We Deliver Neonatal, Paediatric & Adult Intensive Care Nurse Training Programmes Face to face clinical skills training is supported by our platform which provides relatable and impactful content that helps nurses develop their leadership skills, embed their learning and earn certified CPD. See course content. Available World-Wide Delivered by prominent nurse educators and senior current ICU doctors with global experience in public and private healthcare We take pride in uplifting capabilities, inspiring the nursing workforce and improving patient care Overview Theoretical knowledge, clinical skills & competencies NICU Intensive Care Nurse Training This course will provide: Development of foundation to deeper theoretical knowledge and skills within various topics in critical care Demonstration of application of knowledge and understanding in practice Problem solving through critical analysis and evaluation of complex situations Maintaining quality care and positive patient experience Proactively manage problems, issues and challenges as they present Workforce management Risk management skills Decision making skills Course Structure: On the first day the participants will be allocated to groups in order to facilitate the practical skills teaching. The participants are encouraged to utilise this group for study purposes throughout this course. Each group will be allocated a senior nurse coach who will be their point of contact for queries and provide support throughout the course and for a period after the course has finished, until the participants have achieved their competencies in their respective place of work. Each participant will be given a workbook populated with competencies for each of the 7 topics within NICU. This workbook will provide guidance and it is intended for the participants to use it in their clinical practice. The participants will require a senior nurse allocated to them locally in their respective hospital who can oversee the application of the gained knowledge in practice. The participants will be assessed throughout the course via: Active participation Simulation in applying knowledge during workshops and practical sessions Completion of workbook and record achievements Reflective practice Contact us for a full training schedule 2. PICU Intensive Care Nurse Training This course will provide: Development of foundation to deeper theoretical knowledge and skills within various topics in critical care Demonstration of application of knowledge and understanding in practice Problem solving through critical analysis and evaluation of complex situations Maintaining quality care and positive patient experience Proactively manage problems, issues and challenges as they present Workforce management Risk management skills Decision making skills Course Structure: On the first day the participants will be allocated to groups in order to facilitate the practical skills teaching. The participants are encouraged to utilise this group for study purposes throughout this course. Each group will be allocated a senior nurse coach who will be their point of contact for queries and provide support throughout the course and for a period after the course has finished, until the participants have achieved their competencies in their respective place of work. Each participant will be given a workbook populated with competencies for each of the 12 topics within PICU. This workbook will provide guidance and it is intended for the participants to use it in their clinical practice. The participants will require a senior nurse allocated to them locally in their respective hospital who can oversee the application of the gained knowledge in practice The participants will be assessed throughout the course via: Active participation Simulation in applying knowledge during workshops and practical sessions Completion of workbook and record achievements Reflective practice Contact us for a full training schedule 3. AICU Intensive Care Nurse Training This course will provide: Development of foundation to deeper theoretical knowledge and skills within various topics in critical care Demonstration of application of knowledge and understanding in practice Problem solving through critical analysis and evaluation of complex situations Maintaining quality care and positive patient experience Proactively manage problems, issues and challenges as they present Workforce management: safe staffing levels, utilising skill mix, safe and effective patient care Ability to assess the complex patient in the ICU Rehabilitation and recovery planning for ICU patients Risk management skills Decision making skills Course Structure: On the first day the participants will be allocated to groups in order to facilitate the practical skills teaching. The participants are encouraged to utilise this group for study purposes throughout this course. Each group will be allocated a senior nurse coach who will be their point of contact for queries and provide support throughout the course and for a period after the course has finished, until the participants have achieved their competencies in their respective place of work. Each participant will be given a workbook populated with competencies for each of the 13 topics within adult critical care. This workbook will provide guidance and it is intended