategic Management and Leadership Practice is an ideal course for individuals wishing to develop the necessary skills required for effective senior managers and leaders. This CMI Level 7 Certificate course is designed for those desiring to develop strategic management and leadership practices who will have the knowledge, skills and behaviours to drive business activities in a senior, regional, specialist, director or CEO management and leadership role. You will gain the expertise and significantly improve your potential to implement fundamental management and leadership models within an organisation's strategic framework. Depending on your career goals, you will learn various aspects of strategic management and leadership practices. The Level 7 Certificate in Strategic Management and Leadership Practice is a shorter course that will give you key skills and competencies to become a competent manager and deliver effective results for your organisation. You'll have a wide range of modules to choose from, and depending on your career goals, you can select the modules that will be most effective for your progression. Key Benefits Demonstrate to employers that you possess substantial senior management and leadership skills required to drive business activities and achieve organisational success. Develop the professionalism to deliver impact and behave ethically Demonstrate a commitment to continual learning and development Build strategic management and leadership skills to focus on the requirements of embedding the organisation's strategy Provide skills and behaviours to drive core business activities Key Highlights Do you want to develop strategic management and leadership skills and drive business activities in a senior, regional, director or CEO management and leadership role? The CMI Level 7 Strategic Management & Leadership Practice offered by the School of Business and Technology London is the ideal starting point for your career journey. 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 CMI-approved tutors will 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 you with 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 CMI Level 7 Strategic Management & Leadership Practice can open many career pathways including, but not limited to: Senior Manager - With an estimated average salary of £ 75,270 per annum Regional Manager - With an estimated average salary of £ 52,379 per annum Specialist Manager With an estimated average salary of £56,872 per annum Regional Director, with an estimated average salary of £110,000 per annum Director, with an estimated average salary of £135,397 per annum CEO, with an estimated average salary of £155,000 per annum About Awarding Body Chartered Management Institute established over 60 years ago as the British Institute of Management back then; it has developed the UK's very first diploma in management studies. In the years that followed CMI has consistently been at the forefront of all aspects of management and leadership. Today CMI is the only chartered professional awarding body committed to offering the highest standards in management and leadership excellence. Presently over 100,000 managers use its unique services daily. CMI qualifications aim for managers and leaders at any level, and it remains the only Awarding Body which can award Chartered Manager status - the ultimate management accolade. Employers highly value the qualifications awarded by CMI, and boost your career prospects. What is included? Learn 100% online at your own pace Dedicated support from expert tutors Dedicated Support Desk Portal: You can raise queries, request tutor support and ask for a call back whenever you need guidance and assistance. Elevate Knowledge: Your tutors will provide formative assessment feedback for each module, helping you improve your achievements throughout the program Schedule online personal tutor meetings whenever you want, which will help you get the most out of your studies and provide guidance, support and encouragement 10 months support period 24-hour access to the online learning platform 'MyLearnDirect' Schedule live online classes for each module at your convenience. (Blended learning only) Quality learning resources and study guides developed by CMI-approved tutors. All assessment materials are conveniently accessible through the online learning platform 'MyLearnDirect' Induction: We offer online and flexible learning induction to help you settle