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In today's modern world, timeless beauty and anti-ageing care have become more than just cosmetic enhancements-they're essential aspects of personal care and professional grooming. Learning about anti-ageing and blemish care is crucial because it equips you with the skills to maintain flawless, youthful skin, which is highly valued in both personal and professional settings. By mastering these techniques, you'll enhance your daily life by boosting confidence and self-esteem. Professionally, possessing expertise in beauty treatments opens doors to lucrative job opportunities in the UK's thriving beauty industry. Salaries can range significantly, with skilled practitioners commanding competitive earnings. The demand for skincare specialists is on the rise, as people increasingly prioritize appearance and self-care, with the sector growing steadily by double-digit percentages annually. Enrolling in this course not only enriches your beauty regimen but also prepares you for a promising career in an expanding field where your expertise in beauty will be highly sought after and valued. Key Features: CPD Certified Free Certificate from Reed CIQ Approved Developed by Specialist Lifetime Access Course Curriculum Module 01: Introduction to Anti-Ageing and Blemish Care Module 02: Cleansing for Flawless Skin Module 03: Makeup and Skincare Module 04: Moisturising for Ageless Skin Module 05: Serums and Their Benefits Module 06: Achieving Spot-Free Skin Module 07: Eye Care for Timeless Beauty Module 08: Masks, Facials, and Weekly Rehab Module 09: The Bare Minimum Routine Module 10: Advanced Techniques and Additional Considerations Learning Outcomes: Attain a profound understanding of anti-ageing and blemish care essentials. Master the art of flawless skin through effective cleansing practices. Discover the symbiotic relationship between makeup and skincare for enchanting beauty. Nourish your skin to perfection with moisturising techniques for age-defying results. Unleash the power of serums, harnessing their benefits for radiant skin. Achieve spot-free perfection through dedicated skincare routines for blemish-free confidence. CPD 10 CPD hours / points Accredited by CPD Quality Standards Timeless Beauty: ANTI-AGEING & BLEMISH Care 3:20:43 1: Module 1: Introduction to Anti-Ageing and Blemish Care Preview 19:48 2: Module 2: Cleansing for Flawless Skin 17:11 3: Module 3: Makeup and Skincare 19:40 4: Module 4: Moisturising for Ageless Skin 21:59 5: Module 5: Serums and Their Benefits 19:23 6: Module 6: Achieving Spot-Free Skin 19:37 7: Module 7: Eye Care for Timeless Beauty 20:26 8: Module 8: Masks, Facials, and Weekly Rehab 21:26 9: Module 9: The Bare Minimum Routine 19:14 10: Module 10: Advanced Techniques and Additional Considerations 20:59 11: CPD Certificate - Free 01:00 Who is this course for? This Timeless Beauty: ANTI-AGEING & BLEMISH Care course is accessible to anyone eager to learn more about this topic. Through this course, you'll gain a solid understanding of Timeless Beauty: ANTI-AGEING & BLEMISH Care. Moreover, this course is ideal for: Individuals aspiring to defy time and embrace ageless beauty. Beauty enthusiasts seeking the artistry behind flawless skin techniques. Those keen on enhancing their skincare regimen for optimal results. Anyone desiring to unlock the secrets of captivating eye care. Individuals yearning to elevate their self-care routine with advanced techniques. Requirements There are no requirements needed to enrol into this Timeless Beauty: ANTI-AGEING & BLEMISH Care course. We welcome individuals from all backgrounds and levels of experience to enrol into this Timeless Beauty: ANTI-AGEING & BLEMISH Care course. Career path After finishing this Timeless Beauty course you will have multiple job opportunities waiting for you. Some of the following Job sectors of Timeless Beauty are: Beauty Therapist - £18K to 25K/year. Skincare Specialist - £20K to 30K/year. Cosmetic Sales Representative - £18K to 25K/year. Beauty Advisor - £17K to 23K/year. Spa Manager - £25K to 35K/year. Certificates Digital certificate Digital certificate - Included Reed Courses Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

The 'Diploma in CompTIA A+' course provides comprehensive training on essential computer hardware, networking, and security topics. Students will learn about various components, peripherals, and technologies involved in building and maintaining computer systems, as well as securing them. Learning Outcomes: Understand the fundamentals of CompTIA A+ certification and its significance in the IT industry. Gain knowledge about computer hardware, including CPUs, RAM, motherboards, power supplies, and mass storage technologies. Acquire skills in networking concepts, local area networking, wireless networking, and internet technologies. Learn about virtualization, portable computing, mobile devices, printers, and multifunction devices. Develop an understanding of computer security practices and how to secure computers and networks effectively. Why buy this Diploma in CompTIA A+? Unlimited access to the course for forever Digital Certificate, Transcript, student ID all included in the price Absolutely no hidden fees Directly receive CPD accredited qualifications after course completion Receive one to one assistance on every weekday from professionals Immediately receive the PDF certificate after passing Receive the original copies of your certificate and transcript on the next working day Easily learn the skills and knowledge from the comfort of your home Certification After studying the course materials of the Diploma in CompTIA A+ there will be a written assignment test which you can take either during or at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this course for? This Diploma in CompTIA A+ course is ideal for Students Recent graduates Job Seekers Anyone interested in this topic People already working in the relevant fields and want to polish their knowledge and skill. Prerequisites This Diploma in CompTIA A+ does not require you to have any prior qualifications or experience. You can just enrol and start learning.This Diploma in CompTIA A+ was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Career path As this course comes with multiple courses included as bonus, you will be able to pursue multiple occupations. This Diploma in CompTIA A+ is a great way for you to gain multiple skills from the comfort of your home. Course Curriculum Section 01: All about the CompTIA A+ CompTIA A+ 2019 Core 1 (220-1001) Course Introduction 00:02:00 What is the CompTIA A+? 