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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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Dive into the fascinating world of politics and international relations with our expansive course bundle, where the intricate dance of power, policy, and diplomacy comes alive. This collection offers a panoramic view of political studies, from the nuanced dynamics of UK and US politics to the global impact of international relations and human rights. It's an intellectual odyssey that stretches beyond borders, tapping into economics, environmental law, and even the echoes of military history. This bundle is a gateway to understanding the complex mechanisms that shape our world. Here, the pursuit of knowledge meets the mastery of skills, empowering you to navigate and influence the ever-evolving political landscape. Whether you're aspiring to be a policy maker, an advocate for change, or a connoisseur of global affairs, this course is your stepping stone. Embark on this educational journey, enrich your understanding, and be part of the change you wish to see. Enrol now and transform your curiosity into expertise. This Politics, Government & International Relations Bundle consists of the following 20 CPD Accredited Premium courses - Course 01: Political Study Course 02: Comparative Politics: UK and USA Course 03: UK / British Politics Course 04: UK Government Policies and Procedures Course 05: Exploring Political Ideas: A Comprehensive Guide Course 06: Diploma In International Relations Course 07: International Development Diploma Level 3 Course 08: Economics Course 09: Military History Course 10: Diploma in Human Rights Course 11: Environmental Law Course 12: Economics Level 2 Diploma Course 13: Self Esteem & Assertiveness Course 14: Economics and Evolutionary Game Theory Course 15: Environmental Health Course 16: Environmental Law 2021 Course 17: Organisation & People Management Course 18: International Law Course 19: Public Relation Course 20: Comparative Literature Studies: A Global Perspective 10 Extraordinary Career Oriented courses that will assist you in reimagining your thriving techniques- Course 01: Effective Communication Skills Diploma Course 02: Business Networking Skills Course 03: Influencing and Negotiation Skills Course 04: Delegation Skills Training Course 05: Time Management Course 06: Leadership Skills Training Course 07: Decision Making and Critical Thinking Online Course Course 08: Emotional Intelligence and Social Management Diploma Course 09: Assertiveness Skills Course 10: Touch Typing Complete Training Diploma Learning Outcomes Here's what you'll gain from this comprehensive course bundle: Understand the key differences and similarities in UK and US politics. Acquire knowledge in international relations and global development. Gain insights into economic theories and their real-world applications. Explore the impact of environmental law on policy-making. Develop skills in self-esteem and assertiveness for effective leadership. Learn about the historical context and contemporary issues in human rights. Our course bundle provides a thorough grounding in political studies, equipping learners with a deep understanding of various political systems, especially focusing on the UK and USA. Through the Comparative Politics course, you'll delve into the workings of these two major political powerhouses. The UK Government Policies and Procedures course offers an inside look at the mechanisms of governance in the UK. The International Relations and International Development diplomas broaden your perspective, introducing you to the complexities of global politics and economics. The inclusion of Environmental Law and Environmental Health courses reflects the increasing importance of sustainable practices in policy-making. Moreover, the unique combination of courses like Self Esteem & Assertiveness and Organisation & People Management ensures that you're not just academically equipped but also personally prepared to lead and influence in the political arena. This comprehensive curriculum is designed to provide a well-rounded education in political studies, preparing you for a future as an informed and effective participant in the political and global landscape. CPD 300 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This course is ideal for: Individuals aspiring to careers in politics or government. Students and graduates in political science or international relations. NGO workers and activists focusing on human rights and development. Professionals in public relations and organizational management. Economists and environmental law enthusiasts. Those interested in military history and global affairs. Please Note: Studyhub is a Compliance Central approved resale partner for Quality Licence Scheme Endorsed courses. Requirements To participate in this Politics, Government & International Relations course, all you need is - A smart device A secure internet connection And a keen interest in Politics, Government & International Relations Career path A range of rewarding career opportunities awaits in the UK: Political Analyst: •35,000 - •45,000 per annum International Relations Specialist: •30,000 - •40,000 per annum Human Rights Officer: •27,000 - •37,000 per annum Environmental Policy Advisor: •32,000 - •42,000 per annum Public Relations Manager: •28,000 - •40,000 per annum Economic Consultant: •33,000 - •48,000 per annum Certificates CPD Accredited Certificate Digital certificate - Included CPD Accredited e-Certificate - Free CPD Accredited Hardcopy Certificate - Free Enrolment Letter - Free Student ID Card - Free
