Duration 5 Days 30 CPD hours This course is intended for The primary audience for this course are Application Consultants and Business Process Owners/Team Leads/Power Users. Overview This course is organized in a fashion that mimics the step by step process planners will undergo in executing production planning tasks on a daily basis. We start with setup up alert profiles to manage the day to day exceptions. Participants will walk through a detailed analysis of the net requirements calculation process that is executed during product heuristics. Gain an understanding of how scheduling is performed as new orders are created. This will include analyzing source determination rules as well as scheduling strategies. Participants will analyze the pegging functionality and the master data parameters that can control the outcome of pegging. Additionally, we will perform an analysis of process, service and REM heuristics. Lastly, perform an overview of the detailed scheduling activities involved in developing an execution schedule. In this course, students gain an in-depth understanding of the advanced topics required to implement production planning in SAP SCM APO. Introduction to Production Planning in SAP Advanced Planning and Optimization (SAP APO) Planning Demand in the Supply Chain Using Production Planning and Detailed Scheduling (PP/DS) Production Planning Results Evaluation Evaluating the Planning Run Results with Alerts Evaluating the Planning Results Evaluating the Planning Run with Advanced Tools Planning Procedure Configuring Basic Parameters for Planning Executing the Production Planning Run Planning a Product Using the Planning Procedure Order Creation with Product Heuristics Using Demand Management in PP/DS Planning Make-to-Order Production Using PP/DS Using Firming in PP/DS Configuring Product Heuristics Managing the Reuse of Procurement Proposals Using the Lot-Size Calculation In Production Planning Scheduling in Production Planning Determining the Source of Supply of the Order Scheduling Operations with the Strategy Profile Scheduling a Planned Order for Production Pegging in Production Planning Configuring Dynamic and Fixed Pegging Additional Heuristics in Production Planning Planning Production Using Process Heuristics Planning Production Using Service Heuristics Configuring Bottom-Up Heuristics Planning Production Using Repetitive Manufacturing (REM) Heuristics Outlining the Integration of Supply Network Planning (SNP) in PP/DS Detailed Scheduling Scheduling Operations with the Detailed Scheduling Planning Board Planning Production with Detailed Scheduling Strategies and Heuristics Managing Setup Times with the Setup Matrix Managing Scheduling with the PP/DS Optimizer Using MRP-Based Detailed Scheduling Additional course details: Nexus Humans SCM250 SAP Production Planning in SAP APO 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 SCM250 SAP Production Planning in SAP APO 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 1 Days 6 CPD hours This course is intended for This course is intended for: Solutions architects, cloud engineers, including security engineers, delivery and implementation engineers, professional services, and Cloud Center of Excellence (CCOE) Overview In this course, you will learn to: Design and implement a secure network infrastructure Design and implement compute security Design and implement a logging solution Currently, the average cost of a security breach can be upwards of $4 million. AWS Security Best Practices provides an overview of some of the industry best practices for using AWS security and control types. This course helps you understand your responsibilities while providing valuable guidelines for how to keep your workload safe and secure. You will learn how to secure your network infrastructure using sound design options. You will also learn how you can harden your compute resources and manage them securely. Finally, by understanding AWS monitoring and alerting, you can detect and alert on suspicious events to help you quickly begin the response process in the event of a potential compromise. Module 1: AWS Security Overview Shared responsibility model Customer challenges Frameworks and standards Establishing best practices Compliance in AWS Module 2: Securing the Network Flexible and secure Security inside the Amazon Virtual Private Cloud (Amazon VPC) Security services Third-party security solutions Module 3: Amazon EC2 Security Compute hardening Amazon Elastic Block Store (EBS) encryption Secure management and maintenance Detecting vulnerabilities Using AWS Marketplace Module 4: Monitoring and Alerting Logging network traffic Logging user and Application Programming Interface (API) traffic Visibility with Amazon CloudWatch Enhancing monitoring and alerting Verifying your AWS environment Additional course details: Nexus Humans AWS Security Best Practices 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 Security Best Practices 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 is an introductory-level course, designed for anyone wanting to learn Linux. Attendees should be comfortable working with computers