00:02:00 Why Get A+ Certified? 00:03:00 What is on the CompTIA A+ Core 1 (220-1001) Exam? 00:09:00 How to Pass the A+ Exam 00:04:00 How to Use This Video Course 00:03:00 Section 02: Safety and Professionalism Tools of the Trade 00:06:00 Troubleshooting Theory 00:10:00 Section 03: The Visible Computer Primary PC Connections 00:05:00 External Connections 00:11:00 Inside the PC 00:08:00 What is a Computer? 00:07:00 Section 04: CPUs What is a CPU? 00:15:00 CPU Speeds and Cores 00:12:00 Caching 00:00:00 CPU Sockets 00:12:00 Installing a CPU 00:11:00 Liquid Cooling 00:04:00 Section 05: RAM RAM Technology 00:11:00 RAM Capacity 00:08:00 RAM Features 00:07:00 Installing RAM 00:07:00 Section 06: Firmware What is the BIOS? 00:06:00 POST 00:09:00 System Setup 00:09:00 Troubleshooting Firmware 00:12:00 Section 07: Motherboards Form Factors 00:06:00 Chipsets 00:05:00 Touring the Motherboard 00:14:00 Touring the Case 00:07:00 Installing a Motherboard 00:09:00 Section 08: Power Supplies The Power Supply 00:09:00 Mounting a Power Supply 00:05:00 Choosing a Power Supply 00:08:00 Cooling Your PC 00:11:00 Troubleshooting Power Supplies 00:09:00 Troubleshooting Core Components 00:14:00 Section 09: Mass Storage Technologies Introduction to Mass Storage 00:13:00 Magnetic Disk Drives 00:08:00 Solid State Drives 00:08:00 SCSI 00:03:00 Boot Order 00:07:00 Section 10: Implementing Mass Storage New Installation - First Drive 00:05:00 RAID 00:11:00 Hardware RAID 00:07:00 Mass Storage Troubleshooting 00:08:00 Section 11: Essential Peripherals Optical Media 00:10:00 USB Standards 00:10:00 Understanding USB 00:11:00 Configuring USB 00:07:00 Thunder and Lightning 00:06:00 Keyboards and Mice 00:08:00 Sight and Sound 00:07:00 Readers and Scanners 00:08:00 Using Expansion Cards 00:08:00 Section 12: Building a PC The Right PC for the Job 00:13:00 Section 13: Display Technologies Monitor Technologies 00:08:00 LCD Breakdown 00:04:00 Graphics Cards and Connections 00:13:00 Installing a Graphics Card 00:07:00 Projectors 00:05:00 Troubleshooting Monitors 00:06:00 Section 14: Essentials of Networking Introduction to Networking 00:08:00 Hubs vs. Switches 00:05:00 Hexadecimal 00:07:00 WANs and Routers 00:09:00 Cables and Connectors 00:11:00 Crimping Cables 00:10:00 Structured Cabling 00:11:00 Section 15: Local Area Networking Introduction to TCP/IP 00:14:00 Network IDs and Subnet Masks 00:05:00 Special IP Addresses 00:09:00 NAT 00:07:00 Dynamic IP Addressing 00:10:00 IPv6 00:07:00 Port Numbers 00:12:00 TCP, UDP, and ICMP 00:06:00 Understanding DNS 00:09:00 Working with DNS 00:07:00 Windows Naming 00:08:00 Routers 00:12:00 Basic Router Configuration 00:12:00 Advanced Router Configuration 00:06:00 VLANs 00:07:00 Network Troubleshooting 00:05:00 Section 16: Wireless Networking Wireless Network Hardware 00:11:00 Wi-Fi Standards 00:10:00 Basic WAP Setup 00:11:00 Connecting to a Wi-Fi Network 00:09:00 It's a Huge Mesh 00:04:00 Beyond Wi-Fi 00:07:00 Troubleshooting Wireless Connections 00:07:00 Section 17: The Internet Beyond the LAN 00:03:00 Internet Tiers 00:06:00 Dial-up Connections 00:08:00 Broadband Connections 00:10:00 Firewalls and Servers 00:06:00 FTP 00:07:00 E-Mail 00:08:00 Proxy Servers 00:06:00 Virtual Private Networks (VPNs) 00:10:00 Internet of Things (IoT) 00:04:00 Section 18: Virtualization Understanding Virtualization 00:10:00 Your First Virtual Machine 00:11:00 Advanced Virtualization Setup 00:10:00 Cloud Computing 00:08:00 Cloud Ownership 00:03:00 Cloud-Based Applications 00:06:00 Section 19: Portable Computing Laptop Features 00:08:00 Laptop Hardware Troubleshooting - The Tools 00:05:00 Laptop Hardware - Core Hardware 00:04:00 Laptop Hardware - CPU and Motherboard 00:07:00 Touring Your Laptop Display 00:04:00 Section 20: Understanding Mobile Devices What is a Mobile Device? 00:09:00 Mobile Connections 00:10:00 Touring Android 00:10:00 Touring iOS 00:08:00 Virtual Reality 00:03:00 Section 21: Care and Feeding of Mobile Devices Maintaining Mobile Devices 00:11:00 Mobile Devices and E-mail 00:10:00 Mobile Synchronization 00:08:00 Section 22: Printers and Multifunction Devices Laser Printers 00:13:00 Inkjet Printers 00:08:00 Impact Printers 00:04:00 Thermal Printers 00:04:00 Installing a Local Printer 00:14:00 Sharing Printers 00:08:00 Installing Wireless and Cloud Printers 00:10:00 Troubleshooting Printers 00:10:00 3D Printing 00:07:00 Section 23: Securing Computers Dealing with Threats 00:07:00 Assignment Assignment - Diploma in CompTIA A+ 00:00:00

