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Overview This comprehensive course on Python for Data Analysis will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This Python for Data Analysis comes with accredited certification, which will enhance your CV and make you worthy in the job market. So enrol in this course today to fast track your career ladder. How will I get my certificate? You may have to take a quiz or a written test online during or after the course. After successfully completing the course, you will be eligible for the certificate. Who is this course for? There is no experience or previous qualifications required for enrolment on this Python for Data Analysis. It is available to all students, of all academic backgrounds. Requirements Our Python for Data Analysis is fully compatible with PC's, Mac's, Laptop, Tablet and Smartphone devices. This course has been designed to be fully compatible with tablets and smartphones so you can access your course on Wi-Fi, 3G or 4G. There is no time limit for completing this course, it can be studied in your own time at your own pace. Career path Having these various qualifications will increase the value in your CV and open you up to multiple sectors such as Business & Management, Admin, Accountancy & Finance, Secretarial & PA, Teaching & Mentoring etc. Course Curriculum 19 sections • 99 lectures • 00:08:00 total length •Welcome & Course Overview: 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): 00:37:00 •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 •Resources- Python for Data Analysis: 00:00:00

Duration 2 Days 12 CPD hours This course is intended for This intermediate course is appropriate for anyone with system administrative duties installing and managing an AIX operating system in a multiuser POWER (System p) environment. Overview Explain key NIM concepts and terminology Display NIM-related information Set up a NIM master Perform a base AIX (RTE) install Define and use several types of NIM objects Perform an automated install Create and use mksysb resources Maintain lpp_source and SPOT resources Update NIM clients In this course you will learn the fundamental capabilities of the Network Installation Management (NIM) facility of the AIX 6 operating system Day 1 NIM overview Setting up the master RTE installation Customizing install operations Day 2 NIM backups and restores Managing key NIM resources Client updates

Fall into Savings. Enjoy the biggest price fall this Autumn! Life Just Got Better This Summer! Get Hard Copy + PDF Certificates + Transcript + Student ID Card + e-Learning App as a Gift - Enrol Now! People are becoming increasingly busier these days. They prefer ordering food or other stuff online instead of spending hours in stores or restaurants. Therefore, drivers who bring meals, groceries, packages, and freight to homes and businesses are essential to the economy. On top of that, you don't need any degrees and can work in your suitable schedule as a delivery driver. So, to provide you with the relevant information and training, we give this comprehensive Delivery Driver bundle for you. Our Delivery Driver bundle consists of 14 relevant courses for delivery. Along with the title course 'Delivery Driver Training', you will also get large goods vehicle, freight consultant training and transport management, to name some. Furthermore, since one of your primary responsibilities as a delivery driver is driving a car, this bundle covers driving and car-repair training courses. Furthermore, to help you showcase your expertise in Delivery Driver, we have prepared a special gift of 1 hardcopy certificate and 1 PDF certificate for the title course completely free of cost. These certificates will enhance your credibility and encourage possible employers to pick you over the rest. This Delivery Driver Bundle Consists of the following Premium courses: Course 01: Delivery Driver Training Course 02: Large Goods Vehicle (LGV) Course 03: Transport Management Diploma Course 04: Freight Consultant Training Course 05: Logistic Management Course 06: Import/Export Processing Course 07: Operations Management Course 08: Car Mechanic and Repair Training Course 09: Driver Safety Awareness Certificate - CPD Certified Course 10: Engine Lubricant System Training - Level 4 Course 11: Warehouse Course 12: Manual Handling Level 2 Course 13: Spill Management Training Course 14: Emergency First Aid and Incident Management at Work Learning Outcome Be capable of handling and moving a variety of materials and items Recognise the significance of route planning and record keeping Organise commitments and fulfil eligibility conditions Understand the principles of Logistics and how they can be applied to business models Learn how to operate huge vehicles safely, and follow traffic laws Read and comprehend all the road signs and markings that include driver-related information. Avoid potential risks while learning how to drive in bad weather and on bad roads Benefits you'll get choosing Apex Learning: Pay once and get lifetime access to 14 CPD courses Free e-Learning App for engaging reading materials & helpful assistance Certificates, student ID for the title course included in a one-time fee Accessible, informative modules designed by expert instructors Learn at your ease - anytime, from anywhere CPD accredited course - improve the chance of gaining professional skills How will I get my Certificate? After successfully completing the course you will be able to order your CPD Accredited Certificates (PDF + Hard Copy) as proof of your achievement. PDF Certificate: Free (For The Title Course) Hard Copy Certificate: Free (For The Title Course) Curriculum: Course 01: Delivery Driver Training Introduction to the Delivery Driving Delivery and Collection Maintaining Records Effective Route Planning Stress Management Driver CPC Maintain Traffic Laws Parking and Reversing Driving in Adverse Weather Condition Safety Regulations and Hygiene Vehicle Maintenance and Safety Zero Contact Delivery Methods CPD 120 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Anyone from any background can enrol in this Delivery Driver bundle. Requirements This Delivery Driver course has been designed to be fully compatible with tablets and smartphones. Career path The following are a few potential job paths that you can pursue after completing this Delivery Drive training course - Delivery Driver - £25,000 per year LGV Driver - £34,954 per year Transport Consultant - £35,000 per year Certificates Certificate of completion Digital certificate - Included You will get the PDF Certificate for the title course (Delivery Driver Training) absolutely Free! Certificate of completion Hard copy certificate - Included You will get the Hard Copy certificate for the title course (Delivery Driver Training) 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.