in and prepare for your online studies Get Foundation Chartered Manager status upon course completion Fast Track to Chartered Manager status. You will be eligible to apply for Chartered Manager status, the ultimate professional accolade for managers, after completing the course and with 3+ years of experience in a managerial role. Access to CMI Management Direct. It has 100,000s of reliable and validated management and leadership resources, including company and industry reports, videos, checklists, E-books, and journals. You have access to CMI Membership and Support for the duration of your study. Assessment For each module you study, you will complete a written assignment of 3500 to 4500 words and submit it online at your MyLearnDirect learning portal. The submitted assignments will be assessed by your CMI-approved tutor. Entry Requirements This course is designed for practising or aspiring senior managers, regional managers, specialist managers, or directors. You don't need any formal qualifications to study the CMI Level 7 Certificate in Strategic Management and Leadership Practice. However, to be eligible for this course, you must: Be 21 years of age and over Have some management experience in the junior, middle or senior level Possess the ability to complete the Level 7 course Our friendly admissions advisors will provide the best advice, considering your needs and goals. Progression Upon successful completion of their qualification, learners are able to progress to further learning within the suite of Level 7 Qualifications in Strategic Management and Leadership in Practice - i.e. completing the certificate and topping up to the Diploma. Why gain a CMI Qualification? Achieving the globally recognised CMI Level 7 qualification will demonstrate to employers that you possess substantial senior management and leadership skills required to drive business activities and achieve organisational success. The CMI Level 7 Certificate in Strategic Management and Leadership Practice is ideal for senior managers, regional managers, directors and CEOs who want to develop skills to drive business activities and deliver long-term outcomes. With this CMI Level 7 Certificate, you will develop skills and knowledge to manage people, projects, change, services, operations, and strategies for delivering organisational success. You will build your strategic management and leadership skills to focus on the requirements of embedding the organisation's strategy. Upon completing this course, you can progress to further learning within the suite of Level 7 courses in Management and Leadership - i.e. achieving a Certificate and topping up to a Diploma. Studying for a CMI qualification offers you more than just academic standing. When you enrol with us for the CMI Level 7 Certificate in Strategic Management and Leadership Practice, you will have access to CMI Membership and Support for the duration of your study alongside your qualification. You can fast-track to apply for Chartered Manager status, the ultimate professional accolade for managers, after completing the CMI Level 7 Certificate in Strategic Management and Leadership Practice course and with 3+ years of experience in a managerial role. CMI graduates achieve remarkable things: 72% agree that their CMI qualification gave them a competitive edge in the job application process. 89% agree they use the skills learnt on their accredited qualification in their current role. 88% agree that the accredited qualification gave them good career prospects. Recent CMI graduates earn a median of 28k compared to just 21k for a typical business studies graduate. Employers highly value the qualifications awarded by CMI, and over 80% of managers agree that a CMI qualification is essential to becoming a professional manager. 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- Strategic Risk Management Reference No : CMI 708 Credit : 8 || TQT : 80 LEARNING OUTCOME 1. Understand strategies for managing risk. 2. Know how to develop risk management strategies. UNIT2- Leading Strategic Change Reference No : CMI 705 Credit : 8 || TQT : 80 LEARNING OUTCOME 1. Understand the scope and context of strategic change. 2. Know how to propose a strategy for leading strategic change. UNIT3- Finance for Strategic Leaders Reference No : CMI 706 Credit : 9 || TQT : 90 LEARNING OUTCOME 1. Understand the scope of the Finance function within an organisational context. 