Join our Photo Editing in Adobe Photoshop CC course and discover your hidden skills, setting you on a path to success in this area. Get ready to improve your skills and achieve your biggest goals. The Photo Editing in Adobe Photoshop CC course has everything you need to get a great start in this sector. Improving and moving forward is key to getting ahead personally. The Photo Editing in Adobe Photoshop CC course is designed to teach you the important stuff quickly and well, helping you to get off to a great start in the field. So, what are you looking for? Enrol now! You will Learn The Following Things: Learn strategies to boost your workplace efficiency. Hone your skills to help you advance your career. Acquire a comprehensive understanding of various topics and tips. Learn in-demand skills that are in high demand among UK employers This course covers the topic you must know to stand against the tough competition. The future is truly yours to seize with this Photo Editing in Adobe Photoshop CC. Enrol today and complete the course to achieve a certificate that can change your career forever. Details Perks of Learning with IOMH One-to-one support from a dedicated tutor throughout your course. Study online - whenever and wherever you want. Instant Digital/ PDF certificate 100% money back guarantee 12 months access Process of Evaluation After studying the course, an MCQ exam or assignment will test your skills and knowledge. You have to get a score of 60% to pass the test and get your certificate. Certificate of Achievement After completing the Photo Editing in Adobe Photoshop CC course, you will receive your CPD-accredited Digital/PDF Certificate for £5.99. To get the hardcopy certificate for £12.99, you must also pay the shipping charge of just £3.99 (UK) and £10.99 (International). Who Is This Course for? This Photo Editing in Adobe Photoshop CC is suitable for anyone aspiring to start a career in relevant field; even if you are new to this and have no prior knowledge, this course is going to be very easy for you to understand.  On the other hand, if you are already working in this sector, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level.  This course has been developed with maximum flexibility and accessibility, making it ideal for people who don't have the time to devote to traditional education. Requirements There is no prerequisite to enrol in this course. You don't need any educational qualification or experience to enrol in the Photo Editing in Adobe Photoshop CC course. Do note: you must be at least 16 years old to enrol. Any internet-connected device, such as a computer, tablet, or smartphone, can access this online course. Career Path The certification and skills you get from this Photo Editing in Adobe Photoshop CC Course can help you advance your career and gain expertise in several fields, allowing you to apply for high-paying jobs in related sectors. Course Curriculum Introduction Course Introduction 00:01:00 Opening Images in Photoshop How to open Photoshop 00:01:00 Photoshop Interface Overview 00:03:00 How to open images in Photoshop 00:02:00 Preparing Our Photo How to Straighten our Photo 00:05:00 How to Crop our Photo 00:07:00 Improving Lighting and Colors The 3 Color Dimensions 00:02:00 Introduction to Layers in Photoshop 00:04:00 Enhancing Colors in our Photo 00:10:00 Color Correcting a Portrait 00:02:00 Layer Masking in Photoshop Understanding and Using Layer Masks 00:18:00 Creative Retouching Color Grading Our Photo 00:11:00 Exporting Our Photo Saving Our Final Image 00:06:00 Mini-Project Setting Up Your document 00:05:00 Adding Your Image 00:04:00 Adding Shapes 00:04:00 Adding Text 00:13:00 Saving Your Final Design 00:01:00

Are you ready to be at the helm, steering the ship into a realm where data is the new gold? In the infinite world of data, where information spirals at breakneck speed, lies a universe rich in potential and discovery: the domain of Data Science and Visualisation. This 'Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3' course unravels the wonders of extracting meaningful insights using Python, the worldwide leading language of data experts. Harnessing the strength of Python, you'll delve deep into data analysis, experience the finesse of visualisation tools, and master the art of Machine Learning. The need to understand, interpret, and act on this data has become paramount, with vast amounts of data increasing the digital sphere. Envision a canvas where raw numbers are transformed into visually compelling stories, and machine learning models foretell future trends. This course provides a meticulous pathway for anyone eager to learn the data representation paradigms backed by Python's robust libraries. Dive into a curriculum rich with analytical explorations, visual artistry, and machine learning predictions. Learning Outcomes Understanding the foundations and functionalities of Python, focusing on its application in data science. Applying various Python libraries like NumPy and Pandas for effective data analysis. Demonstrating proficiency in creating detailed visual narratives using tools like matplotlib, Seaborn, and Plotly. Implementing Machine Learning algorithms in Python using scikit-learn, ranging from regression models to clustering techniques. Designing and executing a holistic data analysis and visualisation project, encapsulating all learned techniques. Exploring advanced topics, encompassing recommender systems and natural language processing with Python. Attaining the confidence to independently analyse complex data sets and translate them into actionable insights.   Video Playerhttps://studyhub.org.uk/wp-content/uploads/2021/03/Data-Science-and-Visualisation-with-Machine-Learning.mp400:0000:0000:00Use Up/Down Arrow keys to increase or decrease volume. Why buy this Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3? Unlimited access to the course for a lifetime. Opportunity to earn a certificate accredited by the CPD Quality Standards after completing this course. Structured lesson planning in line with industry standards. Immerse yourself in innovative and captivating course materials and activities. Assessments are designed to evaluate advanced cognitive abilities and skill proficiency. Flexibility to complete the Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3 Course at your own pace, on your own schedule. Receive full tutor support throughout the week, from Monday to Friday, to enhance your learning experience. Who is this Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3 course for? Aspiring data scientists aiming to harness the power of Python. Researchers keen to enrich their analytical and visualisation skills. Analysts aiming to add machine learning to their toolkit. Developers striving to integrate data analytics