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Duration 5 Days 30 CPD hours This course is intended for Cloud architects, systems engineers, datacenter administrators, and cloud administrators with experience in managed services or managing a service provider environment. Overview By the end of the course, you should be able to meet the following objectives: Understanding NSX-T Data Center and VMware Cloud Director fundamentals List the various NSX-T Data Center components List the use cases and topologies of VMware Cloud Director networks Discuss the VMware Cloud Director provider networking configurations Discuss the VMware Cloud Director tenant networking configurations Discuss NSX Advanced Load Balancer and its components Discuss NSX Advanced Load Balancer configuration and integration with VMware Cloud Director Enable a layer 2 stretched network that spans across multiple VMware Cloud organization VDCs Showcase the importance of the VMware Cloud Director migration tool and its functionality Manage resources from the VMWare Cloud Director console and use VMware vRealize Operations Manager™ In this five-day course, you focus on designing, integrating, configuring, and managing VMware Cloud Director? 10.x with VMware NSX-T© Data Center and VMware NSX© Advanced Load Balancer?. You learn about creating Network Pools and Edge Cluster management. You also learn about creating and managing an external network and creating and managing the organization of VDC, vApp, and data center group networks. Course Introduction Introductions and course logistics Course objectives VMware Cloud Director Data Center Fundamentals Explain NSX-T Data Center and its architecture Discuss various NSX-T Data Center components Describe NSX-T Data Center objects and their creation methods List the various requirement and maximum configuration details Explain NSX-T Data Center and its architecture Discuss various NSX-T Data Center components Describe NSX-T Data Center objects and their creation methods Explain VMware Cloud Director and its architecture List the various requirement and maximum configuration details Discuss VMware Cloud Director pre-requisites and deployment Discuss the use cases and features of VMware Cloud Director List the various requirement and maximum configuration details Discuss the design best practices Provider Configuration Discuss the integration of VMware vCenter Server© with VMware Cloud Director Discuss the integration of NSX-T Data Center with VMware Cloud Director Explain the provider side networking concepts and features Tenant Configuration Discuss the various types of organization VDC networks that can be created using NSX-T Data Center Explain the edge services available under each type of Organization VDC networks Explain what vApp network is Discuss various types of vApp networks Cross VDC networking with NSX-T Explain data center groups Configure cross-VDC networking and L2 stretched networks Configure a distributed firewall for a Data Center Group NSX Advanced Load Balancer Describe the NSX Advanced Load Balancer components and main functions Explain the NSX Advanced Load Balancer key features and benefits Understand and apply a Global Server Load Balancing design framework VMware NSX Migration for VMware Cloud Director Understand the main usage and purpose of the NSX migration for VMware Cloud Director List the supported topology and compatibility matrix List the supported features Understand the environmental prerequisites and how to prepare the edge cluster for bridging Know the logs and error handling exceptions Monitoring VMware Cloud Director Networking Discuss the methods to manage and monitor networking objects from VMware Cloud Director portals Understand the vRealize Operations Manager and vRealize Operations Manager Tenant App overview Discuss how to monitor VMware Cloud Director networking objects using vRealize Operations Manager and vRealize Operations Manager Tenant App Create views and reports Describe the use of vCloud Usage Meter with VMware Cloud Director

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Duration 5 Days 30 CPD hours This course is intended for Customers, cloud architects, systems engineers, data center administrators, and cloud administrators with experience in managed services or managing a service provider environment. Overview By the end of the course, you should be able to meet the following objectives: Deploy VMware Cloud Director Manage VMware Cloud Director to meet the service provider needs Create and manage VMware Cloud Director organizations and vApps to fulfill business needs Create and manage VMware Cloud Director catalogs Transfer virtual machine workloads from VMware vSphere into and out of VMware Cloud Director Configure networking for organizations and vApps with the help of VMware NSX-T Data Center Managing resources from the VMWare Cloud Director console and using VMware vRealize Operations Manager Enabling VM and Named Disk Encryption Creating VM sizing and placement policies Understand vApps and VM operations and actions In this five-day course, you focus on installing, configuring, and managing VMware Cloud Director 10.3. You learn about workload provisioning, the creation of organizations, virtual data centers (VDCs), catalog services that include predefined virtual machines, and on-demand VMware NSX-T Data Center networks.This course also covers interfacing VMware Cloud Director with other systems and the integration and use of VMware vRealize Orchestrator for VMware Cloud Director. You learn about different networks that a system administrator and an organization administrator can configure and use with virtual machines (VMs). This course also discusses how to monitor various VMware Cloud Director objects using VMware vRealize Operations. Course