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2521 Courses in Coventry delivered Online

R Programming for Data Science

4.9(27)

By Apex Learning

Overview This comprehensive course on R Programming for Data Science will deepen your understanding on this topic. After successful completion of this course you can acquire the required skills in this sector. This R Programming for Data Science 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 R Programming for Data Science. It is available to all students, of all academic backgrounds. Requirements Our R Programming for Data Science 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 23 sections • 129 lectures • 06:25:00 total length •Introduction to Data Science: 00:01:00 •Data Science: Career of the Future: 00:04:00 •What is Data Science?: 00:02:00 •Data Science as a Process: 00:02:00 •Data Science Toolbox: 00:03:00 •Data Science Process Explained: 00:05:00 •What's Next?: 00:01:00 •Engine and coding environment: 00:03:00 •Installing R and RStudio: 00:04:00 •RStudio: A quick tour: 00:04:00 •Arithmetic with R: 00:03:00 •Variable assignment: 00:04:00 •Basic data types in R: 00:03:00 •Creating a vector: 00:05:00 •Naming a vector: 00:04:00 •Vector selection: 00:06:00 •Selection by comparison: 00:04:00 •What's a Matrix?: 00:02:00 •Analyzing Matrices: 00:03:00 •Naming a Matrix: 00:05:00 •Adding columns and rows to a matrix: 00:06:00 •Selection of matrix elements: 00:03:00 •Arithmetic with matrices: 00:07:00 •Additional Materials: 00:00:00 •What's a Factor?: 00:02:00 •Categorical Variables and Factor Levels: 00:04:00 •Summarizing a Factor: 00:01:00 •Ordered Factors: 00:05:00 •What's a Data Frame?: 00:03:00 •Creating Data Frames: 00:20:00 •Selection of Data Frame elements: 00:03:00 •Conditional selection: 00:03:00 •Sorting a Data Frame: 00:03:00 •Additional Materials: 00:00:00 •Why would you need lists?: 00:01:00 •Creating a List: 00:06:00 •Selecting elements from a list: 00:03:00 •Adding more data to the list: 00:02:00 •Additional Materials: 00:00:00 •Equality: 00:03:00 •Greater and Less Than: 00:03:00 •Compare Vectors: 00:03:00 •Compare Matrices: 00:02:00 •Additional Materials: 00:00:00 •AND, OR, NOT Operators: 00:04:00 •Logical operators with vectors and matrices: 00:04:00 •Reverse the result: (!): 00:01:00 •Relational and Logical Operators together: 00:06:00 •Additional Materials: 00:00:00 •The IF statement: 00:04:00 •IFELSE: 00:03:00 •The ELSEIF statement: 00:05:00 •Full Exercise: 00:03:00 •Additional Materials: 00:00:00 •Write a While loop: 00:04:00 •Looping with more conditions: 00:04:00 •Break: stop the While Loop: 00:04:00 •What's a For loop?: 00:02:00 •Loop over a vector: 00:02:00 •Loop over a list: 00:03:00 •Loop over a matrix: 00:04:00 •For loop with conditionals: 00:01:00 •Using Next and Break with For loop: 00:03:00 •Additional Materials: 00:00:00 •What is a Function?: 00:02:00 •Arguments matching: 00:03:00 •Required and Optional Arguments: 00:03:00 •Nested functions: 00:02:00 •Writing own functions: 00:03:00 •Functions with no arguments: 00:02:00 •Defining default arguments in functions: 00:04:00 •Function scoping: 00:02:00 •Control flow in functions: 00:03:00 •Additional Materials: 00:00:00 •Installing R Packages: 00:01:00 •Loading R Packages: 00:04:00 •Different ways to load a package: 00:02:00 •Additional Materials: 00:00:00 •What is lapply and when is used?: 00:04:00 •Use lapply with user-defined functions: 00:03:00 •lapply and anonymous functions: 00:01:00 •Use lapply with additional arguments: 00:04:00 •Additional Materials: 00:00:00 •What is sapply?: 00:02:00 •How to use sapply: 00:02:00 •sapply with your own function: 00:02:00 •sapply with a function returning a vector: 00:02:00 •When can't sapply simplify?: 00:02:00 •What is vapply and why is it used?: 00:04:00 •Additional Materials: 00:00:00 •Mathematical functions: 00:05:00 •Data Utilities: 00:08:00 •Additional Materials: 00:00:00 •grepl & grep: 00:04:00 •Metacharacters: 00:05:00 •sub & gsub: 00:02:00 •More metacharacters: 00:04:00 •Additional Materials: 00:00:00 •Today and Now: 00:02:00 •Create and format dates: 00:06:00 •Create and format times: 00:03:00 •Calculations with Dates: 00:03:00 •Calculations with Times: 00:07:00 •Additional Materials: 00:00:00 •Get and set current directory: 00:04:00 •Get data from the web: 00:04:00 •Loading flat files: 00:03:00 •Loading Excel files: 00:05:00 •Additional Materials: 00:00:00 •Base plotting system: 00:03:00 •Base plots: Histograms: 00:03:00 •Base plots: Scatterplots: 00:05:00 •Base plots: Regression Line: 00:03:00 •Base plots: Boxplot: 00:03:00 •Introduction to dplyr package: 00:04:00 •Using the pipe operator (%>%): 00:02:00 •Columns component: select(): 00:05:00 •Columns component: rename() and rename_with(): 00:02:00 •Columns component: mutate(): 00:02:00 •Columns component: relocate(): 00:02:00 •Rows component: filter(): 00:01:00 •Rows component: slice(): 00:04:00 •Rows component: arrange(): 00:01:00 •Rows component: rowwise(): 00:02:00 •Grouping of rows: summarise(): 00:03:00 •Grouping of rows: across(): 00:02:00 •COVID-19 Analysis Task: 00:08:00 •Additional Materials: 00:00:00 •Assignment - R Programming for Data Science: 00:00:00