into applications. Business professionals desiring data-driven decision-making capabilities. Career path Data Scientist: £55,000 - £85,000 Per Annum Machine Learning Engineer: £60,000 - £90,000 Per Annum Data Analyst: £30,000 - £50,000 Per Annum Data Visualisation Specialist: £45,000 - £70,000 Per Annum Natural Language Processing Specialist: £65,000 - £95,000 Per Annum Business Intelligence Developer: £40,000 - £65,000 Per Annum Prerequisites This Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3 does not require you to have any prior qualifications or experience. You can just enrol and start learning. This Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3 was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Certification After studying the course materials, there will be a written assignment test which you can take at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £4.99 Original Hard Copy certificates need to be ordered at an additional cost of £8. Endorsed Certificate of Achievement from the Quality Licence Scheme Learners will be able to achieve an endorsed certificate after completing the course as proof of their achievement. You can order the endorsed certificate for only £85 to be delivered to your home by post. For international students, there is an additional postage charge of £10. Endorsement The Quality Licence Scheme (QLS) has endorsed this course for its high-quality, non-regulated provision and training programmes. The QLS is a UK-based organisation that sets standards for non-regulated training and learning. This endorsement means that the course has been reviewed and approved by the QLS and meets the highest quality standards. Please Note: Studyhub is a Compliance Central approved resale partner for Quality Licence Scheme Endorsed courses. Course Curriculum Welcome, Course Introduction & overview, and Environment set-up 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 Essentials 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 Python for Data Analysis using NumPy 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 Python for Data Analysis using Pandas 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 Python for Data Visualization using matplotlib 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 Python for Data Visualization using Seaborn 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 Python for Data Visualization using pandas Pandas Built-in Data Visualization 00:34:00 Pandas Data Visualization Exercises Overview 00:03:00 Panda Data Visualization Exercises Solutions 00:13:00 Python for interactive & geographical plotting using Plotly and Cufflinks 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 Capstone Project - Python for Data Analysis & Visualization 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 Python for Machine Learning (ML) - scikit-learn - Linear Regression Model 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 Python for Machine Learning - scikit-learn - Logistic Regression Model 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 Python for Machine Learning - scikit-learn - K Nearest Neighbors 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 Python for Machine Learning - scikit-learn - Decision Tree and Random Forests 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 Python for Machine Learning - scikit-learn -Support Vector Machines (SVMs) 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 Python for Machine Learning - scikit-learn - K Means Clustering 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 Python for Machine Learning - scikit-learn - Principal Component Analysis (PCA) 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 Recommender Systems with Python - (Additional Topic) 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 Python for Natural Language Processing (NLP) - NLTK - (Additional Topic) 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 Resources - Data Science and Visualisation with Machine Learning 00:00:00 Order your QLS Endorsed Certificate Order your QLS Endorsed Certificate 00:00:00

Embark on a transformative journey through the intricate landscape of networking with the CompTIA Network+ Certification (N10-007). This course isn't just about mastering the intricacies of network models or delving into the depths of cabling and topology; it's about empowering yourself with the skills and knowledge to navigate the digital highways of the modern era confidently. Picture yourself as the architect, laying down the foundations of robust networks, securing them against digital threats, and troubleshooting with finesse. With CompTIA Network+ +, you're not just learning; you're shaping your future in information technology. In this comprehensive course, you'll traverse through 22 meticulously crafted sections, each unlocking a new facet of comptia networking. From understanding the fundamentals of TCP/IP to exploring the nuances of wireless networking and delving into virtualization and cloud computing, every lesson is a stepping stone towards network mastery. Through immersive learning experiences and hands-on comptia network+ practice tests, you'll absorb theoretical knowledge and hone your practical skills, preparing you for real-world challenges. Learning Outcomes: Master network models and topologies, laying a strong foundation for network architecture. Demonstrate proficiency in TCP/IP fundamentals and routing protocols for effective data transmission. Develop expertise in securing networks against cyber threats, ensuring data integrity and confidentiality. Acquire skills in network troubleshooting and monitoring, enabling swift resolution of issues. Apply wireless networking and cloud computing knowledge to design and implement scalable network solutions. Why buy this CompTIA Network+ Certification (N10-007)? Unlimited access to the course for forever Digital Certificate, Transcript, student ID all included in the price Absolutely no hidden fees