for the participants to use it in their clinical practice. The participants will require a senior nurse allocated to them locally in their respective hospital who can oversee the application of the gained knowledge in practice. Course Content The content helps nurses succeed in gaining essential skills to excel in day-to-day work activities, such as; communicating with colleagues and patients, conducting difficult conversations, knowing how to lead and motivate teams and problem solving. The content is mapped to the leadership requirements as stated by the UK Royal Colleges, including the Royal College of Nursing What is the role of leader? Building and Leading Successful teams CPDwatch Building and Leading Successful teams Building and Leading Successful teams Leading with Values and Ethics CPDwatch Leading with Values and Ethics Leading with Values and Ethics watch Leadership Insights on Leading with Executive Presence Leadership Insights on Leading with Executive Presence watch Leadership Insights on Building & Leading Teams Leadership Insights on Building & Leading Teams watch Leadership Toolkit: Facilitating a Workshop Leadership Toolkit: Facilitating a Workshop watch Leadership Toolkit: Facilitating a Brainstorming Session Leadership Toolkit: Facilitating a Brainstorming Session watch Leadership Toolkit: Running a Team Debrief Leadership Toolkit: Running a Team Debrief watch The Characteristics of an Accountable Leader The Characteristics of an Accountable Leader Leading through Shared Vision CPDwatch Leading through Shared Vision Leading through Shared Vision watch Evaluating Your Management Style Evaluating Your Management Style watch The Adaptive Leader: Be an Iceberg The Adaptive Leader: Be an Iceberg The Collaborative Leader CPDwatch The Collaborative Leader The Collaborative Leader Leading through Problem Solving and Decision Making CPDwatch Leading through Problem Solving and Decision Making Leading through Problem Solving and Decision Making watch Leadership Insights on Leading Diversity Leadership Insights on Leading Diversity watch Leadership Insights on Judgment and Decisiveness Leadership Insights on Judgment and Decisiveness Leading with Judgment and Decisiveness CPDwatch Leading with Judgment and Decisiveness Leading with Judgment and Decisiveness Accountable Leadership CPDwatch Accountable Leadership Accountable Leadership watch Leadership Insights on Being Accountable Leadership Insights on Being Accountable watch Expert Insights on Networking & Building Relationships Expert Insights on Networking & Building Relationships watch Building Your Professional Network Building Your Professional Network watch Leadership Insights on Networking with your Peers Leadership Insights on Networking with your Peers watch Networking to Improve Leadership Effectiveness Networking to Improve Leadership Effectiveness watch Empowering Employees Empowering Employees read MIT Sloan Management Review on New Leader Transitions MIT Sloan Management Review on New Leader Transitions read All the Leader You Can Be: The Science of Achieving Extraordinary Executive Presence All the Leader You Can Be: The Science of Achieving Extraordinary Executive Presence read MIT Sloan Management Review on The Adaptive Leader MIT Sloan Management Review on The Adaptive Leader read MIT Sloan Management Review Article on Looking for Opportunity in the Midst of Crisis MIT Sloan Management Review Article on Looking for Opportunity in the Midst of Crisis read Executive Presence: The Art of Commanding Respect like a CEO, Second Edition Executive Presence: The Art of Commanding Respect like a CEO, Second Edition read MIT Sloan Management Review on Leader as Motivator MIT Sloan Management Review on Leader as Motivator listen The Accountable Leader: Developing Effective Leadership Through Managerial Accountability The Accountable Leader: Developing Effective Leadership Through Managerial Accountability listen From Bud to Boss: Secrets to a Successful Transition to Remarkable Leadership From Bud to Boss: Secrets to a Successful Transition to Remarkable Leadership listen Strategic Connections: The New Face of Networking in a Collaborative World Strategic Connections: The New Face of Networking in a Collaborative World listen The Courage Way: Leading and Living with Integrity The Courage Way: Leading and Living with Integrity listen Executive Presence: The Art of Commanding Respect Like a CEO Executive Presence: The Art of Commanding Respect Like a CEO The importance of skillful communication Leading across Cultures CPDwatch Leading across Cultures Leading across Cultures watch Leadership Insights on Setting and Managing Priorities Leadership Insights on Setting and Managing Priorities watch Expert Insights on Collaboration Expert Insights on Collaboration Becoming a Successful Collaborator CPDwatch Becoming a Successful Collaborator Becoming a Successful Collaborator Leading with Judgment and Decisiveness CPDwatch Leading with Judgment and Decisiveness Leading with Judgment and Decisiveness watch Managing Conflict across Cultures Managing Conflict across Cultures watch Managing Conflict in High Performance Teams Managing Conflict in High Performance Teams watch Leadership Insights on Conflict Management Leadership Insights on Conflict Management The Collaborative Leader CPDwatch The