and the command line, but no other specific skills are required to attend. Overview This skills-focused course is about 50% lab to lecture ratio, combining expert instructor-led discussions with practical hands-on labs that emphasize current techniques, best practices and standards. Working in a hands-on lab environment, guided by our expert practitioner, attendees will explore The Design of Linux Basic Operations File System Basics Wildcards File and Directory Permissions Working with files Executing Programs Using find Filters and other useful commands The vi editor Customizing the user environment Networking/Communications Backups and archiving This hands-on course provides you with an essentials-level foundation in core skills for using any version of Linux. This course focuses on essential skills that ordinary users might use daily when working with Linux. The Design of Linux A brief history of Linux The Linux design philosophy Linux architecture Basic Operations Logging in and out The general form of a Linux command Common commands Using man pages Essential commands File System Basics The Linux directory structure Standard directories Relative and absolute pathnames Legal file names Navigating the filesystem Wildcards Matching one character Matching many characters Shortcuts Wildcard gotchas Wildcards and ls File and Directory Permissions Viewing permissions File permissions Directory permissions Setting defaults Changing permissions Keeping data secure Working with files Viewing contents Identifying file contents Copying and moving Deleting Using symbolic links Executing Programs Redirecting STDOUT Redirecting STDERR Redirecting STDIN Creating pipelines Processes attributes Listing processes Killing processes Foreground & background processes Using find Syntax Finding by name, type, or size Combining tests Finding by size, owner, or timestamps Using xargs with find Other find options Filters and other useful commands What is a filter? cat: a generic filter head and tail grep sort wc other interesting filters The vi editor Why vi? Basic vi operations: navigating, adding, deleting Advanced operations: buffer management, search and replace, configuration options Customizing the user environment About shells Shell startup files Shell variables Search path Aliases Simple shell scripts Networking/Communications Reading and sending mail Remote login Remote file transfer Other network utilities (ping, finger, etc) Backups and archiving Checking space used or available Creating tar archives Viewing and extracting files from archives Compression utilities Working with windows
Certified ScrumMaster®: Virtual In-House Training This course is an introduction to Scrum and the principles and tools required to be an effective Scrum Product Owner. You will come away with a good understanding of the Scrum framework and the underlying principles required to make effective decisions regarding the application of the Scrum framework to different situations. Participants successfully completing this course earn a Certified Scrum Product Owner® (CSPO®) designation. The Scrum Alliance certification includes a one-year membership with Scrum Alliance. What You Will Learn You'll learn how to: Use the principles, practices, and tools required to be an effective Scrum Product Owner Make effective decisions regarding the application of the Scrum framework to different situations, including: Setting product vision and goals Chartering the project Writing user stories and structuring your product backlog Scaling the Product Owner Estimating for forward planning Applying prioritization techniques Planning and tracking release progress Getting Started Introduction Course structure Course goals and objectives Agile Principles and Scrum Overview Process control models Incremental and iterative development Shifting the focus on product management Overview of the Scrum process Agile principles Lean principles Scrum Roles and Responsibilities Scrum roles Cross-functional teams Product Owner Responsibilities The Scrum Project Community What happens to my traditional role in Scrum? Chartering the Project Establishing a shared vision Elevator Statement Data sheets Product Vision Box Magazine Review / Press Release Product Backlog and User Stories Product uncertainty and progressive refinement User role modeling User Stories Product backlog characteristics Getting backlog items ready Slicing User Stories Using the product backlog to manage expectations Sprints Done and Scaling Done The Scrum process in detail Sustainable pace The Product Owner's role in each of the Scrum meetings Scaling the Product Owner Scaling Scrum Approaches to scaling the Product Owner Estimation for Forward Planning Why comparative estimation works Planning Poker Affinity Estimation Prioritization Techniques Additional Product Backlog Prioritization Techniques Kano Analysis Theme Screening Release Planning and Tracking Progress Velocity Release Planning Tracking release progress
