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Duration 4.5 Days 27 CPD hours This course is intended for This course is intended for individuals who have basic knowledge on cloud computing; on-premise system administrators; IT specialists, interested in AWS and Cloud Technologies. Overview Upon successful completion of this course, students will know how to design and deploy scalable, highly accessible and fault-tolerant systems in AWS. In this course, students will learn the main 'Managed Service' offered by AWS; How to design and deploy scalable, highly accessible and fault-tolerant systems in AWS; How to choose the most appropriate AWS service. Introduction Course overview Exam Blue Print Public clouds & cloud economics AWS Overview & Whitepapers Setting up AWS Account Identity and Access Management (IAM) Local users, groups & roles SAML providers Policies Cross Account Access Best practices & Examples Lab Exam highlights Sample questions Simple Storage Service (S3) & Glacier Buckets Objects Lifecycle Configurations and permissions Custom bucket policies Best Practices & Examples Lab Exam highlights Sample questions Virtual Private Cloud (VPC) VPC Internet gateway vs NAT Gateway Elastic IPs Subnets & Routing tables Security Groups & Network Access Lists VPC Peering & Endpoints Managed VPN Connections Best Practices & Examples Lab Exam highlights Sample questions Elastic Compute Cloud (EC2) Instances Amazon Machine Images(AMIs) Elastic Block Store (EBS) Network & Security Load Balancers (ELB) Auto Scaling Groups (ASG) Instance Management Best Practices & Examples Lab Exam highlights Sample questions Route 53 Hosted Zones Health checks Traffic flow Best Practices & Examples Lab Exam highlights Sample questions Relational Database Service (RDS) Engine types Performance & Resilience Subnet groups Best Practices & Examples Lab Exam highlights Sample questions CloudWatch Dashboard and Metrics CloudWatch logs CloudWatch rules Best Practices & Examples Lab Exam highlights Sample questions Other AWS Services Simple Overview CloudFront DynamoDB Elasticache Redshift SQS SWF SNS Elastic Transcoder API Gateway Kenesis CloudFormation Exam highlights Sample questions Multiple AWS Services exercise Lab 1 - Architecting multi-tier environment Lab 2 - Configure backup and monitoring Practice Exam Additional course details: Nexus Humans AWS Certified Solutions Architect - Associate training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the AWS Certified Solutions Architect - Associate course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

Duration 5 Days 30 CPD hours This course is intended for This course is designed for IBM Integration Bus administrators and developers who administer IBM Integration Bus. Overview After completing this course, you should be able to:Install and configure an IBM Integration Bus instanceEstablish, maintain, and manage an integration nodeAdminister IBM Integration Bus components and message flow applications by using the IBM Integration web user interface and command interfaceConfigure connectivity to IBM MQ to enable IBM Integration Bus to get messages from, or put messages to, queues on a local or remote queue managerImplement IBM Integration Bus administration and message flow securityUse problem determination aids to diagnose and solve development and runtime errorsUse the IBM Integration web user interface to generate and display message flow statisticsUse IBM MQ or MQTT to publish and subscribe to IBM Integration Bus topicsImplement an IBM Integration Bus global cache to store, reuse, and share data between integration nodesUse workload management policies to adjust the processing speed of messages and control the actions that are taken on unresponsive flows and threadsUse the IBM Integration web user interface and a database to record events and replay messagesEnable an integration node to connect to a database with ODBC and JDBCConfigure a Java Message Services (JMS) provider for use with the JMS nodesConfigure IBM Integration Bus for the secure file transfer protocol (SFTP)Find and install IBM Integration Bus SupportPac components In this course, students learn how to administer IBM Integration Bus on distributed operating systems, such as Windows and AIX, by using the IBM Integration Bus administrative interfaces. Course Outline Course introduction IBM Integration Bus overview Product installation, configuration, and security planning Exercise: Integration node setup and customization Connecting to IBM MQ Exercise: Connecting to IBM MQ Administration in the IBM Integration Toolkit Exercise: Using the IBM Integration Toolkit Administration basics Exercise: Administering the IBM Integration Bus runtime components Implementing IBM Integration Bus administration security Exercise: Using file-based security to control administration access Exercise: Using queue-based security to control administration access Implementing IBM Integration Bus message flow security Administering web services and web service security Exercise: Implementing web services and web services security Diagnosing problems Exercise: Using problem diagnosis tools Exercise: Identifying runtime problems Monitoring the integration node and message flow performance Publish/subscribe implementation overview Exercise: Viewing runtime statistics Configuring IBM Integration Bus for high availability Exercise: Administering workload management policies Monitoring, recording, and replaying message flow events Exercise: Recording and replaying message flow data Extending IBM Integration Bus Course summary Additional course details: Nexus Humans WM646 IBM Integration Bus V10 System Administration training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the WM646 IBM Integration Bus V10 System Administration course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

