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Duration 2.75 Days 16.5 CPD hours This course is intended for Complete beginners who have never programmed before to experienced developers coming from another programming language. Overview You will learn how to leverage the power of Python to solve tasks. You will build games and programs that use Python libraries. You will be able to use Python for your own work problems or personal projects. You will create a portfolio of Python based projects you can share. Learn to use Python professionally, learning both Python 2 and Python 3! Create games with Python, like Tic Tac Toe and Blackjack! Learn advanced Python features, like the collections module and how to work with timestamps! Learn to use Object Oriented Programming with classes! Understand complex topics, like decorators. Understand how to use both the Jupyter Notebook and create .py files Get an understanding of how to create GUIs in the Jupyter Notebook system! Build a complete understanding of Python from the ground up! Our Introduction to Python course is designed to take complete beginners or experienced developers up to speed on Python?s capabilities, setting up students for success in using Python for their specific field of expertise. Whether you have never programmed before, already know basic syntax, or want to learn about the advanced features of Python, this course is for you! In this course we will teach you Python 3. Learn how to use Python for real-world tasks, such as working with PDF Files, sending emails, reading Excel files, scraping websites for information, working with image files, and much more! This course will teach you Python in a practical manner and provides a full coding screencast and a corresponding code notebook to review the concepts and exercises conducted in class. Please note, this course is able to be offered in either 3 full day sessions or 5 partial day sessions. See the schedule below. This course includes 6-months access to the full course content in on-demand format to support post-class reference and review. Command Line Basics Python System Setup Jupyter Notebooks Python Data Types Key Data Structures Logic and Control Flow Functions Debugging Modules Object Oriented Programming File I/O Testing Decorators Generators Automation of Tasks Web Scraping Graphical User Interfaces Additional course details: Nexus Humans Introduction to Python 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 Introduction to Python 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 Cybersecurity Essentials provides foundational knowledge in cybersecurity and is recommended for all non-technical professionals who wish to develop an understanding of cyber safety. Overview After completing this course, students will be able to: Identify and reduce human errors that put organizations at risk for a cyber-attacks. Define Ransomware, Phishing, and Data Breaches to understand the differences. Identify the motives of hackers. Assess how data breaches occur. Develop a plan on how to protect accounts and privacy. Create a strong and secure password. Work in a secure manner while using remote Wi-Fi access. Safely use Virtual Private Networks (VPN). Identify vulnerabilities in home networks to keep them secure. Identity different social engineering techniques e.g. phishing, vishing. Detect social engineering attempts and prevent potential breaches. Prevent hackers from accessing a Mobile phone. Cybersecurity Essentials was developed using unparalleled learning methodology that prepares cadets for the Israeli Cyber and Intelligence Unit. It is designed to tackle human error by helping develop an advanced understanding and skills to protect individuals and organizations against the most common cyber threats. INTRODUCTION TO CYBERSECURITY Introduction to the world of cybersecurity; basic terminology, and why cybersecurity is so important. Review of famous cyber-attacks. ACCOUNTS & CREDENTIALS SECURITY One of the most common elements linking cyber-attacks is compromised or weak credentials. Learn different ways hackers can acquire passwords, and what to do when accounts have been compromised. How to prevent such attacks including best protection methods and password management and introduction to tools for testing and creating strong passwords. REMOTE SECURITY: WI-FI & VPN Evaluate main risks that arise when using public and non-protected Wi-Fi networks. Differentiate between private and public Wi-Fi networks, define what a VPN is and how to use it, and how to browse safely in remote environments. SOCIAL ENGINEERING How hackers take advantage of ?human-based vulnerabilities?. Define social engineering and the different types of attacks that can leverage social engineering, such as phishing or vishing. Learn how to detect social engineering attempts and prevent future breaches. MOBILE SECURITY Minimize the risk of an attack on mobile device and understand basic security principles for mobile applications. Learn how to protect photos, browsing history, text