2. Understand the role of Finance in strategic decision making. UNIT4- Organisational Design and Development Reference No : CMI 707 Credit : 8 || TQT : 80 LEARNING OUTCOME 1. Understand organisational design and development. 2. Understand how to apply the principles of organisational design and development. UNIT5- Developing Organizational Strategy Reference No : CMI 704 Credit : 9 || TQT : 90 LEARNING OUTCOME 1. Understand how to develop strategy. 2. Know how to develop strategy. UNIT6- Strategic Leadership Reference No : CMI 701 Credit : 11 || TQT : 110 LEARNING OUTCOME 1. Understand the role and context for strategic leadership. 2. Understand the behaviours and skills for strategic leadership. UNIT7- Leading and Developing People to Optimise Performance Reference No : CMI 702 Credit : 10 || TQT : 100 LEARNING OUTCOME 1. Understand the principles for leading and developing people. 2. Understand leadership and development strategy. UNIT8- Collaboration and Partnerships Reference No : CMI 703 Credit : 7 || TQT : 70 LEARNING OUTCOME 1. Understand the role of collaboration and partnerships. 2. Know how collaboration and partnerships further organisational success. UNIT9- Strategic Management of Data and Information Reference No : CMI 709 Credit : 8 || TQT : 80 LEARNING OUTCOME 1. Understand the strategic management of data and information UNIT10- Marketing Strategy Reference No : CMI 710 Credit : 8 || TQT : 80 LEARNING OUTCOME 1. Understand the context in which a marketing strategy is developed. 2. Know how to develop a marketing strategy. UNIT11- Entrepreneurial Practice Reference No : CMI 711 Credit : 9 || TQT : 90 LEARNING OUTCOME 1. Understand entrepreneurship in strategic contexts. 2. Understand the principles of entrepreneurial practice. UNIT12- Strategic Management Project Reference No : CMI 712 Credit : 10 || TQT : 100 LEARNING OUTCOME 1. Know how to develop a strategic management project. 2. Know how to conduct a strategic management project. UNIT13- Applied Research for Strategic Leaders Reference No : CMI 713 Credit : 7 || TQT : 70 LEARNING OUTCOME 1. Understand the research process 2. Know how to develop a research proposal of strategic benefit. UNIT14- Personal and Professional Development for Strategic Leaders Reference No : CMI 714 Credit : 9 || TQT : 90 LEARNING OUTCOME 1. Understand approaches for personal and professional development. 2. Know how to develop as a strategic leader through personal and professional development. UNIT15- Strategic Approaches to Equality, Diversity and Inclusion Reference No : CMI 715 Credit : 8 || TQT : 80 LEARNING OUTCOME 1. Understand equality, diversity and inclusion at a strategic level. 2. Know how to develop strategic priorities for equality, diversity and inclusion. UNIT16- Strategic Approaches to Mental Health and Wellbeing Reference No : CMI 716 Credit : 7 || TQT : 70 LEARNING OUTCOME 1. Understand the impact of managing mental health and wellbeing on organisational performance. 2. Know how to develop a culture of mental health and wellbeing. UNIT17- Strategic Corporate Social Responsibility and Sustainability Reference No : CMI 608 Credit : 6 || TQT : 60 LEARNING OUTCOME 1. Understand corporate social responsibility and sustainability in organisational contexts. 2. Know how corporate social responsibility and sustainability is applied in an organisational setting. UNIT18- Leading Quality Management Reference No : CMI 609 Credit : 7 || TQT : 70 LEARNING OUTCOME 1. Understand the factors which influence organisational approaches to quality management. 2. Know how to lead quality management to achieve strategic objectives. UNIT19- Principles and Practices of Policy Development Reference No : CMI 610 Credit : 6 || TQT : 60 LEARNING OUTCOME 1. Understand the context in which a policy is developed. 2. Know how to develop, implement and evaluate policy. UNIT20- Coaching Skills for Leaders Reference No : CMI 612 Credit : 7 || TQT : 70 LEARNING OUTCOME 1. Understand the benefits, types and application of coaching used by leaders. 2. Know the skills, techniques and approaches required by leaders to coach. UNIT21- Principles and Practices of Ethical Decision Making Reference No : CMI 614 Credit : 6 || TQT : 60 LEARNING OUTCOME 1. Understand ethical decision making within organisational contexts. 2. Know how to make an ethical decision. 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. Management Direct As part of the program, you will get access to CMI Management Direct, which provides a rich foundation of management and resource for students. The Management Direct is packed with content, including: E-Books Articles Leader videos Idea for leaders Models and so much more... 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.