Collaborative Leader The Collaborative Leader watch Leadership Insights on Leading Across Cultures Leadership Insights on Leading Across Cultures Leading Diversity CPDwatch Leading Diversity Leading Diversity Encouraging Team Communication and Collaboration CPDwatch Encouraging Team Communication and Collaboration Encouraging Team Communication and Collaboration Navigating Challenging Situations with Diplomacy and Tact CPDwatch Navigating Challenging Situations with Diplomacy and Tact Navigating Challenging Situations with Diplomacy and Tact Facing Virtual Team Challenges CPDwatch Facing Virtual Team Challenges Facing Virtual Team Challenges watch Leadership Insights on Problem Solving & Decision Making Leadership Insights on Problem Solving & Decision Making watch Leadership Insights on Leading through Disruption Leadership Insights on Leading through Disruption watch Leadership Insights on Leading through Motivation Leadership Insights on Leading through Motivation Leading Others through Conflict CPDwatch Leading Others through Conflict Leading Others through Conflict Cultivating Cross-functional Team Collaboration CPDwatch Cultivating Cross-functional Team Collaboration Cultivating Cross-functional Team Collaboration watch Running a Team Debrief Running a Team Debrief watch Leaders Have to Be Human Leaders Have to Be Human watch Collaborating Beyond the Team Collaborating Beyond the Team watch How the Power of Listening Can Reveal Your Team's Motivating Tensions How the Power of Listening Can Reveal Your Team's Motivating Tensions read Successful Time Management: How to be Organized, Productive and Get Things Done Successful Time Management: How to be Organized, Productive and Get Things Done read Managing Conflict at Work: Understanding and Resolving Conflict for Productive Working Relationships Managing Conflict at Work: Understanding and Resolving Conflict for Productive Working Relationships read Conflict Management Conflict Management read Committed Teams: Three Steps to Inspiring Passion and Performance Committed Teams: Three Steps to Inspiring Passion and Performance read Building the Team Organisation: How to Open Minds, Resolve Conflict, and Ensure Cooperation Building the Team Organisation: How to Open Minds, Resolve Conflict, and Ensure Cooperation read MIT Sloan Management Review on Problem Solving and Decision Making MIT Sloan Management Review on Problem Solving and Decision Making read Communicate Like a Leader: Connecting Strategically to Coach, Inspire, and Get Things Done Communicate Like a Leader: Connecting Strategically to Coach, Inspire, and Get Things Done read MIT Sloan Management Review on Negotiation MIT Sloan Management Review on Negotiation read 5 Critical Conversations to Talent Development: Tips, Tools & Intelligence for Developing Talent 5 Critical Conversations to Talent Development: Tips, Tools & Intelligence for Developing Talent read MIT Sloan Management Review on Developing People MIT Sloan Management Review on Developing People read MIT Sloan Management Review on Cross-Functional Collaboration MIT Sloan Management Review on Cross-Functional Collaboration listen Opening Doors to Teamwork and Collaboration: 4 Keys That Change Everything Opening Doors to Teamwork and Collaboration: 4 Keys That Change Everything How to create and lead change Contributing as a Virtual Team Member CPDwatch Contributing as a Virtual Team Member Contributing as a Virtual Team Member Leading Innovation CPDwatch Leading Innovation Leading Innovation Leading with Strategic Thinking CPDwatch Leading with Strategic Thinking Leading with Strategic Thinking watch Leadership Insights on Strategic Thinking Leadership Insights on Strategic Thinking Building and Leading Successful Teams CPDwatch Building and Leading Successful Teams Building and Leading Successful Teams watch Leadership Insights on Building & Leading Teams Leadership Insights on Building & Leading Teams Creating a Successful Business Execution Culture CPDwatch Creating a Successful Business Execution Culture Creating a Successful Business Execution Culture watch How to Build Trust in a Team How to Build Trust in a Team watch Leadership Insights on Leading Innovation Leadership Insights on Leading Innovation watch Leadership Insights on Leading a Culture of Execution Leadership Insights on Leading a Culture of Execution watch Leadership Insights on Leading through Change Leadership Insights on Leading through Change Leading through the Challenge of Change CPDwatch Leading through the Challenge of Change Leading through the Challenge of Change watch Leadership Insights on Leading Collaboratively Leadership Insights on Leading Collaboratively Facilitating Sustainable Change CPDwatch Facilitating Sustainable Change Facilitating Sustainable Change watch Disruptive Leadership Disruptive Leadership read Learning to Think Strategically Learning to Think Strategically read Leading with Strategic Thinking: Four Ways Effective Leaders Gain Insight, Drive Change, and Get Results Leading with Strategic Thinking: Four Ways Effective Leaders Gain Insight, Drive Change, and Get Results read Demystifying Strategic Thinking: Lessons from Leading CEOs Demystifying Strategic Thinking: Lessons from Leading CEOs read MIT Sloan Management Review on Building and Leading Teams MIT Sloan Management Review