In the dynamic landscape of UK fitness, the demand for qualified and knowledgeable personal trainers is higher than ever. With health and wellness at the forefront of public consciousness, individuals are seeking expert guidance to achieve their fitness goals. This comprehensive course not only addresses the core aspects of personal training but also delves into fitness instruction, sports coaching, and nutrition. Recent challenges in the personal training industry have highlighted the need for professionals with diverse skill sets, making this course a timely and indispensable investment in your career. This Personal Trainer / Gym Instructor / Sports and Fitness Instructor Training Bundle Consists of the following Premium courses: Course 01: Personal Trainer Course 02: Fitness Instructor Certification: Guiding Health and Wellness Course 03: Fitness and Nutrition Fundamentals: A Comprehensive Wellness Journey Course 04: Gym Instructor Certification: Fitness Coaching and Training Course 05: Sports Coaching and Nutrition Course 06: Physical Education (PE) Teacher Course 07: Weight Loss - Intermittent Fasting Course 08: Health and Weight Coaching Certificate Course 09: Sports Nutrition Course 10: Kickboxing Fitness: Mastering Martial Arts for Health Course 11: Best Home Workout Course 12: Marketing for Fitness Business Course Course 13: Sports Medicine Fundamentals Course 14: Sports Massage (Physiotherapy, Reflexology and First Aid) Certification Course 15: Fitness, Sports and Nutrition Training Course 16: Hatha Yoga - Learn To Stay Fit Course 17: Psychology of Anxiety and Stress Course 18: Sports Psychology Unleashed: Enhancing Athletic Performance Course 19: Vegan and Vegetarian Cooking Course 20: Fundamentals of Human Psychology: Understanding the Mind and Behaviour 10 Extraordinary Career Oriented courses that will assist you in reimagining your thriving techniques- Course 01: Effective Communication Skills Diploma Course 02: Business Networking Skills Course 03: Influencing and Negotiation Skills Course 04: Delegation Skills Training Course 05: Time Management Course 06: Leadership Skills Training Course 07: Decision Making and Critical Thinking Online Course Course 08: Emotional Intelligence and Social Management Diploma Course 09: Assertiveness Skills Course 10: Touch Typing Complete Training Diploma Learning Outcomes: Upon completion of this Personal Trainer / Gym Instructor / Sports and Fitness Instructor Training bundle, you should be able to: Master the foundations of fitness, nutrition, and wellness coaching. Attain certifications in personal training, gym instruction, and sports coaching. Develop expertise in sports psychology for enhanced athletic performance. Acquire practical skills in sports massage, reflexology, and first aid. Gain insights into marketing strategies for a successful fitness business. Cultivate knowledge in varied fitness disciplines, from Hatha Yoga to Kickboxing. Unlock the secrets to success in the fitness realm through modules ranging from "Fitness and Nutrition Fundamentals" to "Kickboxing Fitness" and "Sports Psychology Unleashed." Our course goes beyond traditional boundaries, incorporating valuable knowledge in weight loss strategies, sports medicine, and even vegan and vegetarian cooking. Equip yourself with the expertise needed to thrive in the competitive fitness industry and transform lives. Become the go-to personal trainer who doesn't just instruct but inspires, leading clients towards holistic health and wellness. CPD 300 CPD hours / points Accredited by CPD Quality Standards Who is this course for? Individuals aspiring to become versatile personal trainers. Fitness enthusiasts seeking a comprehensive wellness education. Sports coaches aiming to enhance their coaching and nutrition knowledge. Anyone interested in a holistic approach to health and weight management. Yoga practitioners looking to expand their fitness expertise. Individuals keen on understanding the psychological aspects of anxiety and stress in the context of fitness. Progression: You can further enrol in - Level 3 Certificate in Personal Training Personal training RQF personal training Level 3 Diploma in Fitness Instructing and Personal Training (RQF) Active IQ Level 3 Diploma in Gym Instructing and Personal Training Level 3 Certificate in Personal Training (RQF) Level 2 fitness instructor Level 2 Certificate in Fitness Instructing Level 2 Certificate in Fitness Instructing (Gym-Based Exercise) (RQF) Level 2 Certificate in Fitness Instructing - Gym-Based Exercise (RQF) Level 2 Certificate in Fitness Instructing Level 3 Diploma in Fitness Instructing and Personal Training (RQF) Level 4 Certificate in Advanced Personal Training Level 3 Diploma in Personal Training (RQF) Active IQ Level 3 Diploma in Personal Training Please Note: Studyhub is a Compliance Central approved resale partner for Quality Licence Scheme Endorsed courses. Requirements To participate in this Personal Trainer / Gym Instructor / Sports and Fitness Instructor course, all you need is - A smart device A secure internet connection And a keen interest in Personal Trainer / Gym Instructor / Sports and Fitness Instructor Career path Personal Trainer: •25,000 - •40,000 per annum Fitness Instructor: •18,000 - •25,000 per annum Sports Coach: •20,000 - •35,000 per annum Physical Education Teacher: •24,000 - •39,000 per annum Sports Nutritionist: •25,000 - •45,000 per annum Massage Therapist: •20,000 - •35,000 per annum Certificates CPD Accredited Certificate Digital certificate - Included CPD Accredited e-Certificate - Free CPD Accredited Hardcopy Certificate - Free Enrolment Letter - Free Student ID Card - Free
Unlock Your Potential: Leadership vs Management Course Are you ready to step into your full potential as a leader? ð Are you seeking clarity on the differences between leadership and management? Look no further! Our comprehensive course, 'Leadership vs Management,' is designed to equip you with the skills, insights, and strategies you need to thrive in today's dynamic business landscape. Why Choose 'Leadership vs Management' Course? In today's fast-paced world, the ability to lead effectively is paramount for success. However, many individuals often confuse leadership with management. While both are crucial components of organizational success, they entail distinct skill sets, mindsets, and approaches. Our course delves deep into the nuances of leadership and management, offering you invaluable insights to distinguish between the two and leverage their respective strengths. From understanding different leadership styles to mastering key management principles, this course provides you with a holistic understanding of leadership and management dynamics. What Will You Learn? ð Differentiating Between Leadership and Management: Gain clarity on the fundamental differences between leadership and management and understand how they complement each other in driving organizational success. ð Exploring Leadership Styles: Explore various leadership styles and discover which ones resonate with your personality, values, and goals. ð Mastering Management Principles: Learn essential management principles, including planning, organizing, leading, and controlling, to enhance your effectiveness in driving team performance and achieving objectives. ð Developing Emotional Intelligence: Cultivate emotional intelligence skills to inspire and motivate teams, navigate conflicts, and foster a positive work culture. ð¡ Strategic Decision-Making: Hone your strategic decision-making abilities to anticipate challenges, seize opportunities, and steer your organization towards sustainable growth. Who is This For? Our 'Leadership vs Management' course is ideal for: Aspiring Leaders: Individuals who aspire to lead teams, departments, or organizations and are eager to develop their leadership skills. Seasoned Managers: Experienced managers looking to refine their leadership abilities, enhance their management competencies, and stay ahead in their careers. Entrepreneurs: Business owners and entrepreneurs seeking to cultivate effective leadership practices to drive business success and inspire their teams. Whether you're a seasoned professional or a budding leader, this course is designed to empower you with the knowledge, tools, and confidence to excel in your leadership journey. 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Q: Is this course suitable for entrepreneurs and small business owners? A: Yes! Entrepreneurs and small business owners stand to benefit immensely from our course. Effective leadership and management are essential for driving business success, fostering innovation, and building high-performing teams. Our course equips entrepreneurs with the skills and insights they need to lead with confidence and navigate the challenges of entrepreneurship effectively. Q: Will I receive a certificate upon completing the course? A: Yes, upon successful completion of the course, you will receive a certificate of completion. This certificate serves as a testament to your commitment to professional development and can be a valuable addition to your resume or LinkedIn profile. Unlock Your Leadership Potential Today! Don't miss out on the opportunity to unlock your full leadership potential! Enroll in our 'Leadership vs Management' course today and embark on a transformative journey towards becoming a more effective, influential leader. Whether you're aspiring to lead teams, drive organizational change, or excel in your career, this course will empower you to make a lasting impact in today's dynamic business landscape. Join us and take the first step towards realizing your leadership dreams! ð Course Curriculum Module 1 Food Delivery Service in the USA. Food Delivery Service in the USA. 00:00 Module 2 Regulations and Platform Development. Regulations and Platform Development. 00:00 Module 3 Restaurant Partner and Customer Engagement. Restaurant Partner and Customer Engagement. 00:00 Module 4 Quality Control and Sustainability. Quality Control and Sustainability. 00:00 Module 5 Data Analytics and Marketing. Data Analytics and Marketing. 00:00