Some 60% of injuries at work are caused by lifting heavy objects. This powerful, practical programme is designed to help stop any of your staff from becoming the next statistic. 1 Introduction and objectives 2 Overview of Health and Safety Legislation and HSE Injury Statistics Health and Safety at Work Act 1974 Management of Health and Safety at Work Regulations (MHSWR) 1992 MHSWR 1999 specific duties to risk assess Manual Handling Operations Regulations (MHOR) 1992 Breakdown of injury statistics and costs of poor manual handling 3 The musculoskeletal system explained Prevention and ill-health Ergonomics RSI The spine in detail 4 Risk assessment General principles The TILE method Employees' duties Workplace scenarios

Advanced Level 5 Diploma With Hard Copy QLS Certificate | 11 CPD Courses & Free PDF Certificates | Lifetime Access | Tutor Support

Planning a memorable social event isn’t just about booking a venue and ordering the catering — it’s about orchestrating moments that people will talk about long after the last canapé is eaten. This Social Events Planning Course is designed to guide you through the essential steps of event organisation, from the initial concept to the final guest list. Whether you’re eyeing a sparkling soirée, a classic afternoon tea, or a grand celebration, this course offers a clear path to mastering the art of seamless event preparation, all from the comfort of your own space. Through carefully structured lessons, you’ll discover how to navigate the finer points of budgeting, vendor liaison, theme selection, and guest engagement, without ever needing to step outside your door. It’s perfect for anyone keen to turn their flair for detail into a marketable skill — or simply to impress friends and family at the next gathering. All delivered in a friendly yet professional manner, this course ensures you acquire the knowledge to organise events that people will fondly remember — and maybe even envy. Key Features The Social Events Planning course includes the following offers: CPD Quality Standards Accredited Social Events Planning Course Lifetime Access No Hidden Fees 24/7 Tutor Support Certificate Available with reasonable price Discover a wealth of learning opportunities with our diverse range of online courses including Social Events Planning. From professional development to personal enrichment, we offer courses in a variety of subjects including business, technology, arts, languages, and more. This Social Events Planning course is carefully curated by industry experts and delivered through engaging multimedia content, interactive quizzes, and hands-on projects to ensure an immersive learning experience. Curriculum Module 1: Introduction To Social Event Planning Module 2: Event Design And Theme Development Module 3: Budgeting And Financial Management Module 4: Vendor Selection And Managementsiam Module 5: Logistics And Operations Module 6: Event Marketing And Promotion Why This Online Course is Better for You: Unlike traditional classroom settings, our online Social Events Planning course offers flexibility and convenience tailored to fit your busy lifestyle. With 24/7 access to Social Events Planning course materials and the ability to learn at your own pace, you can study whenever and wherever it's most convenient for you. Plus, our online platform provides a supportive community of fellow learners and dedicated instructors to guide you every step of the way. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Our Social Events Planning course is designed for anyone eager to expand their knowledge and skills, regardless of their background or experience level. Whether you're a working professional looking to upskill, a student seeking supplemental education, or an enthusiast pursuing a passion project, our courses are accessible to learners of all ages and abilities. Career path Invest in your future and unlock new career opportunities with our online Social Events Planning course. Gain valuable skills and credentials that are in high demand in today's competitive job market. Whether you're looking to switch careers, climb the corporate ladder, or start your own business, our Social Events Planning course provide the expertise and certification you need to succeed. Certificates Digital certificate Digital certificate - £9 Hard copy certificate Hard copy certificate - £15 A Hardcopy Certificate (international): £15 + £10 (postal charge) = £25