Duration 4 Days 24 CPD hours This course is intended for This course is designed primarily for network and software engineers who are interested in learning about automation and programmability and hold the following job roles: Network administrators Solutions designers System installers System integrators System administrators Overview After completing this course, you should be able to: Explain the transactional service activation and how it relates to business requirements Explain how Cisco NSO communicates with network devices Understand the NETCONF protocol and be able to read and write simple YANG models Understand the difference between devices that are fully NETCONF capable and those that are less or not NETCONF capable Understand the support for candidate configuration and confirmed commit support Use logs to troubleshoot the Cisco NSO deployment and check NSO communication with network devices Explain the YANG service model structure Design a real-world usable service Explain the mapping logic of service parameters to device models and consequently to device configurations Describe the use of different integration options and APIs Explain how to implement action with use of config-templates in NSO package Explain the use of Reactive FASTMAP in for manipulating and implementing advanced NFV components Describe the use of feature components and function packs Define and explain the ETSI MANO principles and solution Work with the alarm console, and understand the NSO alarm structure and how it conforms to modern network operations procedures Describe Cisco NSO 5.3 new features and changes in NSO The NSO Essentials for Programmers and Network Architects (NSO201) v4.1 course introduces you to Cisco Network Services Orchestrator (NSO). You will learn to install Cisco NSO and use it to manage devices and create services based on YANG templates with XPath. This course provides an overview of NSO as a network automation solution as well as introducing you to NETCONF, YANG, and XPath. You will learn about managing devices and creating device templates, service management and service package creation, network element drivers, interfacing with other systems using APIs, configuring and troubleshooting system settings, managing alarms and reporting, configuring NSO for scalability and performance, and capabilities that can be added to Cisco NSO. Course Outline Introducing Service Orchestration with Cisco NSO Exploring Cisco NSO Architecture Orchestrating Network Solutions Describing Cisco NSO Operation Installing Cisco NSO Exploring the Advantages of NETCONF Managing Devices Using the Device Manager Creating YANG Models Using Services Implementing Services with Model-to-Model Mapping Designing Services in Cisco NSO Managing the Service Lifecycle Programming with Python in Cisco NSO Configuring and Troubleshooting System Settings Discovering Cisco NSO Northbound APIs Managing Alarms and Reporting Configuring Cisco NSO for Scalability and Performance Describing Cisco NSO VNF Manager and Function Packs
Duration 4 Days 24 CPD hours This course is intended for This course is designed for network administrators, system administrators, network architects, systems engineers, and technical support engineers who are involved with advanced installation, configuration, maintenance, and basic troubleshooting of Ruckus ICX products. Overview Upon successful completion of this course, the student will be able to: Describe Ruckus ICX hardware Configure and implement management protocols on Ruckus equipment Configure and implement monitoring and reporting features on Ruckus equipment including syslogs and sFlow Perform hardware troubleshooting and support functions Perform firmware upgrades Configure, implement, and maintain Layer 2 STP protocols (RSTP, MSTP, PVST) Configure and manage VLANs, Virtual Ethernet routed interfaces, topology groups, and Q-in-Q Configure, deploy and maintain Link Aggregation Groups (LAGS) Describe, configure, and maintain Multi-Chassis Trunking (MCT) Integrate MCT with VRRPe for redundancy Identify PoE-capable products Configure and manage Ruckus ICX switches in a PoE environment Configure, implement, and maintain the OSPF routing protocol Configure, implement, and maintain QoS This course provides an in-depth study of the Ruckus ICX family of products and how they are utilized in an enterprise network. The course covers core competencies of configuration, operations and maintenance of Ruckus ICX products. This course also covers core L2/L3 protocol configurations including STP family, OSPF, QoS, and Ruckus proprietary protocols and technology including MCT, VRRPe and FDP. This course provides an in-depth study of the Ruckus ICX family of products and how they are utilized in an enterprise network. The course covers core competencies of configuration, operations and maintenance of Ruckus ICX products. This course also covers core L2/L3 protocol configurations including STP family, OSPF, QoS, and Ruckus proprietary protocols and technology including MCT, VRRPe and FDP. Additional course details: Nexus Humans Ruckus ICX 200 Administrator Training Course 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 Ruckus ICX 200 Administrator Training Course 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.