Introduction Introductions and course logistics Course objectives Software-Defined Data Center and VMware Validated Design Define Software Defined Datacenter (SDDC) Discuss VMware offerings for Cloud-Based Services Discuss the deployment options for VMware Cloud Director Discuss VMware Validated Design Recognize the design considerations when creating a cloud environment on the SDDC using VMWare Cloud Foundation vCloud Director Deployment and Configuration Discuss the deployment options for VMware Cloud Director Explain the two-stage deployment of VMware Cloud Director cells Discuss failover mechanisms (automatic and manual) with VMware Cloud Director cells Define switchover, promote, and fencing options of the VMware Cloud Director appliance Understand the VMware Cloud Director appliance enhancements VMware Cloud Director Provider Configuration Describe how the compute resources are provided to VMware Cloud Director Describe how storage is provided to VMware Cloud Director Configure and manage storage for Virtual Datacenters (VDCs) Briefly discuss network pools, external networks, and Tier-0 Gateways Showcase VMware Cloud Director integration with vCenter Server and NSX-T Data Center Describe VMware Cloud Director organizations Understand organization policies Explain how to access an organization using various portals Understand organization VDC Discuss what is Linked Clone and Fast Provisioning Understand the use cases of Allocation Models VMware Cloud Director User, Roles and Quota Management Discuss user-bundle Describe role-based access Explain custom roles and rights Describe and configure LDAP integration with Active Directory Discuss OIDC authentication methods Describe SAML identity provider VMware Cloud Director Virtual Machines and vApps Understand standalone VMs Discuss the VM managing operations Explain VM properties Discuss deployment methods of vApps Discuss the vApp managing operations Discuss the vApp lease policies Understand the vApps and VM actions Explain vApp and VM badges VMware Cloud Director Content Libraries Explain the purpose of catalogs and how to create a catalog organization Define catalog management and sharing catalogs inside and between organizations Explain medias in VMware Cloud Director and its usage Discuss vApp templates Understand vApp template operations Describe the purpose and usage of Open Virtualization Format (OVF) Discuss organization VDC templates VMware Cloud Director Networking Discuss organization VDC networks List the types of organization VDC networks Describe the edge gateway services Explore the services offered by the edge gateway Discuss sub-allocation IP pool and its use cases Discuss DHCP, NAT, load balancer, and firewall services on the edge gateway Discuss SNAT, DNAT, NO SNAT, and NO DNAT use cases Discuss vApp networks List the various types of vApp networks Discuss routed, isolated, and direct vApp networks Managing billing and reports of vCloud Director objects using Tenant vApp VMware Cloud Director Storage and Compute Describe named disks and shared named disks Demonstrate how to attach and detach a named disk and a shared named disk Describe methods of sharing the named disk Discuss the implications of deleting VMs that have an attached named disk Discuss how VMware Cloud Director VMs and disks are encrypted Explain the storage policy capabilities Demonstrate how VM sizing and placement policies are published Discuss vCenter server and VMware Cloud Director IOPS storage policies usage Discuss how to enable and use the storage IOPS limitation in VMware Cloud Director Describe the storage policy supported entities Extensibility and UI Additional Features Explain custom advisories, global search, guided tours, data exporter, keyboard shortcuts, and quick search Understand vcd-cli supported commands Discuss various vcd-cli tools VMware Cloud Director Resource Monitoring Identify log locations for VMware Cloud Director Manage vSphere and cloud resources from VMware Cloud Director Understand monitoring of objects from VMware Cloud Director portals Briefly introduce vRealize Operations Manager Integrate VMware Cloud Director with vRealize Operations Manager Configure VMware Cloud Director Management Pack Understand dashboard, metrics, alerts, alert definition, and reports Additional course details:Notes Delivery by TDSynex, Exit Certified and New Horizons an VMware Authorised Training Centre (VATC) Nexus Humans VMware Cloud Director: Install, Configure, Manage [v10.3] 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 VMware Cloud Director: Install, Configure, Manage [v10.3] 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 2 Days 12 CPD hours This course is intended for Solutions architects, Software engineers, Operations leads, and IT project managers. Overview Recognize the common business and technical drivers for migrating to the cloud Summarize the three phases of a migration and associated objectives, tasks, and stakeholders for each Describe AWS architecture, tools, and migration best practices Distinguish between the various cloud migration strategies and when each is most appropriate Determine an organization?s application migration readiness Discover a portfolio and gather data necessary for migration Plan and design an application migration strategy Perform and validate application migration to the cloud Optimize applications and operations after migrating to the cloud This course is for individuals who seek an understanding of how to plan and migrate existing workloads to the AWS Cloud. You will learn about various cloud migration strategies and how to apply each step of the migration process, including portfolio discovery, application migration planning and design, conducting a migration, and post-migration validation and application optimization. Hands-on