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Introduction to Land Surveying Course provides a foundational understanding of essential principles and techniques crucial in modern land management and development. In an ever-evolving landscape, proficient land surveyors play a pivotal role in ensuring accurate measurement, mapping, and delineation of land boundaries. Mastery of Land Surveying methodologies, instrumentation, and safety protocols equips individuals with sought-after skills in the construction, real estate, and infrastructure sectors. In the UK job market, proficiency in Land Surveying opens doors to diverse career opportunities, with salaries ranging from £25,000 to £40,000 per annum, depending on experience and specialization. The increasing demand for land surveyors, driven by urbanization and infrastructure projects, underscores the significance of this profession. According to recent statistics, the sector is witnessing a growth of approximately 8% annually, making Land Surveying a promising field for career advancement and professional fulfillment. Key Features: CPD Certified Land Surveying Course Free Certificate Developed by Specialist Lifetime Access Course Curriculum: Module 01: Introduction to Land Surveying Module 02: Land Surveying Basics Module 03: Land Surveying Instrumentation Module 04: Land Surveying Methods and Techniques Module 05: Topographic Surveying and Mapping Module 06: Boundary Surveying Module 07: Surveying Health and Safety Learning Outcomes: Understand principles and fundamentals of land surveying techniques. Demonstrate proficiency in using land surveying instruments effectively. Apply various methods and techniques for accurate land surveying tasks. Interpret topographic data and create precise mapping representations. Perform boundary surveys with accuracy and compliance to regulations. Implement health and safety protocols in land surveying operations. CPD 10 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Introduction to Land Surveying course is accessible to anyone eager to learn more about this topic. Through this course, you'll gain a solid understanding of Introduction to Land Surveying. Moreover, this course is ideal for: Aspiring land surveyors seeking foundational knowledge in the field. Civil engineering students aiming to specialize in land surveying techniques. Construction professionals looking to enhance their surveying competencies. Environmental scientists interested in land mapping and topography analysis. Architects wanting to understand land surveying principles for site planning. Requirements There are no requirements needed to enrol into this Introduction to Land Surveying course. We welcome individuals from all backgrounds and levels of experience to enrol into this Introduction to Land Surveying course. Career path After finishing this Introduction to Land Surveying course you will have multiple job opportunities waiting for you. Some of the following Job sectors of Land Surveying are: Land Surveyor - £25K to 40K/year. Mapping Technician - £20K to 35K/year. Geomatics Surveyor - £26K to 45K/year. Cartographer - £22K to 40K/year. GIS Analyst - £25K to 45K/year. Certificates Digital certificate Digital certificate - Included Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

Lab Technician with Food Microbiology Diploma Master the essentials of medical and food microbiology as a Lab Technician. Elevate your analytical skills with state-of-the-art microscope techniques. Achieve excellence in healthcare and food safety with our comprehensive Lab Technician with Food Microbiology Diploma. Learning Outcomes: Operate medical laboratory equipment as a Lab Technician. Utilize microscope techniques in Lab Technician tasks. Analyze hematological samples proficiently as a Lab Technician. Conduct clinical chemistry assays in a Lab Technician role. Investigate food spoilage mechanisms as a specialized Lab Technician. More Benefits: LIFETIME access Device Compatibility Free Workplace Management Toolkit Key Modules from Lab Technician with Food Microbiology Diploma: Medical Laboratory Services Execute precise medical tests, reinforcing your expertise as a Lab Technician in healthcare settings. Microscope and How to Use It Master microscope operations to excel in your role as a Lab Technician across multiple fields. Haematology Perform thorough hematological assessments, cementing your standing as a proficient Lab Technician. Clinical Chemistry Conduct detailed clinical chemistry tests to facilitate medical diagnostics as a skilled Lab Technician. Food Spoilage and Preservation Explore mechanisms of food spoilage and apply effective preservation methods as a Lab Technician. Probiotic Foods and Gut Health Analyze probiotic foods and their impact on gut health, broadening your capabilities as a Lab Technician in food microbiology.

Anti Money Laundering (AML) with Financial Investigator Diploma Boost your credentials with our Anti Money Laundering (AML) with Financial Investigator Diploma. Elevate your expertise in Anti Money Laundering (AML) protocols and investigations. Secure a role as an AML authority in the financial sector. Learning Outcomes: Comprehend the evolution of Anti Money Laundering (AML) regulations. Define the responsibilities of the Money Laundering Reporting Officer in Anti Money Laundering (AML) contexts. Identify suspicious conduct and transactions in Anti Money Laundering (AML) operations. Implement AML awareness and training programs. Distinguish characteristics of financial crimes related to Anti Money Laundering (AML). More Benefits: LIFETIME access Device Compatibility Free Workplace Management Toolkit Key Modules from Anti Money Laundering (AML) with Financial Investigator Diploma: Development of Anti Money Laundering (AML) Regulation Trace the development and refinement of Anti Money Laundering regulations. Responsibility of the Money Laundering Reporting Officer Understand and fulfill the role of a Money Laundering Reporting Officer under AML guidelines. Suspicious Conduct and Transactions Recognize and report suspicious activities within the framework of Anti Money Laundering (AML) protocols. AML Awareness and Training Develop and disseminate Anti Money Laundering (AML) awareness and training programs across the organization. Characteristics of Financial Crimes Analyze financial crimes to identify distinctive characteristics within Anti Money Laundering (AML) contexts. Laws Against Financial Fraud Interpret and apply laws combating financial fraud as part of Anti Money Laundering (AML) efforts.