This 3 Days programme will equip you to use, price, manage and evaluate interest rate and cross-currency derivatives. The course starts with the building blocks of money markets and futures, through yield curve building to interest-rate and cross-currency swaps, and applications. The approach is hands-on and learning is enhanced through many practical exercises covering hedging, valuation, and risk management. This course also includes sections on XVA, documentation and settlement. The programme includes extensive practical exercises using Excel spreadsheets for valuation and risk-management, which participants can take away for immediate implementation.
Duration 2 Days 12 CPD hours This course is intended for This course is intended for intermediate business and requirements analysts who are looking to improve their business case development and presentation skills. This course is also a great fit for project managers and product owners who work closely with business analysts or who perform some form of business case work themselves. Overview Understand the role of the business analyst within the business case process Understand the main professional associations and standards that support business analysts in the industry Discuss the benefits of business case creation Explore how to define the business need Describe the role of the business analyst in supporting the enterprise to determine how to optimally invest in the right project initiatives Explain how to identify stakeholders and the significance to the pre-project activities Discuss the importance of analyzing the enterprise Describe and explore the activities performed to assess the current business environment Explain how a business analyst describes a ?future? state environment including how to identify gaps in enterprise capabilities Present and explore how to define the scope of a solution Describe the activities performed and techniques used to determine viable solution options Explore various techniques for evaluating solution options including feasibility and risk analysis Thoroughly understand the purpose of conducting a feasibility assessment Discuss and practice a number of business analysis techniques that support the business case process Explore the components of a business case Describe how the business case supports decision makers in making go/no-go decisions Demonstrate how to assemble the output from pre-project activities into a well-structured business case Present techniques for presenting business cases to top level managers and obtaining buy-in Discuss methods for preparing for challenges during business case delivery Students learn the steps to effective business case development and support your strategic business recommendations with sound budgeting and financial back-up. The one course you need to make high-impact recommendations and receive full management support for your ideas. Introduction Module Learning Objectives What is Business Analysis Polling Question International Institute of Business Analysis BABOK© Guide Components Project Management Institute Business Analysis for Practitioners: A Practice Guide BABOK© Guide Knowledge Areas Benefits of Business Analysis Polling Question A Business Analyst can Influence Project Success Factors Challenges of Business Analysis Polling Question Purpose of a Business Case Exercise 1a: What Should a Business Case Include Define the Business Case Elements What to Look Out For Who is Involved Exercise 1b: Review Business Case Outline Module Learning Objectives Pre-Project Activities & the Business Analyst Module Learning Objectives The Definition of a Business Analyst The Role of a Business Analyst Responsibilities of a BA BA Role vs. PM Role Business Analysis vs. Systems Analysis Business Analysis Competencies Polling Question Business Analyst Role and Stakeholders Exercise 2a: Review the Case Study What is a Stakeholder? The Importance of Stakeholders Stakeholder Identification Tips for Identifying Stakeholders Other Stakeholder Tips Stakeholder Identification/Analysis Exercise 2b: Identify Roles and Responsibilities Stakeholder Map Stakeholder Matrix & Onion Diagrams A Stakeholder Map Onion Diagram Exercise 2c: Why do we Need to Understand the Enterprise? Why Study the Enterprise? What is Enterprise Architecture? What is Strategy Analysis? About Strategy Analysis Purpose of Strategy Analysis When to Perform Strategy Analysis Strategic Planning Module Summary The Needs Assessment Process Module Learning Objectives Business Need Defined Define Business Need The Needs Assessment Process Problem or Opportunity Exercise 3a: Problem/Opportunity Identification Understanding Why Situation