R Programming for Data Science
Delivered Online On Demand6 hours 25 minutes
£12

Document Control : Office Skills, Admin, Secretarial & PA Training

By Wise Campus

Document Control: Document Control Course Online Do you wish to strengthen your document control abilities? If so, you are welcome to enrol in our specially created Document Control Course, which is intended to provide participants an in-depth understanding. You will learn about the advantages of document management as well as the document control lifecycle in this Document Control course. The Document Control course also explains how to make a document control system more efficient. Additionally, the Document Control course places a strong emphasis on the underlying expertise, best practices, and legal ideas related to document control. Following your completion of our Document Control programme, you'll be more efficient at work. Join in our Document Control programme to get the skills you need to become more productive and structured. Learning Outcome of Document Control Course After completing the Document Control, learners will know about: Introduction to document control. The basics of document control. Keep document identification as a Document Control expert. Document classifying, filing & information security for Document Controlling. Document Control also explains documents lifecycle and document distribution. Project document control, prepare final documentation controlling and specifications for Document Control in an organisation. The Document Control course teaches electronic document management systems. Interactions with project teams, engineering teams, managers described in other modules of Document Control course. Main Course: Document Control Course Free Courses are including with this Document Control: Document Control Course Along with The Document Control Course, We Offer a free Office Management and Administration Course Along with The Document Control Course, We Offer a free Executive Secretary & PA Training Course Special Offers of this Document Control: Document Control Course This Document Control Course includes a FREE PDF Certificate. Lifetime access to this Document Control Course Instant access to this Document Control Course Get FREE Tutor Support to this Document Control Course Document Control: Document Control Course Online You will learn the fundamentals of document control as well as how to recognize it in this course on document control. The classification and security of the document management system are also covered in the Document management course. Furthermore, the course on document control has a strong emphasis on the document control lifecycle, legal ideas, best practices, and underlying expertise. After completing our Document Control program, you will be more efficient at creating the final paperwork and management. You may manage teams, engineering, and document control as a document control specialist. Who is this course for? Document Control: Document Control Course Online This Document Control course is open to students without any prior understanding of Document Control. Requirements Document Control: Document Control Course Online To enrol in this Document Control: Document Control Course, students must fulfil the following requirements. To join in our Document Control: Document ControlCourse, you must have a strong command of the English language. To successfully complete our Document Control: Document Control Course, you must be vivacious and self driven. To complete our Document Control: Document Control Course, you must have a basic understanding of computers. A minimum age limit of 15 is required to enrol in this Document Control: Document Control Course. Career path Document Control: Document Control Course Online Training in Document Control: document Control is a special chance to develop important abilities and progress your career.