on Building and Leading Teams read Virtual Leadership: Practical Strategies for Getting the Best Out of Virtual Work and Virtual Teams Virtual Leadership: Practical Strategies for Getting the Best Out of Virtual Work and Virtual Teams read Managing and Leading People through Organizational Change: The Theory and Practice of Sustaining Change through People Managing and Leading People through Organizational Change: The Theory and Practice of Sustaining Change through People read The Effective Change Manager's Handbook: Essential Guidance to the Change Management Body of Knowledge The Effective Change Manager's Handbook: Essential Guidance to the Change Management Body of Knowledge read Choosing to Change: An Alternative Understanding of Change Management Choosing to Change: An Alternative Understanding of Change Management Why leaders should possess emotional intelligence Leading by Developing People CPDwatch Leading by Developing People Leading by Developing People watch Leadership Insights on Critical Thinking Leadership Insights on Critical Thinking watch Knowing When to Think Critically Knowing When to Think Critically Developing Your Critical Thinking and Cognitive Flexibility CPDwatch Developing Your Critical Thinking and Cognitive Flexibility Developing Your Critical Thinking and Cognitive Flexibility Leading through Setting and Managing Priorities CPDwatch Leading through Setting and Managing Priorities Leading through Setting and Managing Priorities watch Managing Priorities Managing Priorities watch Leadership Insights on Leading with Values & Ethics Leadership Insights on Leading with Values & Ethics The Collaborative Leader CPDwatch The Collaborative Leader The Collaborative Leader The Agile Leader CPDwatch The Agile Leader The Agile Leader watch Disruptive Leadership Disruptive Leadership Make The Time You Need: Get Organised CPDwatch Make The Time You Need: Get Organised Make The Time You Need: Get Organised watch Leadership Insights on Emotional Intelligence Leadership Insights on Emotional Intelligence Becoming an Emotionally Intelligent Leader CPDwatch Becoming an Emotionally Intelligent Leader Becoming an Emotionally Intelligent Leader Managing in a Crisis CPDwatch Managing in a Crisis Managing in a Crisis watch Planning Crisis Communications Planning Crisis Communications watch Crisis Management for Leaders Crisis Management for Leaders watch Take a Deep Breath and Manage Your Stress Take a Deep Breath and Manage Your Stress watch Being a Mindful Leader Being a Mindful Leader watch Overcome Emotional Feelings Overcome Emotional Feelings Managing Pressure and Stress to Optimise Your Performance CPDwatch Managing Pressure and Stress to Optimise Your Performance Managing Pressure and Stress to Optimise Your Performance watch Expert Insights on Managing Stress Expert Insights on Managing Stress watch Emotional Intelligence and Effective Leadership Emotional Intelligence and Effective Leadership watch Helping Your Team Work Helping Your Team Work watch Fair and Just Decision Making Fair and Just Decision Making read MIT Sloan Management Review on Setting and Managing Priorities MIT Sloan Management Review on Setting and Managing Priorities read Advances in Authentic and Ethical Leadership Advances in Authentic and Ethical Leadership read Resilient Organisations: How to Survive, Thrive and Create Opportunities Through Crisis and Change Resilient Organisations: How to Survive, Thrive and Create Opportunities Through Crisis and Change read 50 Activities For Managing Stress 50 Activities For Managing Stress read Emotional Intelligence Pocketbook: Little Exercises for an Intuitive Life Emotional Intelligence Pocketbook: Little Exercises for an Intuitive Life read Mindful Leadership: The 9 Ways to Self-Awareness, Transforming Yourself, and Inspiring Others Mindful Leadership: The 9 Ways to Self-Awareness, Transforming Yourself, and Inspiring Others The significance of coaching in your career Developing Successful Coaching Relationships CPDwatch Developing Successful Coaching Relationships Developing Successful Coaching Relationships watch Working on Shared Goals through Teaming Working on Shared Goals through Teaming watch Initiating a Coaching Relationship Initiating a Coaching Relationship watch Coaches Build Self-Confidence Coaches Build Self-Confidence watch Be a Better Coach Be a Better Coach watch Coaching Team Members Coaching Team Members Leading by Developing People CPDwatch Leading by Developing People Leading by Developing People watch Delivering Results While Developing People Delivering Results While Developing People watch How to Increase Engagement How to Increase Engagement watch Leadership Insights on Coaching Leadership Insights on Coaching watch Leadership Insights on Developing Women Leaders Leadership Insights on Developing Women Leaders watch Leadership Insights on Leading Collaboratively Leadership Insights on Leading Collaboratively watch Creating a Vision Creating a Vision watch Becoming A More Effective Delegator Becoming A More Effective Delegator read MIT Sloan Management Review on Leader as Coach Special Collection MIT Sloan Management Review on Leader as Coach Special Collection read Anytime Coaching: Unleashing Employee Performance, Second Edition Anytime Coaching: Unleashing Employee Performance, Second Edition