Overview In this age of technology, data science and machine learning skills have become highly demanding skill sets. In the UK a skilled data scientist can earn around £62,000 per year. If you are aspiring for a career in the IT industry, secure these skills before you start your journey. The Complete Machine Learning & Data Science Bootcamp 2023 course can help you out. This course will introduce you to the essentials of Python. From the highly informative modules, you will learn about NumPy, Pandas and matplotlib. The course will help you grasp the skills required for using python for data analysis and visualisation. After that, you will receive step-by-step guidance on Python for machine learning. The course will then focus on the concepts of Natural Language Processing. Upon successful completion of the course, you will receive a certificate of achievement. This certificate will help you elevate your resume. So enrol today! How will I get my certificate? You may have to take a quiz or a written test online during or after the course. After successfully completing the course, you will be eligible for the certificate. Who is This course for? Anyone with an interest in learning about data science can enrol in this course. It will help aspiring professionals develop the basic skills to build a promising career. Professionals already working in this can take the course to improve their skill sets. Requirements The students will not require any formal qualifications or previous experience to enrol in this course. Anyone can learn from the course anytime from anywhere through smart devices like laptops, tabs, PC, and smartphones with stable internet connections. They can complete the course according to their preferable pace so, there is no need to rush. Career Path This course will equip you with valuable knowledge and effective skills in this area. After completing the course, you will be able to explore career opportunities in the fields such as Data Analyst Data Scientist Data Manager Business Analyst Course Curriculum 18 sections • 98 lectures • 23:48:00 total length •Welcome & Course Overview6: 00:07:00 •Set-up the Environment for the Course (lecture 1): 00:09:00 •Set-up the Environment for the Course (lecture 2): 00:25:00 •Two other options to setup environment: 00:04:00 •Python data types Part 1: 00:21:00 •Python Data Types Part 2: 00:15:00 •Loops, List Comprehension, Functions, Lambda Expression, Map and Filter (Part 1): 00:16:00 •Loops, List Comprehension, Functions, Lambda Expression, Map and Filter (Part 2): 00:20:00 •Python Essentials Exercises Overview: 00:02:00 •Python Essentials Exercises Solutions: 00:22:00 •What is Numpy? A brief introduction and installation instructions.: 00:03:00 •NumPy Essentials - NumPy arrays, built-in methods, array methods and attributes.: 00:28:00 •NumPy Essentials - Indexing, slicing, broadcasting & boolean masking: 00:26:00 •NumPy Essentials - Arithmetic Operations & Universal Functions: 00:07:00 •NumPy Essentials Exercises Overview: 00:02:00 •NumPy Essentials Exercises Solutions: 00:25:00 •What is pandas? A brief introduction and installation instructions.: 00:02:00 •Pandas Introduction: 00:02:00 •Pandas Essentials - Pandas Data Structures - Series: 00:20:00 •Pandas Essentials - Pandas Data Structures - DataFrame: 00:30:00 •Pandas Essentials - Handling Missing Data: 00:12:00 •Pandas Essentials - Data Wrangling - Combining, merging, joining: 00:20:00 •Pandas Essentials - Groupby: 00:10:00 •Pandas Essentials - Useful Methods and Operations: 00:26:00 •Pandas Essentials - Project 1 (Overview) Customer Purchases Data: 00:08:00 •Pandas Essentials - Project 1 (Solutions) Customer Purchases Data: 00:31:00 •Pandas Essentials - Project 2 (Overview) Chicago Payroll Data: 00:04:00 •Pandas Essentials - Project 2 (Solutions Part 1) Chicago Payroll Data: 00:18:00 •Matplotlib Essentials (Part 1) - Basic Plotting & Object Oriented Approach: 00:13:00 •Matplotlib Essentials (Part 2) - Basic Plotting & Object Oriented Approach: 00:22:00 •Matplotlib Essentials (Part 3) - Basic Plotting & Object Oriented Approach: 00:22:00 •Matplotlib Essentials - Exercises Overview: 00:06:00 •Matplotlib Essentials - Exercises