Managing Benefits™ Foundation: Virtual In-House Training The APMG International Managing Benefits and Swirl Device logo is a trademark of The APM Group Limited, used under permission of The APM Group Limited. All rights reserved. Benefits are not simply just one aspect of project and programme management (PPM) - rather, they are the rationale for the investment of taxpayers' and shareholders' funds in change initiatives. Managing Benefits is designed to complement existing best practices in portfolio, programme and project management (such as PRINCE2®, MSP®, P3O® & MoP®), and consolidates existing guidance while expanding on the specific practices and techniques aimed at optimizing benefits realization. The purpose of the Managing Benefits guidance and certification scheme is to provide you with generally applicable guidance encompassing benefits management principles, practices, and techniques, and to prepare you to take and pass the Foundation exam on the last day. Managing Benefits provides: An overview of benefits management - what it is, the case for doing it, and some common misconceptions that can limit its effectiveness in practice Descriptions of the seven principles upon which successful approaches to benefits management are built, and examples of how they have been applied in practice Guidance on how to apply benefits management at a portfolio level, as well as at an individual project or programme level Details of the five practices in the Benefits Management Cycle and examples of how they have been applied in practice Advice on how to get started in implementing effective benefits management practices and sustain progress What You Will Learn You'll learn how to: Define benefits, benefits management and related terms, and the objectives of benefits management Explain the principles upon which successful approaches to benefits management are based Define the practices contained within the Benefits Management Cycle and relevant techniques applicable to each practice Describe key elements of portfolio-based benefits management, as well as the scope of key roles and responsibilities for benefits management and the typical contents of the main benefits management documentation Identify barriers to effective benefits management and strategies to overcome them, including the key success characteristics of benefits management Improve your ability to pass the APMG Managing Benefits Foundation Certification exam Getting Started Introductions Course structure Course goals and objectives Overview of Managing Benefits The Benefits Management Model Key Benefits Management Practices What is Benefits Management? Definitions Value and Value Management Why do we need benefits management? Objectives Benefits Management Principles Align benefits with strategy Start with the end in mind Utilize successful delivery methods Integrate benefits with performance management Manage benefits from a portfolio perspective Apply effective governance Develop a value culture The Benefits Management Cycle Barriers to effective and efficient benefits management and overcoming them Key success characteristics of effective benefits management Key roles, responsibilities, and documentation Benefits Management Practice 1 - Identify and Quantify Benefits Management Practice 2 - Value and Appraise Benefits Management Practice 3 - Plan Benefits Management Practice 4 - Realize Benefits Management Practice 5 - Review Portfolio-based Benefits Management Implementing and Sustaining Progress APMG Managing Benefits Foundation Exam