read Coaching and Mentoring: Practical Techniques for Developing Learning and Performance, Third Edition Coaching and Mentoring: Practical Techniques for Developing Learning and Performance, Third Edition read The Extraordinary Coach: How the Best Leaders Help Others Grow The Extraordinary Coach: How the Best Leaders Help Others Grow read Leading the Unleadable: How to Manage Mavericks, Cynics, Divas, and Other Difficult People Leading the Unleadable: How to Manage Mavericks, Cynics, Divas, and Other Difficult People read 100 Ways to Motivate Others: How Great Leaders Can Produce Insane Results without Driving People Crazy, Third Edition 100 Ways to Motivate Others: How Great Leaders Can Produce Insane Results without Driving People Crazy, Third Edition read Communicate Like a Leader: Connecting Strategically to Coach, Inspire, and Get Things Done Communicate Like a Leader: Connecting Strategically to Coach, Inspire, and Get Things Done listen 50 Top Tools for Coaching: A Complete Toolkit for Developing and Empowering People, Third Edition 50 Top Tools for Coaching: A Complete Toolkit for Developing and Empowering People, Third Edition
Duration 2 Days 12 CPD hours This course is intended for Participants who have actual experience in the data centre and/or IT infrastructures are best suited. Attendance of the CDCP© course is recommended but not a requirement. Overview After completion of the course the participant will be able to: 1. Develop and review their data centre strategy 2. Use different risk assessment methodologies together with practical tips specifically for data centre migrations to reduce the risk during a data centre migration 3. Understand different migration strategies 4. Understand the legal aspects when migrating a data centre 5. Understand the importance of Business Service Reviews and Service Level Objectives 6. Size and design the target data centre 7. Understand the importance of detailed discovery and how dependencies influence migration waves 8. Understand the safety requirements during migration 19. Get lots of practical tips when moving to another data centre This course is designed to expose participants to a step-by-step methodology which will enable them to reduce the risks involved when undertaking a data centre migration. It will also give participants a lot of valuable practical hints and tips by trainers having extensive experience in moving and consolidating mission critical data centre. Data Centre Strategy Data centre lifecycle Reasons to migrate a data centre Alternatives to data centre migration Consolidation Outsourcing Cloud computing Upgrade existing data centre or build new Project Management Project management and methods Scope statement Statement Of Work (SOW) Work Breakdown Structure (WBS) Allocate time to the project Cost and estimation methodology Project communication Risk Management Risk management and methods Risk identification Risk assessment methodologies Qualitative approach Semi-quantitative approach Quantitative approach Risk evaluation Risk treatment Risk in data centre migrations Migration Strategies Different data centre migration strategies Heterogeneous migration Homogeneous migration Physical migration Different IT transformations Pre-migration transformation Migration transformation Post-migration transformation Legal Aspects Regulatory requirements Contractual considerations Legal aspects when decommissioning High Level Discovery & Planning The importance of Business Service Reviews The concept of Availability The concept of Recoverability The importance of Service Level Objectives Requirements on designing the target IT architecture Information needed for high level planning Design Target Data Centre Requirements for the target data centre Sizing the data centre Architectural requirements Cooling requirements Power requirements Security Detailed Discovery and Planning The importance of discovery Automated discovery tools Asset management Network and system dependencies Detailed migration planning Migration waves Staffing Warranties and insurance Safety Safety precautions Technical safety review Electrical safety Lifting Personal safety during migration Fire safety during migration Security Controversy between access and security Access control Managing security during migration Security during migration Key management Practical hints and tips Continuous improvement Implementation Rehearsal Route investigation Resourcing Logistics team Packing Transport Installing the equipment Post migration support End of Project Why project closure Lessons learned Phased completion of project Criteria for project closure The outcome of the project End of project Exam: Certified Data Centre Migration Specialist Actual course outline may vary depending on offering center. Contact your sales representative for more information.
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⭐ 10-week online course of baby signing for babies 6m+ and their parents/carers. Baby signing can benefit ANY family with a baby or toddler. Encourage and support your baby's early communication.
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Helping customers buy products or services from retail organisations such as department stores, garden centres, high street chains, supermarkets and online and mail order businesses.