Directly receive CPD accredited qualifications after course completion Receive one to one assistance on every weekday from professionals Immediately receive the PDF certificate after passing Receive the original copies of your certificate and transcript on the next working day Easily learn the skills and knowledge from the comfort of your home Certification After studying the course materials of the CompTIA Network+ Certification (N10-007) there will be a written assignment test which you can take either during or at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £5.99. Original Hard Copy certificates need to be ordered at an additional cost of £9.60. Who is this CompTIA Network+ Certification (N10-007) for? Aspiring IT professionals seeking to kickstart their careers in networking. Students aiming to enhance their employability with industry-recognized certifications. Career changers looking to transition into the dynamic field of information technology. IT professionals seeking to validate their skills and advance their careers. Anyone passionate about mastering the intricacies of comptia network and carving a niche in the digital landscape. Prerequisites This CompTIA Network+ Certification (N10-007) does not require you to have any prior qualifications or experience. You can just enrol and start learning.This CompTIA Network+ Certification (N10-007) was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Career path Network Administrator: £20,000 - £45,000 Per Annum Network Engineer: £25,000 - £55,000 Per Annum Systems Administrator: £22,000 - £50,000 Per Annum IT Support Technician: £18,000 - £35,000 Per Annum Cyber Security Analyst: £25,000 - £60,000 Per Annum Cloud Solutions Architect: £30,000 - £80,000 Per Annum Course Curriculum Section 01: Introduction Introduction 00:03:00 Section 02: Network Models What is a Model? 00:02:00 OSI vs. TCP/IP Model 00:07:00 Walking Through OSI and TCP/IP 00:12:00 Meet the Frame 00:06:00 The MAC Address 00:07:00 Broadcast vs. Unicast 00:04:00 Introduction to IP Addressing 00:08:00 Packets and Ports 00:05:00 Section 03: Cabling and Topology Network Topologies 00:10:00 Coaxial Cabling 00:05:00 Twisted Pair Cabling 00:06:00 Cat Ratings 00:06:00 Fiber Optic Cabling 00:09:00 Fire Ratings 00:05:00 Legacy Network Connections 00:07:00 Section 04: Ethernet Basics What is Ethernet? 00:07:00 Ethernet Frames 00:07:00 Early Ethernet 00:08:00 The Daddy of Ethernet, 10BaseT 00:03:00 Terminating Twisted Pair 00:14:00 Hubs vs. Switches 00:13:00 Section 05: Modern Ethernet 100BaseT 00:05:00 Connecting Switches 00:05:00 Gigabit Ethernet and 10-Gigabit Ethernet 00:05:00 Transceivers 00:07:00 Connecting Ethernet Scenarios 00:14:00 Section 06: Installing a Physical Network Introduction to Structured Cabling 00:04:00 Terminating Structured Cabling 00:08:00 Equipment Room 00:07:00 Alternative Distribution Panels 00:04:00 Testing Cable 00:09:00 Troubleshooting Structured Cabling, Part 1 00:05:00 Troubleshooting Structured Cabling, Part 2 00:05:00 Using a Toner and Probe 00:03:00 Wired Connection Scenarios 00:11:00 Section 07: TCP/IP Basics Introduction to IP Addressing and Binary 00:13:00 Introduction to ARP 00:04:00 Classful Addressing 00:10:00 Subnet Masks 00:12:00 Subnetting with CIDR 00:10:00 More CIDR Subnetting Practice 00:10:00 Dynamic and Static IP Addressing 00:18:00 Rogue DHCP Servers 00:07:00 Special IP Addresses 00:07:00 IP Addressing Scenarios 00:15:00 Section 08: Routing Introducing Routers 00:15:00 Understanding Ports 00:05:00 Network Address Translation 00:06:00 Implementing NAT 00:03:00 Forwarding Ports 00:18:00 Tour of a SOHO Router 00:12:00 SOHO vs. Enterprise 00:09:00 Static Routes 00:13:00 Dynamic Routing 00:11:00 RIP 00:04:00 OSPF 00:04:00 BGP 00:06:00 Section 09: TCP/IP Applications TCP and UDP 00:07:00 ICMP and IGMP 00:06:00 Handy Tools 00:07:00 Introduction to Wireshark 00:11:00 Introduction to netstat 00:09:00 Web Servers 00:12:00 FTP 00:12:00 E-mail Servers and Clients 00:09:00 Securing E-mail 00:06:00 Telnet and SSH 00:09:00 Network Time Protocol 00:02:00 Network Service Scenarios 00:10:00 Section 10: Network Naming Understanding DNS 00:12:00 Applying DNS 00:19:00 The Hosts File 00:04:00 Net Command 00:08:00 Windows Name Resolution 00:11:00 Dynamic DNS 00:05:00 DNS Troubleshooting 00:13:00 Section 11: Securing TCP/IP Making TCP/IP Secure 00:04:00 Symmetric Encryption 00:06:00 Asymmetric Encryption 00:03:00 Cryptographic Hashes 00:05:00 Identification 00:12:00 Access Control 00:04:00 AAA 00:05:00 Kerberos/EAP 00:08:00 Single Sign-On 00:10:00 Certificates and Trust 00:14:00 Certificate Error Scenarios 00:08:00 Section 12: Advanced Networking Devices Understanding IP Tunneling 00:06:00 Virtual Private Networks 00:13:00 Introduction to VLANs 00:12:00 InterVLAN Routing 00:03:00 Interfacing with Managed Switches 00:11:00 Switch Port Protection 00:07:00 Port Bonding 00:07:00 Port Mirroring 00:04:00 Quality of Service 00:05:00 IDS vs. IPS 00:04:00 Proxy Servers 00:13:00 Load Balancing 00:09:00 Device Placement Scenarios 00:13:00 Section 13: IPv6 Introduction to IPv6 00:13:00 IPv6 Addressing 00:15:00 IPv6 in Action 00:13:00 IPv4 and IPv6 Tunneling 00:05:00 Section 14: Remote Connectivity Telephony Technologies 00:09:00 Optical Carriers 00:03:00 Packet Switching 00:05:00 Connecting with Dial-up 00:05:00 Digital Subscriber Line (DSL) 00:05:00 Connecting with Cable Modems 00:04:00 Connecting with Satellites 00:03:00 ISDN and BPL 00:04:00 Remote Desktop Connectivity 00:05:00 Advanced Remote Control Systems 00:09:00 Section 15: Wireless Networking Introduction to 802.11 00:12:00 802.11 Standards 00:12:00 Power over Ethernet (PoE) 00:04:00 Antennas 00:09:00 Wireless Security Standards 00:16:00 Implementing Wireless Security 00:07:00 Threats to Your Wireless Network 00:07:00 Retro Threats 00:05:00 Wi-Fi Protected Setup (WPS) 00:05:00 Enterprise Wireless 00:06:00 Installing a Wireless Network 00:15:00 Wireless Scenarios 00:07:00 More Wireless Scenarios 00:09:00 Section 16: Virtualization and Cloud Computing Virtualization Basics 00:07:00 Cloud Ownership 00:03:00 Cloud Implementation 00:12:00 Your First Virtual Machine 00:09:00 NAS and SAN 00:16:00 Platform as a Service (PaaS) 00:09:00 Software as a Service (SaaS) 00:03:00 Infrastructure as a Service (IaaS) 00:10:00 Section 17: Mobile Networking Cellular Technologies 00:05:00 Mobile Connectivity 00:07:00 Deploying Mobile Devices 00:05:00 Mobile Access Control 00:06:00 Section 18: Building a Real-World Network Network Types 00:04:00 Network Design 00:10:00 Power Management 00:06:00 Unified Communications 00:11:00 Network Documentation 00:07:00 Contingency Planning 00:10:00 Predicting Hardware Failure 00:05:00 Backups 00:08:00 Section 19: Managing Risk What is Risk Management? 