messages, and confidential business information such as emails, documents, access permission and more. Additional course details: Nexus Humans Cybersecurity Essentials 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 Cybersecurity Essentials 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 Although there are no mandatory prerequisites, the course is particularly suited for the following audiences: Cybersecurity engineer Cybersecurity investigator Incident manager Incident responder Network engineer SOC analysts currently functioning at entry level with 2+ years of experience Overview After taking this course, you should be able to: Describe the types of service coverage within a SOC and operational responsibilities associated with each. Compare security operations considerations of cloud platforms. Describe the general methodologies of SOC platforms development, management, and automation. Explain asset segmentation, segregation, network segmentation, micro-segmentation, and approaches to each, as part of asset controls and protections. Describe Zero Trust and associated approaches, as part of asset controls and protections. Perform incident investigations using Security Information and Event Management (SIEM) and/or security orchestration and automation (SOAR) in the SOC. Use different types of core security technology platforms for security monitoring, investigation, and response. Describe the DevOps and SecDevOps processes. Explain the common data formats, for example, JavaScript Object Notation (JSON), HTML, XML, CommaSeparated Values (CSV). Describe API authentication mechanisms. Analyze the approach and strategies of threat detection, during monitoring, investigation, and response. Determine known Indicators of Compromise (IOCs) and Indicators of Attack (IOAs). Interpret the sequence of events during an attack based on analysis of traffic patterns. Describe the different security tools and their limitations for network analysis (for example, packet capture tools, traffic analysis tools, network log analysis tools). Analyze anomalous user and entity behavior (UEBA). Perform proactive threat hunting following best practices. The Performing CyberOps Using Cisco Security Technologies (CBRCOR) v1.0 course guides you through cybersecurity fundamentals and prepares you for the role of Information Security Analyst on a Security Operations Center team. You?ll learn to automate for security using cloud platforms and how to apply your knowledge to real-world scenarios Course Outline Understanding Risk Management and SOC Operations Understanding Analytical Processes and Playbooks Investigating Packet Captures, Logs, and Traffic Analysis Investigating Endpoint and Appliance Logs Understanding Cloud Service Model Security Responsibilities Understanding Enterprise Environment Assets Threat Tuning Threat Researching and Threat Intelligence Practices Understanding APIs Understanding SOC Development and Deployment Models Performing Security Analytics and Reports in a SOC Malware Forensics Basics Threat Hunting Basics Additional course details: Nexus Humans Cisco Performing CyberOps Using Cisco Security Technologies (CBRCOR) v1.0 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 Cisco Performing CyberOps Using Cisco Security Technologies (CBRCOR) v1.0 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 IT professionals with baseline skills in computer hardware, software support, and development who want to learn how to design, develop, implement, operate, and manage Internet of Things devices and related systems. It is for those interested in learning more about embedded systems, microcontroller programming, IoT security, and the development life cycle for IoT projects. While students will gain hands-on experience assembling a prototype IoT device and using software development tools, these activities are closely guided, so previous experience in electronics assembly and programming are not required. This course prepares students for taking the CertNexus Certified Internet of Things (IoT) Practitioner (Exam ITP-110). Overview In this course, you will learn how to apply Internet of Things technologies to solve real-world problems. You will: Construct and program an IoT device. Communicate with an IoT device using wired and wireless connections. Process sensor input and control an actuator on an IoT device. Manage security, privacy, and safety risks on IoT projects. Plan an IoT prototyping and development project. In this course, you will learn general strategies for planning, designing, developing, implementing, and maintaining an IoT system through various case studies and by assembling and configuring an IoT device to work in a sensor network. You will create an IoT device based on an ESP8266 microcontroller, implementing various common IoT features, such as analog and digital sensors, a web-based interface, MQTT messaging, and data encryption. The instructor led course includes an exam voucher for the Certified Internet of Things Practitioner (CIoTP) exam (exam