Course Overview The "Criminology & Profiling" course provides an in-depth exploration of criminology, criminal behaviour, and profiling techniques. Learners will gain a comprehensive understanding of crime classification, the psychology of offenders, and the methods used in criminal investigations. This course combines theory with practical insights, preparing individuals to analyse criminal patterns and contribute to crime prevention strategies. Learners will leave with the skills to evaluate crime scenes, profile offenders, and understand the workings of the criminal justice system. The course offers an essential foundation for anyone seeking to work in criminology or forensic psychology, equipping them with the expertise to support law enforcement agencies and legal professionals. Course Description This course delves into various facets of criminology, with modules covering the classification of crime, violent crimes, criminal psychology, and the forensic science used in profiling offenders. It explores offender profiling, the phases of profiling, and investigative strategies that draw from behavioural science. Learners will examine crime scenes, develop an understanding of victimology, and explore the roles within the criminal justice system. Through this structured curriculum, learners will develop skills to identify criminal behaviour, understand criminal motivation, and apply profiling techniques to real-world cases. The course is designed to equip learners with a strong theoretical foundation, complemented by an understanding of practical approaches in criminology and profiling. Course Modules Module 01: Introduction to Criminology and Profiling Module 02: Classification of Crime Module 03: Violent Crimes Module 04: The Crime Scene Module 05: Dealing with Crime Module 06: Understanding Criminal Psychology Module 07: Forensic Science Module 08: Phases of Profiling Module 09: Criminal Profiling: Science, Logic and Metacognition Module 10: Offender Profiling: Pragmatic Solution and Behavioural Investigative Advice Module 11: Victimology Module 12: The Criminal Justice System in England and Wales (See full curriculum) Who is this course for? Individuals seeking to understand criminal behaviour and profiling techniques. Professionals aiming to advance their career in criminology or forensic psychology. Beginners with an interest in criminology, criminal justice, or psychology. Those interested in law enforcement and criminal investigation. Career Path Criminologist Criminal Profiler Forensic Psychologist Police Detective Criminal Justice Researcher Victim Support Specialist Legal Consultant Crime Analyst
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
Ensuring learning and development contributes to improved performance in the workplace at an individual, team and organisation level.
The aim of this course is to provide an overview of the key principles and techniques for leading and managing project work. It will focus on the core principles and generic methods of project management, showing how these can be applied to typical projects. The scope of the programme includes: The course also emphasises the importance of the leadership and team-working skills needed by project managers and team members in carrying out their roles. The principal training objectives for this programme are to: Explain and demonstrate the key principles of successful project management Demonstrate a range of useful project management tools and techniques Define the role of, and help participants understand the skills required by, the project leader Illustrate the use of project skills through examples and case studies Identify ways to improve project management, both individually and corporately DAY ONE 1 Introduction (Course sponsor) Why this programme has been developed Review of participants' needs and objectives 2 Key concepts and requirements for success Projects and project management Lessons from past projects; the essential requirements for success Differences between projects; characteristic project life cycles The challenges of project management; the role of the project manager Project exerciseA team exercise to demonstrate the challenges of project management 3 Defining project objectives and scope Identifying the stakeholders; key roles and responsibilities Getting organised; managing the definition process Working with the 'customer' to define the project scope 4 Project case study: part 1 Defining the project objectives: syndicate teams define the objectives and scope for a typical project 5 Project planning The nature of planning; recognising planning assumptions Planning the plan; the importance of team involvement Developing the work breakdown structure Estimating task resources, timescales and costs Developing the project schedule Analysing the plan and identifying the critical path 6 Project case study: part 2 Creating the project plan Syndicate teams begin development of their project plans (for completion after session 7) Team presentations and group discussion (after session 7) DAY TWO 7 Managing project risks Understanding and defining project risks Classifying risks and adopting an appropriate risk strategy Identifying, evaluating and managing project risks Agreeing ownership of project risks; the risk register Integrating planning and risk management 8 Project control Pro-active and re-active control; striking the right balance Pre-requisites for effective, pro-active project control Avoiding unnecessary 'scope creep' and controlling change Selecting the data needed to provide early warning of problems Monitoring project performance: 'S' curves, slip charts, earned value Getting good data and assessing project status Defining the roles and responsibilities for control Setting up a routine process for keeping up to date Managing and controlling multiple projects 9 Project case study: part 3 Controlling the project Teams control their project as new developments take place 10 Course review and transfer planning (Course sponsor present) Identify actions to be implemented individually Identify corporate opportunities for improving project management Sponsor-led review and discussion of proposals Conclusion