Document Control : Office Skills, Admin, Secretarial & PA Training
Delivered Online On Demand1 hour 6 minutes
£12

Office Skills : Office Management & Administration- Admin, Secretarial & PA

By Wise Campus

Office Skills: Office Skills Course Do you want to turn your aspirations and enthusiasm into a fulfilling profession? You will acquire the necessary information and abilities through our Office Skills Course. Learn how to manage a variety of important office administration jobs with the help of our Office Skills Course. Also, you learn how to handle complicated mail and shipping requirements as well as compose critical business letters as part of the Office Skills Course. With the assistance of this Office Skills Course, you can also arrange travel on other people's behalf and plan meetings and events. Time management is emphasised as a PA in this Office Skills Course. Communication skills are taught in the Office Skills Course as well. Enrol in our Office Skills Course right away to start improving your job possibilities with the help of modern skills and the strength of your own convictions! Main Course: Executive Secretary & PA Training Course Free Courses are including with this Event Management: Event Management Course Along with The Office Skills: Office Skills Course, We Offer a free Executive PA Course Along with The Office Skills: Office Skills Course, We Offer a free HR Management Course Along with Office Skills: Office Skills Course, We Offer a free Level 7 Business Management Course Special Offers of this Office Skills: Office Skills Course This Office Skills: Office Skills Course includes a FREE PDF Certificate. Lifetime access to this Office Skills: Office Skills Course Instant access to this Office Skills: Office Skills Course Get FREE Tutor Support to this Office Skills: Office Skills Course Office Skills: Office Skills Course All students who enroll in this course of the highest caliber will have access to round-the-clock, committed assistance. You will get support and answers to all of your questions during the Office Skills: Office Skills course. Thus, enroll in our Office Skills: Office Management and Administration course right away if you want to develop a successful career in this field! Who is this course for? Office Skills: Office Skills Course This Office Skills: Office Skills Course is designed for existing secretarial/administrative workers seeking advancement or newcomers seeking their first professional position. Requirements Office Skills: Office Skills Course To enrol in this Office Skills: Office Skills Course, students must fulfil the following requirements. To join in our Office Skills: Office Skills Course, you must have a strong command of the English language. To successfully complete our Office Skills: Office Skills Course, you must be vivacious and self driven. To complete our Office Skills: Office Skills Coursee, you must have a basic understanding of computers. A minimum age limit of 15 is required to enrol in this Office Skills: Office Skills Course. Career path Office Skills: Office Skills Course After completing this Office Skills: Office Skills Course, you may able to pursue a formal position in professional Office Skills: Office Skills Course services such as: Personal Executive Assistant Receptionist Office Assistant Support Secretary Office Manager Personal Concierge Executive Assistant

Office Skills : Office Management & Administration- Admin, Secretarial & PA
Delivered Online On Demand3 hours 36 minutes
£12

CWS-215 Citrix Virtual Apps and Desktops 7 Administration On-Premises and In Citrix Cloud