ITP-110). Planning an IoT Implementation Select a General Architecture for an IoT Project Identify Benefits and Challenges of IoT Constructing and Programming an IoT Device Select and Configure a Processing Unit Select a Microcontroller Power Source Use a Software Development Kit to Program an IoT Device Communicating with an IoT Device Communicate Using Wired Connections Communicate Using Wireless Connections Communicate Using Internet Protocols Processing IoT Data Process IoT Device Input and Output Process Data in the Cloud Provide Machine to Machine Communication Managing Risks on IoT Projects Identify IoT Security and Privacy Risks Manage IoT Security and Privacy Risks Manage IoT Safety Risks Undertaking an IoT Project Identify Real World Applications for IoT Follow the IoT Development Lifecycle Additional course details: Nexus Humans CertNexus Certified Internet of Things Practitioner (CIoTP) 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 CertNexus Certified Internet of Things Practitioner (CIoTP) 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 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 5 Days 30 CPD hours This course is intended for Experienced system administrators, system engineers, and system integrators Overview By the end of the course, you should be able to meet the following objectives: Configure and manage a VMware Tools Repository Configure vSphere Replication and recover replicated VMs Manage VM resource usage with resource pools Configure and manage vSphere networking and storage for a large and sophisticated enterprise Configure vCenter High Availability Use host profiles to manage VMware ESXi host compliance Use the vSphere Client to manage certificates Monitor the vCenter, ESXi, and VMs performance in the vSphere client Secure vCenter, ESXi, and VMs in your vSphere environment Use VMware vSphere Trust Authority to secure the infrastructure for encrypted VMs Use Identity Federation to configure the vCenter to use external identity sources This five-day course teaches you advanced skills for configuring and maintaining a highly available and scalable virtual infrastructure. Through a mix of lecture and hands-on labs, you configure and optimize the VMware vSphere 8 features that build a foundation for a truly scalable infrastructure. You also discuss when and where these features have the greatest effect. Attend this course to deepen your understanding of vSphere and learn how its advanced features and controls can benefit your organization. Course Introduction Introductions and course logistics Course objectives Virtual Machine Operations Recognize the role of a VMware Tools Repository Configure a VMware Tools Repository Recognize the backup and restore solution for VMs Identify the components in the vSphere Replication architecture Deploy and configure vSphere Replication Recover replicated VMs vSphere Cluster Operations Create and manage resource pools in a cluster Describe how scalable shares work Describe the function of the vCLS Recognize operations that might disrupt the healthy functioning of vCLS VMs Network Operations Configure and manage vSphere distributed switches Describe how VMware vSphere Network I/O Control enhances performance Explain distributed switch features such as port mirroring and NetFlow Define vSphere Distributed Services Engine Describe the use cases and benefits of vSphere Distributed Services Engine Storage Operations Discuss vSphere support for NVMe and iSER technologies Describe the architecture and requirements of vSAN configuration Describe storage policy-based management Recognize components in the vSphere Virtual Volumes architecture Configure Storage I/O Control vCenter and ESXi Operations Create a vCenter backup schedule Recognize the importance of vCenter High Availability Explain how vCenter High Availability works Use host profiles to manage ESXi configuration compliance Use the vSphere client to manage vSphere certificates vSphere Monitoring Monitor the key factors that can affect a virtual machine's performance Describe the factors that influence vCenter performance Use vCenter tools to monitor resource use Create custom alarms in vCenter Describe the benefits and capabilities of VMware Skyline Recognize uses for Skyline Advisor Pro vSphere Security and Access Control Recognize strategies for securing vSphere components, such as vCenter, ESXi hosts, and virtual machines Describe vSphere support for security standards and protocols Describe identity federation and recognize its use cases Configure identity federation to allow vCenter to use an external identity provider vSphere Trusted Environments and VM Encryption Configure ESXi Host Access and Authentication Describe virtual machine security features Describe the components of a VM encryption architecture Create, manage, and migrate encrypted VMs List VM encryption events and alarms Describe the benefits and use cases of vSphere Trust Authority Configure vSphere Trust Authority

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.

