Duration 3 Days 18 CPD hours This course is intended for This course is geared for Python-experienced attendees who wish to be equipped with the skills you need to use pandas to ensure the veracity of your data, visualize it for effective decision-making, and reliably reproduce analyses across multiple datasets. Overview Working in a hands-on learning environment, guided by our expert team, attendees will learn to: Understand how data analysts and scientists gather and analyze data Perform data analysis and data wrangling using Python Combine, group, and aggregate data from multiple sources Create data visualizations with pandas, matplotlib, and seaborn Apply machine learning (ML) algorithms to identify patterns and make predictions Use Python data science libraries to analyze real-world datasets Use pandas to solve common data representation and analysis problems Build Python scripts, modules, and packages for reusable analysis code Perform efficient data analysis and manipulation tasks using pandas Apply pandas to different real-world domains with the help of step-by-step demonstrations Get accustomed to using pandas as an effective data exploration tool. Data analysis has become a necessary skill in a variety of domains where knowing how to work with data and extract insights can generate significant value. Geared for data team members with incoming Python scripting experience, Hands-On Data Analysis with Pandas will show you how to analyze your data, get started with machine learning, and work effectively with Python libraries often used for data science, such as pandas, NumPy, matplotlib, seaborn, and scikit-learn. Using real-world datasets, you will learn how to use the powerful pandas library to perform data wrangling to reshape, clean, and aggregate your data. Then, you will be able to conduct exploratory data analysis by calculating summary statistics and visualizing the data to find patterns. In the concluding lessons, you will explore some applications of anomaly detection, regression, clustering, and classification using scikit-learn to make predictions based on past data. Students will leave the course armed with the skills required to use pandas to ensure the veracity of their data, visualize it for effective decision-making, and reliably reproduce analyses across multiple datasets. Introduction to Data Analysis Fundamentals of data analysis Statistical foundations Setting up a virtual environment Working with Pandas DataFrames Pandas data structures Bringing data into a pandas DataFrame Inspecting a DataFrame object Grabbing subsets of the data Adding and removing data Data Wrangling with Pandas What is data wrangling? Collecting temperature data Cleaning up the data Restructuring the data Handling duplicate, missing, or invalid data Aggregating Pandas DataFrames Database-style operations on DataFrames DataFrame operations Aggregations with pandas and numpy Time series Visualizing Data with Pandas and Matplotlib An introduction to matplotlib Plotting with pandas The pandas.plotting subpackage Plotting with Seaborn and Customization Techniques Utilizing seaborn for advanced plotting Formatting Customizing visualizations Financial Analysis - Bitcoin and the Stock Market Building a Python package Data extraction with pandas Exploratory data analysis Technical analysis of financial instruments Modeling performance Rule-Based Anomaly Detection Simulating login attempts Exploratory data analysis Rule-based anomaly detection Getting Started with Machine Learning in Python Learning the lingo Exploratory data analysis Preprocessing data Clustering Regression Classification Making Better Predictions - Optimizing Models Hyperparameter tuning with grid search Feature engineering Ensemble methods Inspecting classification prediction confidence Addressing class imbalance Regularization Machine Learning Anomaly Detection Exploring the data Unsupervised methods Supervised methods Online learning The Road Ahead Data resources Practicing working with data Python practice
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Security Management officers not only earn a good amount of salary (£20,000 to £ 70,000) but also make people feel safe. This brings a sense of contentment. Moreover, this job is usually a shift work. This means a Security Management has the luxury of a flexible schedule. Through this job, you will come across many individuals, which will help broaden and strengthen your network. Sign up for this bundle now and find out all the other benefits! This Security Management bundle consists of 11 in-demand courses: Course 01: Security Guard Course Course 02: Close Protection Course 03: Criminal Law and Criminology Course 04: English Law and Legal System Level 3 Course 05: Emotional Intelligence and Human Behaviour Course 06: GDPR Data Protection Level 5 Course 07: Workplace Confidentiality Course 08: Cyber Security Incident Handling and Incident Response Course 09: Functional Skills - Fitness Course 10: Decision Making and Critical Thinking Course 11: Online Workplace First Aid Level 3 Course From this Security Management course, you will uncover all the information and skills required to be an ideal Security Guard, including- Discover career prospect Get hands-on general patrol tactics and techniques Acquire knowledge about public relations and traffic control Get a detailed introduction to human behaviour and basic psychological process Discover evolutionary perspective of human behaviour and self-leadership Familiarise with emotional intelligence and Neuro-Linguistic Programming (NLP) Curriculum of Security Management Bundle Course 01: Security Guard Course Module 01: Definition and Importance of Security Module 02: Career Prospect of Security Guard in the UK Module 03: Security Risk Analysis and Risk Reduction Module 04: Physical and Information Security Protection Module 05: Response to Immediate