00:06:00 Security Policies 00:08:00 Change Management 00:07:00 User Training 00:03:00 Standard Business Documentation 00:05:00 Mitigating Network Threats 00:05:00 High Availability 00:05:00 Section 20: Protecting Your Network Denial of Service 00:09:00 Malware 00:10:00 Social Engineering 00:04:00 Access Control 00:08:00 Man-in-the-Middle 00:22:00 Introduction to Firewalls 00:05:00 Firewalls 00:10:00 DMZ 00:06:00 Hardening Devices 00:14:00 Physical Security Controls 00:09:00 Testing Network Security 00:08:00 Network Protection Scenarios 00:14:00 Section 21: Network Monitoring SNMP 00:15:00 Documenting Logs 00:09:00 System Monitoring 00:08:00 SIEM (Security Information and Event Management) 00:07:00 Section 22: Network Troubleshooting Network Troubleshooting Theory 00:05:00

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Certificate immediately upon course completion 100% Money back guarantee Exclusive discounts on your next course purchase from Institute of Mental Health Enrolling in the Tutorial For Inkscape - Learn Vector Graphics Design course can assist you in getting into your desired career quicker than you ever imagined. So without further ado, start now. Process of Evaluation After studying the Tutorial For Inkscape - Learn Vector Graphics Design course, your skills and knowledge will be tested with a MCQ exam or assignment. You must get a score of 60% to pass the test and get your certificate.  Certificate of Achievement Upon successfully completing the Tutorial For Inkscape - Learn Vector Graphics Design course, you will get your CPD accredited digital certificate immediately. And you can also claim the hardcopy certificate completely free of charge. All you have to do is pay a shipping charge of just £3.99. Who Is This Course for? This Tutorial For Inkscape - Learn Vector Graphics Design is suitable for anyone aspiring to start a career in Tutorial For Inkscape - Learn Vector Graphics Design; even if you are new to this and have no prior knowledge on Tutorial For Inkscape - Learn Vector Graphics Design, this course is going to be very easy for you to understand.  And if you are already working in the Tutorial For Inkscape - Learn Vector Graphics Design field, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level.  Taking this Tutorial For Inkscape - Learn Vector Graphics Design course is a win-win for you in all aspects.  This course has been developed with maximum flexibility and accessibility, making it ideal for people who don't have the time to devote to traditional education. Requirements This Tutorial For Inkscape - Learn Vector Graphics Design course has no prerequisite.  You don't need any educational qualification or experience to enrol in the Tutorial For Inkscape - Learn Vector Graphics Design course. Do note: you must be at least 16 years old to enrol. Any internet-connected device, such as a computer, tablet, or smartphone, can access this online Tutorial For Inkscape - Learn Vector Graphics Design course. Moreover, this course allows you to learn at your own pace while developing transferable and marketable skills. Course Curriculum Introduction Introduction 00:02:00 The user interface 00:05:00 Your first tools! Draw your first object 00:04:00 Saving your work and exporting 00:03:00 Select and transform objects 00:04:00 Dealing with multiple objects 00:07:00 Let's color it! - the basics of color usage 00:09:00 Shape and path 00:08:00 Groups and basic drawings 00:07:00 Learn more tools! Edit path by nodes 00:12:00 Another view on colors 00:06:00 Gradients 00:07:00 Going for the 3D look - gradients and blur 00:09:00 Clipping and masking 00:01:00 Working with text 00:11:00 Layers 00:04:00 Guidelines, rulers, align and distribute 00:06:00 Being a bit more creative! The spray tool 00:08:00 The pencil tool - create custom brushes 00:08:00 Sculpt tool 00:05:00 Pattern along path 00:05:00 Filters and extensions 00:04:00 Import photos and tracing 00:08:00 How to create patterns 00:06:00 Blending modes 00:06:00 Put everything together! Create a Christmas card 00:04:00 Draw a funny elf character 00:18:00 Finish your character and create falling snow 00:15:00 Finalize and export your drawing 00:01:00 What's newin Inkscape 0.91? Why Inkscape 0.91 What is new 00:05:00 New way to deal with gradients! 00:04:00 Powerstroke and the symbol library 00:05:00 Tip and tricks Change canvas color 00:04:00 Use Find and replace to manage multiple objects 00:06:00 Tips for creating a good pattern 00:06:00 How to create mandala 00:06:00 Bonus lecture - check this out! 00:01:00