Statements Business Need and Current State Determine the Stakeholders Polling Question Goals and Objectives Polling Question Exercise 3b: Give 3 Examples of Business Goals Define Business Need Techniques Exercise 3c: Identify the Business Need Definition of Strategy Analysis When Business Strategy is not Driving Project Definition Typical Project Profile The Executive Paradox Solution to the Paradox Exercise 3d: Describe 3 Outcomes You Would Expect from the Case Study The Four ?Ares? Understand How to Create a Business Model Business Model Example Exercise 3e: Create a Business Model The Business Case Approach Financial and Strategic Measurement Tools Module Summary Determining the Required Capabilities & Defining Solution Scope Module Learning Objectives Business Need and Current State Purpose of Analyzing the Current State Analyzing Current Capabilities and Process Capabilities Defined Techniques for Analyzing the Current State Define the Future State Techniques for Defining the Future State Assess Capability Gaps Stakeholders Involved when Reviewing Capability Gaps Discussion: Assessing New Capabilities Defining Solution Scope Determining Scope Boundary How to Define Solution Scope Defining Solution Scope Project Scope and Product Scope Scope Modeling Techniques Used to Define Scope Define Scope Boundaries Modeling Scope: Context Diagram Exercise 4a: Create a Context Diagram from the Case Study Communicating Solution Scope to Stakeholders Stakeholders Participating in Scope Activities Exercise 4b: Discuss Managing Expectations Module Summary Assessing Feasibility & Proposing Solution Options Module Learning Objectives Financial Analysis Purpose of Financial Analysis Costs versus Benefits Financial Models Timing for Assessing Financial Benefits Risk Assessing Risks Risk Process Exercise 5a: Identifying Risks Risk Analysis Capturing and Categorizing Risks Risk Strategies Tolerance for Risk Determining Solution Options Solution Option Process Determining and Analyzing Solution Options Brainstorming Conducting an Outcomes Focused Brainstorming Session Stakeholders Involved in Determining Solution Options Exercise 5b: Determining Solution Options Feasibility Analysis Discussion: Ranking Solution Options Discussion: Recommending the Most Viable Option Exercise 5c: Assess the Most Viable Options Solution Approach Definition Exercise 5d: Review the Business Case Templates Module Summary Packaging & Presenting the Business Case Module Learning Objectives Circumventing a Business Case Documenting the Business Case Value of the Business Case Process Business Case Components Business Case Techniques Build a Convincing Business Case Discussion: Identifying Decision Criteria Exercise 6a: Supporting a Go/No Go Decision Packaging the Business Case Planning Business Case Delivery Discussion: Planning Stakeholder Buy-in Information and Communication Needs in the Business Case Process Presenting your Business Case Exercise 6b: Anticipating and Responding to Challenges Module Summary Course Wrap Up Course Summary Questions Additional Resources Thank You Additional course details: Nexus Humans BA03 - Writing Effective Business Cases 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 BA03 - Writing Effective Business Cases 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 4 Days 24 CPD hours This course is intended for #NAME? Overview At the completion of this course, students already familiar with the RHCT/RHCSA administration skills will have exposure to all competencies tested by the RHCSA and RHCE exams. If you are an experienced Linux© system administrator and hold a Red Hat Certified System Administrator (RHCSA©) credential or possess equivalent skills and want to broaden your ability to administer Linux systems at an enterprise level, this is the perfect course.The course will empower you to deploy and manage network servers running caching domain name service (DNS), MariaDB, Apache HTTPD, Postfix SMTP null clients, network file sharing with network file system (NFS) and server message block (SMB), iSCSI initiators and targets, advanced networking and firewall configurations, and to use bash shell scripting to help automate, configure, and troubleshoot your system. Through lectures and hands-on labs, you will be exposed to all competencies covered by the Red Hat Certified Engineer (RHCE) exam (EX300), supplementing what you have already learned in earning your RHCSA credential.This course is based on Red Hat© Enterprise Linux 7. Getting Started with the Classroom Environment Given a virtualized environment, begin to administrate multiple systems using prerequisite skills Enhance User Security Configure system to use Kerberos to