By Nexus Human

Duration 5 Days 30 CPD hours This course is intended for Those new to Citrix or considering a move to Citrix Cloud Overview Gain foundational knowledge of Citrix Virtual Apps and Desktops 7Learn how to install, configure, and manage a Citrix Virtual Apps and Desktops 7 site and Cloud connectorsIdentify the considerations between Citrix Virtual Apps and Desktops on-premises and the Citrix Virtual Apps and Desktops ServiceDiscover how to deliver app and desktop resources This course will teach students how to deploy, install, configure, setup profile management, configure policies, printing and basic security features for on-premises Virtual Apps and Desktop solution building, and then migrating to Citrix Cloud.This course includes a voucher to take the related exam and earn your Citrix Certified Associate - Virtualization (CCA-V) certification. Architecture Overview Introduction to Citrix Virtual Apps and Desktops Architecture Overview Features Hosting Platform Considerations Citrix Virtual Apps and Desktops Service Connection Flow Process Introduction Deploy the Site Pre-Deployment Considerations Citrix Licensing Setup Delivery Controller Setup Site Setup And Management Redundancy Considerations The Apps and Desktops Images Consider Master Image Creation Methods Master Image Requirements Provision and Deliver App and Desktop Resources Machine Catalogs and Delivery Groups Provisioning Methods and Considerations Machine Creation Services (MCS) Deep Dive MCS Environment Considerations Resource Locations Provide Access to App and Desktop Resources Consider Workspace Experience versus StoreFront Workspace Experience User Authentication Workspace App Communication Flow Manage the User Experience Methods to Manage the User Experience Common User Experience Settings Published App and Desktop Presentation and Management Published App Properties Server OS Published App Optimizations Published App Presentation Application Groups Apps and Desktops Presentation Manage Printing for User Sessions Map Printers to the User Session Printer Drivers Print Environment Considerations Citrix Profile Management Introduction and Considerations Configure Citrix Profile Management Manage the Site Delegated Administration Use PowerShell with Citrix Virtual Apps and Desktops Power Management Considerations Citrix Virtual Apps and Desktops Basic Security Considerations Citrix Admin Security Considerations XML Service Security Considerations Secure HDX External Traffic Monitor the Site Citrix Director Introduction Monitor and Interact with User Sessions Published Apps Analysis Monitor the Machines Running the VDA Site Specific Common Monitoring Alerts and Notifications Optimize Citrix Director Monitoring with Citrix ADM Introduction to Supporting and Troubleshooting Citrix Virtual Apps and Desktops Introduction to Supporting a Citrix Virtual Apps and Desktops Site Tools Proactive Administration Common Tasks Migrate To Citrix Cloud Migration Considerations Citrix Cloud Connector Deployment Citrix Virtual Apps and Desktops with an On-Premises Resource Location The Migration Process Citrix Analytics Citrix Analytics Introduction Prepare to Use Citrix Analytics Types of Analytics Additional course details: Nexus Humans CWS-215 Citrix Virtual Apps and Desktops 7 Administration On-Premises and In Citrix Cloud training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the CWS-215 Citrix Virtual Apps and Desktops 7 Administration On-Premises and In Citrix Cloud course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

CWS-215 Citrix Virtual Apps and Desktops 7 Administration On-Premises and In Citrix Cloud
Delivered OnlineFlexible Dates
Price on Enquiry

Nursing & Midwifery: 20-in-1 Premium Online Courses Bundle

By Compete High

Step confidently into one of the UK's most rewarding sectors with the Nursing & Midwifery: 20-in-1 Premium Online Courses Bundle. Whether you're aiming to become job-ready for care homes, NHS roles, maternity wards, or fast-response medical teams, this bundle is tailored to help you stand out to employers and recruitment managers alike. Designed for maximum hireability, this collection touches the pulse of what healthcare recruiters seek in today's competitive market. With 20 carefully curated courses rolled into one career-building package, this is more than a learning opportunity—it’s a head start others wish they’d taken. Description In a field where credentials speak louder than words, this 20-in-1 bundle delivers an unmistakable signal: you're serious, skilled, and ready for work. It’s built for aspiring nurses, midwives, paramedics, care assistants, and even admin professionals in healthcare. Recruiters are looking for candidates with cross-disciplinary awareness—whether that’s basic clinical readiness, administrative skills, or safeguarding knowledge. And here’s your chance to bring it all to the table, without the burden of separate course fees. If you’ve been waiting for a sign to invest in your medical career future, this is it. Bundles like this don’t come around often—and when they do, they don’t stay available for long. Jump in now, and walk into interviews with a CV they can’t ignore. FAQ Who should enrol in this bundle? Anyone aiming to work in healthcare settings—from hospitals to community care. Will this help me get hired faster? Yes. It’s designed to build a portfolio that appeals directly to NHS recruiters and private healthcare employers. Do I need a background in nursing to begin? Not at all. This bundle suits beginners as well as those already working in healthcare roles. Is it recognised by employers? While each employer has their own criteria, this comprehensive set shows initiative, range, and job focus—three key traits employers value. Can I access everything at once? Yes, all 20 courses are unlocked immediately. Learn at your own pace. Is this a limited-time offer? Yes. Bundles like this are released seasonally and only for short enrolment windows.