Join our Home Skincare course and discover your hidden skills, setting you on a path to success in this area. Get ready to improve your skills and achieve your biggest goals. The Home Skincare course has everything you need to get a great start in this sector. Improving and moving forward is key to getting ahead personally. The Home Skincare course is designed to teach you the important stuff quickly and well, helping you to get off to a great start in the field. So, what are you looking for? Enrol now! You will Learn The Following Things: Learn strategies to boost your workplace efficiency. Hone your skills to help you advance your career. Acquire a comprehensive understanding of various topics and tips. Learn in-demand skills that are in high demand among UK employers This course covers the topic you must know to stand against the tough competition. The future is truly yours to seize with this Home Skincare. Enrol today and complete the course to achieve a certificate that can change your career forever. Details Perks of Learning with IOMH One-to-one support from a dedicated tutor throughout your course. Study online - whenever and wherever you want. Instant Digital/ PDF certificate 100% money back guarantee 12 months access Process of Evaluation After studying the course, an MCQ exam or assignment will test your skills and knowledge. You have to get a score of 60% to pass the test and get your certificate. Certificate of Achievement Certificate of Completion - Digital/PDF Certificate After completing the Home Skincare course, you can order your CPD-accredited Digital/PDF Certificate for £5.99.  Certificate of Completion - Hard copy Certificate You can get the CPD Accredited Hard Copy Certificate for £12.99. (Each) Shipping Charges: Inside the UK: £3.99 International: £10.99 Who Is This Course for? This Home Skincare is suitable for anyone aspiring to start a career in relevant field; even if you are new to this and have no prior knowledge, this course is going to be very easy for you to understand.  On the other hand, if you are already working in this sector, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level.  This course has been developed with maximum flexibility and accessibility, making it ideal for people who don't have the time to devote to traditional education. Requirements There is no prerequisite to enrol in this course. You don't need any educational qualification or experience to enrol in the Home Skincare course. Do note: you must be at least 16 years old to enrol. Any internet-connected device, such as a computer, tablet, or smartphone, can access this online course. Career Path The certification and skills you get from this Home Skincare Course can help you advance your career and gain expertise in several fields, allowing you to apply for high-paying jobs in related sectors. Course Curriculum Home Skincare Skin Care and Tanning 00:41:00 Food Knowledge 00:13:00 Hair Removal Options 00:18:00 Skincare Using Spices 00:11:00 Know your Toxic ingredients 00:16:00 Aromatherapy and Essential Oils 00:29:00 Detox Your Deodorant 00:11:00 Skin Care - Course 8 - Dry Brushing 00:07:00 Face Masks 00:07:00 Go Earthing 00:05:00 Good Morning Detox 00:07:00 Hot Flashes 00:05:00 Luxury Spa Treatments at Home 00:10:00 Natural Teeth Whitening 00:04:00 Tanning Beds or Spray Tanning 00:09:00 What's All the Fuss About LED Light Therapy 00:06:00

Overview This Personal Development Masterclass course will unlock your full potential and will show you how to excel in a career in Personal Development Masterclass. So upskill now and reach your full potential. Everything you need to get started in Personal Development Masterclass is available in this course. Learning and progressing are the hallmarks of personal development. This Personal Development Masterclass will quickly teach you the must-have skills needed to start in the relevant industry. In This Personal Development Masterclass Course, You Will: Learn strategies to boost your workplace efficiency. Hone your Personal Development Masterclass skills to help you advance your career. Acquire a comprehensive understanding of various Personal Development Masterclass topics and tips from industry experts. Learn in-demand Personal Development Masterclass skills that are in high demand among UK employers, which will help you to kickstart your career. 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Process of Evaluation After studying the Personal Development Masterclass course, your skills and knowledge will be tested with a MCQ exam or assignment. You must get a score of 60% to pass the test and get your certificate.  Certificate of Achievement Upon successfully completing the Personal Development Masterclass course, you will get your CPD accredited digital certificate immediately. And you can also claim the hardcopy certificate completely free of charge. All you have to do is pay a shipping charge of just £3.99. Who Is This Course for? This Personal Development Masterclass is suitable for anyone aspiring to start a career in Personal Development Masterclass; even if you are new to this and have no prior knowledge on Personal Development Masterclass, this course is going to be very easy for you to understand.  And if you are already working in the Personal Development Masterclass field, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level.  Taking this Personal Development Masterclass course is a win-win for you in all aspects.  This course has been developed with maximum flexibility and accessibility, making it ideal for people who don't have the time to devote to traditional education. Requirements This Personal Development Masterclass course has no prerequisite.  You don't need any educational qualification or experience to enrol in the Personal Development Masterclass course. Do note: you must be at least 16 years old to enrol. Any internet-connected device, such as a computer, tablet, or smartphone, can access this online Personal Development Masterclass course. Moreover, this course allows you to learn at your own pace while developing transferable and marketable skills. Course Curriculum Introduction Introduction 00:05:00 Module 01: What's Your Self Image and How It Affects Your Self Esteem What's Your Self Image and How It Affects Your Self Esteem 00:03:00 The Meaning of Self-Image 00:04:00 Accepting Yourself for Who You Are 00:04:00 Ways to Change Your Self Image 00:06:00 How Your Self Image Affects You Emotionally 00:04:00 How Your Identity and Self Esteem Are Linked 00:04:00 Module 02: What Roadblocks Do You Put in Your Way? What Roadblocks Do You Put in Your Way? 00:03:00 Comparing Yourself to Others as a Roadblock 00:04:00 Using Self Talk as a Roadblock 00:04:00 Using Fear as a Roadblock 00:03:00 Using Procrastination as a Roadblock 00:04:00 Having Self Limiting Beliefs 00:04:00 Module 03: Causes for Low Self Esteem Causes for Low Self Esteem 00:03:00 Sources for low self-esteem 00:04:00 How Bullying Can Affect Your Self Esteem 00:03:00 How Your Parents Can Affect Your Self Esteem 00:04:00 How Trauma Can Affect Your Self Esteem? 