verify credentials and grant privileges via sudo Bash Scripting and Tools Automate system administration tasks utilizing Bash scripts and text-based tools File Security with GnuPG Secure files with GnuPG. Software Management Use yum plugins to manage packages and understand the design of packages to build a simple package Network Monitoring Profile running services then capture and analyze network traffic Route Network Traffic Configure system to route traffic and customize network parameters with sysctl Secure Network Traffic Secure network traffic through SSH port forwarding and iptables filtering/network address translation (NAT) NTP Server Configuration Configure an NTP server Filesystems and Logs Manage local file system integrity, monitor system over time, and system logging Centralized and Secure Storage Access centralized storage (iSCSI) and encrypt filesystems SSL-encapsulated Web Services Understand SSL certificates and deploy an SSL encapsulated web service Web Server Additional Configuration Configure web server with virtual hosts, dynamic content, and authenticated directories Basic SMTP Configuration Configure an SMTP server for basic operation (null client, receiving mail, smarthost relay) Caching-Only DNS Server Understand DNS resource records and configure a caching-only name server File Sharing with NFS Configure file sharing between hosts with NFS File Sharing with CIFS Configure file and print sharing between hosts with CIFS File Sharing with FTP Configure file sharing with anonymous FTP Troubleshooting Boot Process Understand the boot process and recover unbootable systems with rescue mode
Duration 2 Days 12 CPD hours This course is intended for If you are a data analyst, data scientist, or a business analyst who wants to get started with using Python and machine learning techniques to analyze data and predict outcomes, this book is for you. Basic knowledge of computer programming and data analytics is a must. Familiarity with mathematical concepts such as algebra and basic statistics will be useful. Overview By the end of this course, you will have the skills you need to confidently use various machine learning algorithms to perform detailed data analysis and extract meaningful insights from data. This course is designed to give you practical guidance on industry-standard data analysis and machine learning tools in Python, with the help of realistic data. The course will help you understand how you can use pandas and Matplotlib to critically examine a dataset with summary statistics and graphs, and extract the insights you seek to derive. You will continue to build on your knowledge as you learn how to prepare data and feed it to machine learning algorithms, such as regularized logistic regression and random forest, using the scikit-learn package. You?ll discover how to tune the algorithms to provide the best predictions on new and unseen data. As you delve into later sections, you?ll be able to understand the working and output of these algorithms and gain insight into not only the predictive capabilities of the models but also their reasons for making these predictions. Data Exploration and Cleaning Python and the Anaconda Package Management System Different Types of Data Science Problems Loading the Case Study Data with Jupyter and pandas Data Quality Assurance and Exploration Exploring the Financial History Features in the Dataset Activity 1: Exploring Remaining Financial Features in the Dataset Introduction to Scikit-Learn and Model Evaluation Introduction Model Performance Metrics for Binary Classification Activity 2: Performing Logistic Regression with a New Feature and Creating a Precision-Recall Curve Details of Logistic Regression and Feature Exploration Introduction Examining the Relationships between Features and the Response Univariate Feature Selection: What It Does and Doesn't Do Building Cloud-Native Applications Activity 3: Fitting a Logistic Regression Model and Directly Using the Coefficients The Bias-Variance Trade-off Introduction Estimating the Coefficients and Intercepts of Logistic Regression Cross Validation: Choosing the Regularization Parameter and Other Hyperparameters Activity 4: Cross-Validation and Feature Engineering with the Case Study Data Decision Trees and Random Forests Introduction Decision trees Random Forests: Ensembles of Decision Trees Activity 5: Cross-Validation Grid Search with Random Forest Imputation of Missing Data, Financial Analysis, and Delivery to Client Introduction Review of Modeling Results Dealing with Missing Data: Imputation Strategies Activity 6: Deriving Financial Insights Final Thoughts on Delivering the Predictive Model to the Client