In the realm of education, the role of teaching assistants and childminders is pivotal in fostering the growth and development of young minds. The KS1 and KS2 Teaching Assistant, EYFS & Childminding QLS Endorsed Diploma bundle stands at the forefront of empowering individuals with the knowledge and skills necessary to excel in these essential roles. With a comprehensive array of endorsed and accredited courses, this bundle serves as a beacon of opportunity, catering to the diverse needs of early years and primary education sectors. Statistics reveal a growing demand for qualified professionals in early years education and childminding. As per recent data, the need for skilled teaching assistants and childminders continues to surge, underscoring the significance of specialized training and expertise in this domain. With the KS1 and KS2 Teaching Assistant, EYFS & Childminding bundle, individuals can embark on a fulfilling journey towards contributing meaningfully to the education and well-being of children, while also unlocking a world of career opportunities. QLS Endorsed Courses: Course 01: Diploma in EYFS Teaching at QLS Level 5 Course 02: Diploma in Childminding at QLS Level 6 Course 03: Advanced Diploma in KS1 and KS2 Teaching Assistant at QLS Level 7 CPD QS Accredited Courses: Course 04: Phonics Teaching Diploma Course 05: SEN Teaching Assistant Course 06: Child Development and Care Course 07: Child Psychology Diploma Course 08: Nursery Nurse Course 09: Montessori Education for Early Childhood Course 10: Primary Teacher Course 11: Speech and Language Therapy Take your career to the next level with our bundle that includes technical courses and five guided courses focused on personal development and career growth. Course 12: Career Development Plan Fundamentals Course 13: CV Writing and Job Searching Course 14: Networking Skills for Personal Success Course 15: Ace Your Presentations: Public Speaking Masterclass Course 16: Decision Making and Critical Thinking Seize this opportunity to elevate your career with our comprehensive bundle, endorsed by the prestigious QLS and accredited by CPD. With industry-specific knowledge and essential career skills, you'll be well-equipped to make your mark in KS1 and KS2 Teaching Assistant, EYFS & Childminding QLS Endorsed Diploma. Learning Outcomes: Develop a deep understanding of Early Years Foundation Stage (EYFS) principles and practices. Acquire specialized knowledge in childminding, including regulations and best practices. Enhance skills in supporting children's learning and development in Key Stages 1 and 2. Master phonics teaching techniques for effective literacy instruction. Gain insights into supporting children with special educational needs (SEN) in educational settings. Explore child psychology and development theories to inform teaching and caregiving practices. The KS1 and KS2 Teaching Assistant, EYFS & Childminding bundle offers a comprehensive curriculum that delves into various facets of early years education and childminding. From understanding the principles of EYFS to mastering the intricacies of child psychology and development, each module provides invaluable insights essential for nurturing young learners. Through endorsed diploma courses, individuals gain in-depth knowledge and expertise tailored to meet the demands of teaching and caregiving in diverse educational settings. This bundle is designed to cater to individuals aspiring to pursue careers as teaching assistants, childminders, or educators in early years and primary education sectors. Whether you're a seasoned professional seeking to enhance your skills or a newcomer eager to enter the field, this bundle offers a solid foundation for personal and professional growth. With its comprehensive curriculum and flexible learning options, it's suitable for anyone passionate about making a positive impact on the lives of children. CPD 160 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The target audience for the bundle is: Aspiring teaching assistants interested in early years education. Individuals seeking to become qualified childminders. Professionals working in Key Stages 1 and 2 education. Individuals interested in specializing in phonics teaching. Those looking to support children with special educational needs. Individuals passionate about child psychology and development. Requirements You are warmly invited to register for this bundle. Please be aware that there are no formal entry requirements or qualifications necessary. This curriculum has been crafted to be open to everyone, regardless of previous experience or educational attainment. Career path People tend to pursue these career paths in this sector: Early Years Teaching Assistant Childminder Key Stage 1 or 2 Teaching Assistant Phonics Instructor SEN Teaching Assistant Nursery Nurse Primary School Teacher Certificates 13 CPD Quality Standard Certificates Digital certificate - Included 3 QLS Endorsed Certificates Hard copy certificate - Included