Solutions: 00:21:00 •Seaborn - Introduction & Installation: 00:04:00 •Seaborn - Distribution Plots: 00:25:00 •Seaborn - Categorical Plots (Part 1): 00:21:00 •Seaborn - Categorical Plots (Part 2): 00:16:00 •Seborn-Axis Grids: 00:25:00 •Seaborn - Matrix Plots: 00:13:00 •Seaborn - Regression Plots: 00:11:00 •Seaborn - Controlling Figure Aesthetics: 00:10:00 •Seaborn - Exercises Overview: 00:04:00 •Seaborn - Exercise Solutions: 00:19:00 •Pandas Built-in Data Visualization: 00:34:00 •Pandas Data Visualization Exercises Overview: 00:03:00 •Panda Data Visualization Exercises Solutions: 00:13:00 •Plotly & Cufflinks - Interactive & Geographical Plotting (Part 1): 00:19:00 •Plotly & Cufflinks - Interactive & Geographical Plotting (Part 2): 00:14:00 •Plotly & Cufflinks - Interactive & Geographical Plotting Exercises (Overview): 00:11:00 •Plotly & Cufflinks - Interactive & Geographical Plotting Exercises (Solutions): 00:17:00 •Project 1 - Oil vs Banks Stock Price during recession (Overview): 00:15:00 •Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 1): 00:18:00 •Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 2): 00:18:00 •Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 3): 00:17:00 •Project 2 (Optional) - Emergency Calls from Montgomery County, PA (Overview): 00:03:00 •Introduction to ML - What, Why and Types..: 00:15:00 •Theory Lecture on Linear Regression Model, No Free Lunch, Bias Variance Tradeoff: 00:15:00 •scikit-learn - Linear Regression Model - Hands-on (Part 1): 00:17:00 •scikit-learn - Linear Regression Model Hands-on (Part 2): 00:19:00 •Good to know! How to save and load your trained Machine Learning Model!: 00:01:00 •scikit-learn - Linear Regression Model (Insurance Data Project Overview): 00:08:00 •scikit-learn - Linear Regression Model (Insurance Data Project Solutions): 00:30:00 •Theory: Logistic Regression, conf. mat., TP, TN, Accuracy, Specificityetc.: 00:10:00 •scikit-learn - Logistic Regression Model - Hands-on (Part 1): 00:17:00 •scikit-learn - Logistic Regression Model - Hands-on (Part 2): 00:20:00 •scikit-learn - Logistic Regression Model - Hands-on (Part 3): 00:11:00 •scikit-learn - Logistic Regression Model - Hands-on (Project Overview): 00:05:00 •scikit-learn - Logistic Regression Model - Hands-on (Project Solutions): 00:15:00 •Theory: K Nearest Neighbors, Curse of dimensionality .: 00:08:00 •scikit-learn - K Nearest Neighbors - Hands-on: 00:25:00 •scikt-learn - K Nearest Neighbors (Project Overview): 00:04:00 •scikit-learn - K Nearest Neighbors (Project Solutions): 00:14:00 •Theory: D-Tree & Random Forests, splitting, Entropy, IG, Bootstrap, Bagging.: 00:18:00 •scikit-learn - Decision Tree and Random Forests - Hands-on (Part 1): 00:19:00 •scikit-learn - Decision Tree and Random Forests (Project Overview): 00:05:00 •scikit-learn - Decision Tree and Random Forests (Project Solutions): 00:15:00 •Support Vector Machines (SVMs) - (Theory Lecture): 00:07:00 •scikit-learn - Support Vector Machines - Hands-on (SVMs): 00:30:00 •scikit-learn - Support Vector Machines (Project 1 Overview): 00:07:00 •scikit-learn - Support Vector Machines (Project 1 Solutions): 00:20:00 •scikit-learn - Support Vector Machines (Optional Project 2 - Overview): 00:02:00 •Theory: K Means Clustering, Elbow method.: 00:11:00 •scikit-learn - K Means Clustering - Hands-on: 00:23:00 •scikit-learn - K Means Clustering (Project Overview): 00:07:00 •scikit-learn - K Means Clustering (Project Solutions): 00:22:00 •Theory: Principal Component Analysis (PCA): 00:09:00 •scikit-learn - Principal Component Analysis (PCA) - Hands-on: 00:22:00 •scikit-learn - Principal Component Analysis (PCA) - (Project Overview): 00:02:00 •scikit-learn - Principal Component Analysis (PCA) - (Project Solutions): 00:17:00 •Theory: Recommender Systems their Types and Importance: 00:06:00 •Python for Recommender Systems - Hands-on (Part 1): 00:18:00 •Python for Recommender Systems - - Hands-on (Part 2): 00:19:00 •Natural Language Processing (NLP) - (Theory Lecture): 00:13:00 •NLTK - NLP-Challenges, Data Sources, Data Processing ..: 00:13:00 •NLTK - Feature Engineering and Text Preprocessing in Natural Language Processing: 00:19:00 •NLTK - NLP - Tokenization, Text Normalization, Vectorization, BoW.: 00:19:00 •NLTK - BoW, TF-IDF, Machine Learning, Training & Evaluation, Naive Bayes : 00:13:00 •NLTK - NLP - Pipeline feature to assemble several steps for cross-validation: 00:09:00
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