Duration 3 Days 18 CPD hours This course is intended for Technical Leaders Overview What is BlockchainHow does Blockchain workTypes of BlockchainsHow is Blockchain different from what we have todayWhat are use cases for BlockchainWhat does a Blockchain app look likeHow do I design a Blockchain appHow do I develop a Blockchain appHow do I test a Blockchain app This instructor-led 3 day Blockchain Architecture training is for technical leaders who need to make decisions about architecture, environment, and development platforms. What is Blockchain? A record keeping system Trust Decentralization Trustless environment How does Blockchain work? Announcements Blocks Nodes Chaining Verification Consensus Scalability Privacy Crypto Hashing Digital Fingerprinting PoW vs PoS Types of Blockchains Public vs Private Open vs closed Smart Contracts Blockchain as History Tokens / Coins Gas How is Blockchain different from what we have today? Decentralized Peer-to-peer architecture Software vs Firmware Database vs Blockchain Distributed database or other technology? Data Sovereignty Group Consensus What are Use Cases for Blockchain? Use Case Examples Currency Banking Services Voting Medical Records Supply Chain / Value Chain Content Distribution Verification of Software Updates (cars, planes, trains, etc) Law Enforcement Title and Ownership Records Social Media and Online Credibility Fractional asset ownership Cable Television billing High fault tolerance DDoS-proof Public or Private Blockchain? Who are the participants? What does a Blockchain app look like? DApp Resembles typical full stack web application Any internal state changes and all transactions are written to the blockchain Node.js IDE Public Blockchain visibility Private Blockchain solutions Oracles How do I design a Blockchain app? What does this solution need to let users do? Will the proposed solution reduce or remove the problems and pain points currently felt by users? What should this solution prevent users from doing? Do you need a solution ready for heavy use on day 1? Is your solution idea enhanced by the use of Blockchain? Does the use of Blockchain create a better end-user experience? If so, how? Has your business developed custom software solutions before? What level of support are you going to need? How big is the developer community? Does your vision of the future align with the project or platform's vision of the future? Does the platform aim to make new and significant contributions to the development space, or is it an efficiency / cost play? Should the solution be a public or private Blockchain? Should the solution be an open or closed Blockchain? Create a plan for contract updates and changes! Hybrid solutions Monetary exchanges? How do I develop a Blockchain app? AGILE approach pre-release Define guiding principles up front Software vs Firmware Announcements, not transactions! Classes, not contracts Link contracts to share functions Use calling contracts to keep contract address the same Hyperledger vs Ethereum CONSIDER No of Users * Avg No of Transactions (state changes) per User Should a Blockless solution be applied? Performance Security Anonymity Security Monolithic vs Modular Sandwich complexity model How do I test a Blockchain app? Recommend 5x to 10x traditional application testing time Security Networks

Course Overview This comprehensive Level 5 course is designed to empower aspiring and current training professionals with the knowledge, techniques, and confidence to coach and mentor other trainers towards excellence. "Train the Trainer Coach: Trainer's Guide to Growth & Excellence" offers an in-depth exploration of modern training principles, coaching methodologies, and leadership strategies specifically tailored for those responsible for developing trainers within organisations. The programme focuses on structured learning, reflective practice, and strategic development—equipping learners with the ability to build impactful training environments and promote a culture of continuous improvement. Upon completion, learners will be able to support trainer performance, implement quality training systems, and lead professional growth initiatives within learning and development settings. Course Description This advanced training programme delves into the art and science of coaching trainers, providing a strategic approach to building trainer capacity and fostering excellence in learning delivery. Learners will explore key areas including adult learning theory, coaching psychology, feedback models, training evaluation, and performance enhancement. The course encourages analytical thinking and self-awareness, allowing participants to reflect on their own coaching style while developing frameworks to guide and support others. Whether you're managing a team of in-house trainers or aspiring to take on leadership roles in learning and development, this course provides a structured pathway to help you elevate the effectiveness of training programmes. Learners will also develop their skills in strategic planning, talent development, and fostering engagement across diverse learning cohorts. Course Modules: Module 01: Train the Trainer Coach: Complete Guide to Coaching Trainers (See full curriculum) Who is this course for? Individuals seeking to become coaching-focused training professionals. Professionals aiming to support the development of trainers within organisations. Beginners with an interest in coaching, mentoring, or learning and development. Training managers and HR personnel responsible for upskilling training teams. Career Path Learning and Development Coach Training Manager Corporate Trainer Development Lead Learning Consultant Organisational Development Specialist