Nursing & Midwifery: 20-in-1 Premium Online Courses Bundle
Delivered Online On Demand4 hours
£49.99

Level 3 Diploma in Skills for Business: Finance: 20-in-1 Premium Online Courses Bundle

By Compete High

Break into the finance sector with confidence—and credibility. This Level 3 Diploma in Skills for Business: Finance bundle brings together 20 in-demand topics designed to help you become employable in today's fast-changing economy. From SMEs to multinational firms, finance teams want hires who come prepared. Now's your chance to make yourself stand out without the wait, the price tag, or the guesswork. Description Looking to make your move into finance? Or upgrade your current skillset to meet employer expectations? This 20-in-1 bundle is crafted for ambitious individuals looking to bridge the gap between ambition and opportunity in roles related to finance, accounting, compliance, and data reporting. With business tools like Sage, Xero, and Tableau gaining traction across industries, this course bundle ensures your CV speaks the same language employers do. Whether you're pursuing junior analyst positions, payroll roles, or finance-related admin support, you'll have a well-rounded, job-ready foundation that HR teams are actively screening for. And here's the kicker—you’re getting all this value in one package, without piecing it together course by course. Don’t let indecision cost you the job you want. Invest in your hireability today. FAQ Who should enrol in this bundle? Those aiming for finance-related careers in SMEs, corporate offices, consultancies, and public sector roles—especially junior or support-level positions. Is a diploma like this relevant to UK employers? Absolutely. It aligns with key skills required in finance and business job listings throughout the UK. Do I need to be working in finance to benefit? Not at all. This is an ideal entry route for newcomers and career changers alike. How long does it take to finish? That’s up to you—study around your schedule with full access to all 20 courses. What makes this bundle a good investment? The combined course value, career-aligned focus, and flexibility to learn anytime make it a cost-effective route into employment. What if I wait? Then others will beat you to the interview. Don’t watch the job you want go to someone else—start now.

Level 3 Diploma in Skills for Business: Finance: 20-in-1 Premium Online Courses Bundle
Delivered Online On Demand4 hours
£49.99

Functional Skills: 8 in 1 Premium Courses Bundle

By Compete High

If you're after a no-fuss way to upgrade essential workplace and personal skills, this Functional Skills bundle brings together everything that actually gets used. You’ll find maths and English made useful (not just algebraic acrobatics), along with IT skills from Word to Excel, and a dash of PowerPoint confidence for good measure. Topped off with communication and negotiation techniques, the bundle fits just as well for job hunters as it does for those managing office life or everyday tasks. It’s the learning equivalent of a well-organised spreadsheet—useful, neat, and quietly satisfying. Learning Outcomes: Strengthen grammar, spelling, and sentence construction abilities. Use Microsoft Word, Excel, and PowerPoint effectively. Improve arithmetic, percentages, and data handling techniques. Develop confident written and verbal communication skills. Apply negotiation skills to everyday and workplace situations. Understand basic IT systems used across different industries. Who is this Course For: Adults returning to education or upskilling. Job seekers brushing up core workplace skills. School leavers preparing for employment or training. Admin professionals seeking smoother office workflows. Parents wanting to support children's learning confidently. Retail staff looking to progress into office roles. Hospitality workers managing everyday digital tasks. Anyone needing sharp, simple, everyday life skills. Career Path: Administrative Assistant – £23,000/year Customer Service Advisor – £22,000/year Data Entry Clerk – £21,000/year Retail Supervisor – £24,000/year Office Manager – £30,000/year Personal Assistant – £29,000/year

Functional Skills: 8 in 1 Premium Courses Bundle
Delivered Online On Demand16 hours
£28.99

Fitness Business: Products Selling, Marketing, Coaching

5.0(1)

By Course Gate

Are you passionate about fitness and eager to turn it into a profitable venture? The Fitness Business: Products Selling, Marketing, Coaching course offers you a comprehensive roadmap to create, sell, and market fitness products successfully. From ebooks to coaching services, discover the best business models and strategies tailored for the fitness industry to attract and retain loyal customers.

Fitness Business: Products Selling, Marketing, Coaching
Delivered Online On Demand3 hours 8 minutes
£11.99

BSL Level 2

5.0(1)

By Course Gate

Enhance your British Sign Language skills with our interactive BSL Level 2 course. Perfect for advancing from basic BSL, this course covers advanced grammar, vocabulary, and effective signing techniques. Led by a 20-year experienced instructor, you'll gain confidence in everyday conversations and emotional signs, preparing you for fluent communication with the deaf community. Enrol now and elevate your BSL proficiency!

BSL Level 2
Delivered Online On Demand8 hours 18 minutes
£11.99

Python for Data Analysis

4.9(27)

By Apex Learning

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

Python for Data Analysis
Delivered Online On Demand8 minutes
£12