00:05:00 How Society and the Media Can Affect Your Self Esteem 00:03:00 Module 04: Using Psychology/Self Help to Form Empowering Beliefs Using Psychology/Self Help to Form Empowering Beliefs 00:04:00 Ways to remove negative thoughts from your subconscious mind 00:03:00 Transactional Analysis-The Masks we wear 00:03:00 Affirmations 00:03:00 Steps to Overcome limiting beliefs learn in childhood 00:05:00 Learn to understand your potential 00:04:00 Module 05: Changing Your Mindset to Overcome Limiting Beliefs Changing Your Mindset to Overcome Limiting Beliefs 00:06:00 Proven Mindset hacks to overcome limiting beliefs 00:05:00 Ways to cultivate a more positive mindset 00:03:00 Ways to change your mindset and attitude 00:04:00 Ways to change your mindset for success 00:04:00 Ways to Change your mindset 00:04:00 Module 06: Believe in yourself Believe in yourself 00:04:00 Think About Your Past Successes 00:03:00 Learn to Trust Yourself 00:04:00 Let yourself off the hook 00:04:00 Have a Positive Attitude 00:03:00 Let a Life Coach Help You 00:03:00 Conclusion Review of Course 00:05:00

Learning Outcomes After completing this course, learners will be able to: Learn Python for data analysis using NumPy and Pandas Acquire a clear understanding of data visualisation using Matplotlib, Seaborn and Pandas Deepen your knowledge of Python for interactive and geographical potting using Plotly and Cufflinks Understand Python for data science and machine learning Get acquainted with Recommender Systems with Python Enhance your understanding of Python for Natural Language Processing (NLP) Description Whether you are from an engineering background or not you still can efficiently work in the field of data science and the machine learning sector, if you have proficient knowledge of Python. Since Python is the easiest and most used programming language, you can start learning this language now to advance your career with the Data Science And Machine Learning Using Python : A Bootcamp course. This course will give you a thorough understanding of the Python programming language. Moreover, it will show how can you use Python for data analysis and machine learning. Alongside that, from this course, you will get to learn data visualisation, and interactive and geographical plotting by using Python. The course will also provide detailed information on Python for data analysis, Natural Language Processing (NLP) and much more. Upon successful completion of this course, get a CPD- certificate of achievement which will enhance your resume and career. 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 After completing this course, you will be provided with some assessment questions. To pass that assessment, you need to score at least 60%. Our experts will check your assessment and give you feedback accordingly. Career Path After completing this course, you can explore various career options such as Web Developer Software Engineer Data Scientist Machine Learning Engineer Data Analyst In the UK professionals usually get a salary of £25,000 - £30,000 per annum for these positions. Course Content Welcome, Course Introduction & overview, and Environment set-up 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 Essentials 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 Python for Data Analysis using NumPy 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 Python for Data Analysis using Pandas 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 Python for Data Visualization using matplotlib 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 Python for Data Visualization using Seaborn 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 Python for Data Visualization using pandas Pandas Built-in Data Visualization 00:34:00 Pandas Data Visualization Exercises Overview 00:03:00 Panda Data Visualization Exercises Solutions 00:13:00 Python for interactive & geographical plotting using Plotly and Cufflinks 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 Capstone Project - Python for Data Analysis & Visualization 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 Python for Machine Learning (ML) - scikit-learn - Linear Regression Model 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 Python for Machine Learning - scikit-learn - Logistic Regression Model 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 Python for Machine Learning - scikit-learn - K Nearest Neighbors 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 Python for Machine Learning - scikit-learn - Decision Tree and Random Forests 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 Python for Machine Learning - scikit-learn -Support Vector Machines (SVMs) 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 Python for Machine Learning - scikit-learn - K Means Clustering 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 Python for Machine Learning - scikit-learn - Principal Component Analysis (PCA) 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 Recommender Systems with Python - (Additional Topic) 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 Python for Natural Language Processing (NLP) - NLTK - (Additional Topic) 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 Resources - Data Science and Machine Learning using Python : A Bootcamp 00:00:00 Order your Certificates & Transcripts Order your Certificates & Transcripts 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. 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