ISO : International Organization for Standardization 9001:2015 Course Overview: This ISO 9001:2015 course provides an in-depth introduction to the internationally recognised standard for quality management systems. Learners will gain a clear understanding of the principles behind ISO 9001:2015 and its application across various industries. The course explores the requirements for establishing, maintaining, and improving quality management processes, with a focus on driving continual improvement within organisations. Upon completion, learners will be equipped to implement ISO 9001:2015 standards within their own workplace, enhancing their organisation's operational efficiency and customer satisfaction. Course Description: The ISO 9001:2015 course covers a comprehensive range of topics crucial for quality management in any organisation. It begins with an overview of the ISO 9001:2015 standard, followed by an in-depth analysis of each clause. Learners will explore the context of the organisation, leadership requirements, planning and support processes, operational execution, performance evaluation, and strategies for continual improvement. The course combines theoretical insights with the application of concepts, providing a holistic learning experience that equips individuals with the knowledge to enhance their organisation's quality management system. Learners will develop the skills needed to identify and address quality-related challenges, ensuring they contribute to organisational success. ISO : International Organization for Standardization 9001:2015 Curriculum Module 01: Introduction To ISO 9001:2015 Module 02: Clause 4 - Context Of The Organisation Module 03: Clause 5 - Leadership Module 04: Clause 6 - Planning Module 05: Clause 7 - Support Module 06: Clause 8 - Operation Module 07: Clause 9 - Performance Evaluation Module 08: Clause 10 - Improvement (See full curriculum) Who is this course for? Individuals seeking to improve their knowledge of quality management systems. Professionals aiming to implement or oversee ISO 9001:2015 standards in their organisations. Beginners with an interest in ISO certifications and quality assurance processes. Organisations striving for quality management improvements. Career Path: Quality Manager ISO Auditor Quality Assurance Specialist Compliance Officer Operations Manager Quality Control Coordinator ISO Consultant

Motivation Skills Course Overview: This course on Motivation Skills provides learners with a comprehensive understanding of the key principles and strategies behind effective motivation. It covers essential techniques that can be applied in various personal and professional settings to enhance performance, engagement, and productivity. By exploring core motivational theories and practical methods, the course equips learners with the tools to inspire and energise individuals or teams, making it invaluable for anyone looking to create a motivating environment. Learners will finish the course with a strong grasp of motivational skills, ready to apply them in their everyday interactions. Course Description: In this course, learners will dive into the fundamentals of motivation, including the psychological theories that underpin human drive and behaviour. Topics such as motivational techniques, strategies for sustained engagement, and ways to effectively influence others will be explored. The course provides learners with a structured approach to boosting motivation in themselves and others, enhancing productivity and morale. Learners will gain a strong understanding of how to adapt motivational strategies to different contexts and individuals, offering them the ability to drive results in diverse professional and personal environments. Motivation Skills Curriculum: Module 01: Introduction Module 02: Motivational Skills Module 03: Motivational Strategies Module 04: Conclusion (See full curriculum) Who is this course for? Individuals seeking to improve their leadership skills. Professionals aiming to enhance team engagement and performance. Beginners with an interest in psychology or human behaviour. Managers looking to foster a positive work culture. Career Path: Motivational Speaker Team Leader or Manager HR Specialist Coaching and Mentoring Roles Workplace Wellness Coordinator

Duration 2 Days 12 CPD hours This course is intended for The course is designed for individuals who want to gain in-depth knowledge and practice in the discipline of Business Analysis (Business Analysts, Requirements Engineers, Product manager, Product Owner, Chief Product Owner, Service Manager, Service Owner, Project manager, Consultants) Overview Students should be able to demonstrate knowledge and understanding and application of Business Analysis principles and techniques. Key areas are: The breath of the role of a Business Analyst The processes and techniques of strategy analysis Investigation of an organization's business systems Techniques used within stakeholder analysis and the need for analyzing perspectives Conceptual modelling and business activity models Business improvements through gap analysis The Business case within the business change lifecycle The Business Analyst role analyzes, understands and manages the requirements in a customer-supplier relationship and ensures that the right products are delivered.The course provides in-depth knowledge and practice in Business Analysis Course Introduction Let?s Get to Know Each Other Course Overview Course Learning Objectives Course Structure Course Agenda Introduction to Business Analysis Practice Exam Details Business Analysis Certification Scheme Rationale for Business Analysis The role of the BA throughout the stages of the Business change lifecycle The scope of the BA role within the context of the range of analysis activities Three areas of competencies Understanding the Strategic Context Techniques in practice: MOST Resource audit PESTLE Porter's Five Forces SWOT analysis CSF, KPI and Performance target Balanced Business Score Card Understanding the Current Situation Identification of stakeholder categories Identification of relevant investigation techniques The rationale for taking a holistic view Rich pictures, Mind Maps and Fishbone diagrams Stakeholder Analysis and Management Power/interest and level of interest Appropriate stakeholder management strategy Stakeholder perspectives and CATWOE technique Analysing and Modelling Business Activities Conceptual models of a business situation Five types of high level activity Planning activities Enabling activities Doing activities Monitoring and control activities Three types of business events The consensus business activity model Identifying Potential Solutions Different categories of business rules Gap analysis (through conceptual business activity model and as-is business situation) Components of a new business model Building the Business Case Rationale for the development of a business case Contents of a business case Identification of tangible/intangible costs and benefits, risks and impacts Rationale for the financial case and appraisal techniques Business case review in the business change lifecycle Additional course details: Nexus Humans Business Analysis - Practice training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward. This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts. Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success. While we feel this is the best course for the Business Analysis - Practice course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