Duration 3 Days 18 CPD hours This course is intended for Students in this course are experienced AWS developers interested in Azure development. A three-day course designed to teach AWS (Amazon Web Services) developers how to prepare end-to-end solutions in Microsoft Azure. In this course you will construct Azure App Service Web App solutions and Azure Functions, use blob or Cosmos DB storage in solutions, implement secure cloud solutions that include user authentication and authorization, implement API management, and develop event- and message-based solutions, and monitor, troubleshoot, and optimize your Azure solutions. You will learn how developers use Azure services, with additional focus on features and tasks that differ from AWS, and what that means for you as you develop applications that will be hosted by using Azure services Create Azure App Service Web Apps Azure App Service core concepts Creating an Azure App Service Web App Configuring and Monitoring App Service apps Scaling App Service apps Azure App Service staging environments Implement Azure functions Azure Functions overview Developing Azure Functions Implement Durable Functions Develop solutions that use blob storage Azure Blob storage core concepts Managing the Azure Blob storage lifecycle Working with Azure Blob storage Create an Azure Resource Manager Template Develop solutions that use Cosmos DB storage Azure Cosmos DB overview Azure Cosmos DB data structure Working with Azure Cosmos DB resources and data Create and deploy ARM templates Implement user authentication and authorization Microsoft Identity Platform v2.0 Authentication using the Microsoft Authentication Library Using Microsoft Graph Authorizing data operations in Azure Storage Implement secure cloud solutions Manage keys, secrets, and certificates by using the KeyVault API Implement Managed Identities for Azure resources Secure app configuration data by using Azure App Configuration Implement API Management API Management overview Defining policies for APIs Securing your APIs Develop event-based solutions Implement solutions that use Azure Event Grid Implement solutions that use Azure Event Hubs Implement solutions that use Azure Notification Hubs Develop message-based solutions Implement solutions that use Azure Service Bus Implement solutions that use Azure Queue Storage queues Monitor and optimize Azure solutions Overview of monitoring in Azure Instrument an app for monitoring Analyzing and troubleshooting apps Implement code that handles transient faults Additional course details: Nexus Humans AZ-020T00 - Microsoft Azure solutions for AWS Developers 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 AZ-020T00 - Microsoft Azure solutions for AWS Developers 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 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

Duration 3 Days 18 CPD hours This course is intended for Experienced software developers who are already familiar with AWS services Overview In this course, you will learn how to: Analyze a monolithic application architecture to determine logical or programmatic break points where the application can be broken up across different AWS services Apply Twelve-Factor Application manifesto concepts and steps while migrating from a monolithic architecture Recommend the appropriate AWS services to develop a microservices based cloud-native application Use the AWS API, CLI, and SDKs to monitor and manage AWS services Migrate a monolithic application to a microservices application using the 6 Rs of migration Explain the SysOps and DevOps interdependencies necessary to deploy a microservices application in AWS The Advanced Developing on AWS course uses the real-world scenario of taking a legacy, on-premises monolithic application and refactoring it into a serverless microservices architecture. This three-day advanced course covers advanced development topics such as architecting for a cloud-native environment; deconstructing on-premises, legacy applications and repackaging them into cloud-based, cloud-native architectures; and applying the tenets of the Twelve-Factor Application methodology. Module 1: The cloud journey Common off-cloud architecture Introduction to Cloud Air Monolithic architecture Migration to the cloud Guardrails The six R?s of migration The Twelve-Factor Application Methodology Architectural styles and patterns Overview of AWS Services Interfacing with AWS Services Authentication Infrastructure as code and Elastic Beanstalk Demonstration: Walk through creating base infrastructure with AWS CloudFormation in the AWS console Hands-on lab 1: Deploy your monolith application using AWS Elastic Beanstalk Module 2: Gaining Agility DevOps CI/CD Application configuration Secrets management CI/CD Services in AWS Demonstration: Demo AWS Secrets Manager Module 3: Monolith to MicroServices Microservices Serverless A look at Cloud Air Microservices using Lambda and API Gateway SAM Strangling the Monolith Hands-on lab: Using AWS Lambda to develop microservices Module 4: Polyglot Persistence & Distributed Complexity Polyglot persistence DynamoDB best practices Distributed complexity Steps functions Module 5: Resilience and Scale Decentralized data stores Amazon SQS Amazon SNS Amazon Kinesis Streams AWS IoT Message Broker Serverless event bus Event sourcing and CQRS Designing for resilience in the cloud Hands-on lab: Exploring the AWS messaging options Module 6: Security and Observability Serverless Compute with AWS Lambda Authentication with Amazon Cognito Debugging and traceability Hands-on lab: Developing microservices on AWS Additional course details: Nexus Humans Advanced Developing on AWS 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 Advanced Developing on AWS 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.