Crisis Module 06: The Use of Technology for Managing Security Module 07: General Patrol Tactics and Techniques Module 08: Public Relations and Traffic Control Module 09: Violence in the Workplace Module 10: Laws and Regulations -------- 10 more Security Management related courses--------- How will I get my Security Management Certificate? After successfully completing the Security Management course you will be able to order your CPD Accredited Certificates (PDF + Hard Copy) as proof of your achievement. PDF Certificate: Free (Previously it was £6*11 = £66) Hard Copy Certificate: Free (For The Title Course: Previously it was £10) CPD 45 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Anyone from any background can enrol in this Security Management bundle. Persons with similar professions can also refresh or strengthen their skills by enrolling in this Security Management course. Disclaimer This Security Management course is not applicable for any professional certification. However, You will have an edge to gather deep knowledge and information about this sector. Requirements Our Security Management is fully compatible with PC's, Mac's, laptops, tablets and Smartphone devices. This course has been designed to be fully compatible with tablets and smartphones so that you can access your Security Management course on Wi-Fi, 3G or 4G. Career path Having this various Security Management expertise will increase the value of your CV and open you up to multiple job sectors Certificates Certificate of completion Digital certificate - Included
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Learning Outcomes Get introduced to the Mental Capacity Act Enhance your understanding of DOLS Learn how to provide care to those who lack capacity Familiarise yourself with the legislation, policy and procedures Understand the process of maintaining the confidentiality and keeping records Learn the core fundamentals of Liberty Protections Safeguards Description Working in mental health care requires in-depth knowledge and understanding along with quality skills. Without the proper training and expertise, you can actually worsen the situation. That's why before you start your career in the relevant fields, establish a solid foundation in mental health care with the Mental Health Care Training - MCA & DOLS course. In this course, you will learn the ins and outs of the Mental Capacity Act. The course will educate you on the fundamentals of DOLS. In addition, the course will assist you in acquiring the skills required to take care of people who lack capacity. Furthermore, it will show you how to maintain records and the confidentiality of the patients. From the informative modules, you will also get the chance to gain an overall understanding of Liberty Protections Safeguards. At the end of this course, you will receive a certificate of achievement. This certificate will elevate your resume and increase your employability in the relevant job market. Enrol today! 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 At the end of the course, some assessment questions will be provided. In order to pass this exam, you must score at least 60%. When you submit the assessment, our team will examine it and deliver you feedback. Career path This course is designed to help you extant your knowledge and understanding of this sector. After completing the course, you will be able to explore career options such as Mental Health Counsellor Mental Health Counsellor Mental Health First Aider Psychotherapy Assistant Course Content Module 1. The Mental Capacity Act The Mental Capacity Act 00:14:00 Module 2. Assessment of Mental Capacity Assessment of Mental Capacity 00:13:00 Module 3. Best Interest Decision Making Best Interest Decision Making 00:20:00 Module 4. Advocacy and Advance Planning Advocacy and Advance Planning 00:12:00 Module 5. Providing Care or Treatment to People Who Lack Capacity Providing Care or Treatment to People Who Lack Capacity 00:13:00 Module 6. Confidentiality and Record Keeping Confidentiality and Record-Keeping 00:10:00 Module 7. Public Bodies and Services Created by MCA Act 2005 Public Bodies and Services Created by MCA Act 2005 00:08:00 Module 8. Interface with Legislation, Policy and Procedures Interface with Legislation, Policies and Procedures 00:14:00 Module 9. Deprivation of Liberty Safeguards Deprivation of Liberty Safeguards (DoLS) 00:16:00 Module 10. Authorised Deprivation Authorised Deprivation 00:19:00 Module 11. Legal Background to DOLS Legal Background to DOLS 00:14:00 Module 12. The Mental Capacity Act (2005) and Deprivation of Liberty Safeguards During a Pandemic The MCA and DOLS During a Pandemic 00:16:00 Module 13. Liberty Protection Safeguards (LPS) Liberty Protection Safeguards (LPS) 00:23:00 Mock Exam Mock Exam - Mental Health Care Training - MCA & DOLS 00:20:00 Final Exam Final Exam - Mental Health Care Training - MCA & DOLS 00:20:00 Order your Certificates & Transcripts Order your Certificates & Transcripts 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. This certificate can be a valuable addition to your professional portfolio and can be shared on your various social networks. Can I switch courses or get a refund if I'm not satisfied with the course? We want you to have a positive learning experience. If you're not satisfied with the course, you can request a course transfer or refund within 14 days of the initial purchase. How do I track my progress in the course? Our platform provides tracking tools and progress indicators for each course. You can monitor your progress, completed lessons, and assessments through your learner dashboard for the course. What if I have technical issues or difficulties with the course? If you encounter technical issues or content-related difficulties with the course, our support team is available to assist you. You can reach out to them for prompt resolution.