Duration 3 Days 18 CPD hours This course is intended for This course is designed for any individual who might need to perform project management activities in their job role on either a formal or informal basis, or any individual who wants to build upon their current project management knowledge to be more productively involved on a project team. This course is not specifically designed for students who are seeking project management-related certification. Rather, it is designed to introduce a structure to help students more effectively manage projects as well as participate fully on a project team. Overview In this course, you will apply recognized practices of project management to manage a project from start to finish. You will: - Identify the basic concepts of project management. - Launch a project. - Estimate project work. - Create a project schedule. - Plan project costs. - Plan for project risks. - Plan for project quality and compliance. - Manage human and physical resources for the project. - Manage project procurements. - Plan for change management and monitor the project scope. - Monitor and optimize project schedule and cost. - Monitor the quality of the project work and the risks involved. - Plan communication strategies and manage stakeholder relationships. - Close a project. If you are taking this course, you probably have some exposure to managing projects, or you may be considering embarking on a career as a professional project manager. Your ability as a project manager to demonstrate best practices in project management on the job is becoming the standard to compete in today's fast-paced and highly technical workplace. In this course, you will apply the generally recognized practices of project management to successfully manage projects. Project managers are always under severe pressure to complete projects on time and within budget. However, most projects fail to meet these demands, and, as a result, many projects are terminated early. Successful project management requires knowledge and experience. This course is designed to provide you with the skills needed to be a successful project manager in today's rapidly changing world. The skills and knowledge you gain in this course will help you avoid making costly mistakes and increase your competitive edge in the project management profession. Getting Started with Project Management Define Project Management Basics Identify Influencing Factors Define Project Management Certifications Launching Projects How Organizations Choose the Right Project Identify Project Stakeholders and Their Expectations Authorize a Project Identify the Project Scope Estimating Project Work Develop a WBS Identify the Relationships Between Work Packages Identify Resources Estimate Time Creating a Project Schedule Develop a Project Schedule Create a Schedule Baseline Planning Project Costs Establish Project Costs Establish the Cost Baseline Reconcile Funding and Costs Planning for Risk Create a Risk Management Plan Identify Risks and Their Causes Analyze Risks Develop a Risk Response Plan Planning for Quality and Compliance Deliver the Desired Project Results Verify Compliance Requirements Managing the Project Team Plan Your Project Team Assemble the Team Develop the Team Manage the Team Managing Project Procurements Plan for Project Procurements Obtain Responses from Vendors Select the Right Vendor Manage Vendors and Procurements Managing Change During Project Execution Prepare for Project Execution Manage Project Changes Monitor the Project Scope Monitoring and Controlling Project Schedule and Cost Monitor and Control the Project Schedule Optimize the Project Schedule Monitor and Control Project Cost Monitoring and Controlling Risk and Quality Monitor and Control Risks Put Quality Plans into Action Control Project Quality Communicating and Reporting Communicate During a Project Distribute Project Information Manage Stakeholder Relationships and Expectations Report on Project Performance Closing the Project Deliver the Final Product Close Project Procurements Close the Project

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