labs reinforce learning, and each lab is designed to provide you with the understanding and foundation necessary to complete migration tasks in your organization. Prerequisites We recommend that attendees of this course have: Familiarity with enterprise IT infrastructure (hardware and software) Completed the AWS Technical Essentials or Architecting on AWS training 1 - What Is a Cloud Migration? Summarize the drivers and desired outcomes of a cloud migration Identify the elements of a successful migration journey Describe the three-phase AWS migration process 2 - Assessing Migration Readiness Summarize the activities and goals of the assess phase Evaluate tools for assessing your organization?s cloud readiness Describe Migration Readiness Assessments (MRAs) and their importance 3 - Preparing for a Migration and Understanding Related Workstreams Summarize the mobilize phase of the process Discuss the eight unique migration-related workstreams 4 - Discovering Landing Zones and Their Benefits Explain the function of a landing zone Discuss best practices for creating a custom landing zone Describe how you would use AWS Control Tower to create a landing zone 5 - Building a Landing Zone Summarize the process of building a landing zone Determine the best multi-account structure, governance policies, and connectivity plan for a landing zone 6 - Discovering the Portfolio and Understanding Migration Strategies Explain the activities of the detailed portfolio discovery workstream Describe how to assess an application?s migration readiness Summarize the seven migration strategies 7 - Understanding and Choosing Portfolio Discovery Tools Summarize the various discovery tools available Distinguish which tools are best to use based on scenario 8 - Planning and Designing a Migration Describe the planning and design process Summarize how to set up a migration factory Choose and finalize an application migration strategy 9 - Performing the Migration to AWS Explain the server migration process Discuss the various migration automation and governance tools available Evaluate server migration tools for compatibility with your environment 10 - Understanding Database and Data Migration Services Summarize the significance of database and data migration Discuss the various data migration tools available 11 - Understanding Additional Migration Support Options Discuss additional migration support options Summarize AWS Managed Services and AWS Marketplace Describe SAP on AWS and services offered for Windows 12 - Integrating, Validating, and Cutting Over Applications Discuss the process and benefits of integrating, validating, and cutting over applications 13 - Modernizing and Optimizing an Application Migration Identify post-migration opportunities for modernization and optimization Understand cost and security optimization processes Explore tools available to support these processes 14 - Understanding Operations Tools, Integration Testing, and Automation Summarize operations in the cloud Discuss four functions of operations and their domains Review operations automation and relevant support tools 15 - Migration Best Practices Course review and key takeaways Summarize and reinforce AWS best practices for migrating Additional course details: Nexus Humans Migrating to 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 Migrating to 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.

Why Learn Rhino 3d and V-ray for Rhino Basic to Intermediate Training Course? Course Link Learn Rhino 3D and V-Ray for Rhino Basic to Intermediate Training Course. Designed for beginners and experienced users, this course empowers you with essential modeling and rendering techniques. Choose between in-person or live online sessions. Duration: 16 hrs. Method: 1-on-1, Personalized attention. Schedule: Tailor your own schedule by pre-booking hours of your choice, available from Mon to Sat between 9 am and 7 pm. London Design Training Course Certified tutors for Rhino 3D and Vray Training - Online, On-Site, or In-Class one to one. Choose from a diverse range of Rhino courses conducted by expert trainers with extensive production experience. Rhino 3D and V-Ray Comprehensive Training Course Duration: 16 hours Course Overview: Learn Rhino 3D and V-Ray with our Basic to Intermediate Training Course. Perfect for beginners, this course equips you with the skills to navigate Rhino's interface, create captivating 3D models, apply textures, and utilize V-Ray for stunning renders. Course Outline: I. Introduction to Rhino 3D and V-Ray (1 hour) Get familiar with Rhino 3D and V-Ray interfaces and essential tools Master viewport navigation with expert controls Understand units and tolerance for precise designs Customize your workspace for seamless workflow II. Creating Basic 3D Objects (3 hours) Craft captivating 3D shapes and objects Edit objects and work with curves for refined designs Explore surfaces and solids for advanced modeling Utilize transformations and copying techniques for enhancements III. Materials and Textures (2 hours) Unleash the power of materials and textures on your designs Apply stunning materials to bring your creations to life Enhance your designs with custom materials for an aesthetic boost IV. Basic Lighting Techniques in V-Ray (2 hours) Discover the magic of lighting with V-Ray for impactful renders Utilize V-Ray lights and HDRI maps for striking lighting effects Adjust lighting settings for impeccable results V. Enhancing Renders with V-Ray Settings (3 hours) Optimize V-Ray render settings for the best output Adjust global illumination and reflection settings for desired looks Elevate renders with dynamic effects like depth of field and motion blur VI. Advanced Modeling Techniques (2 hours) Master advanced modeling tools for intricate shapes Refine curve and surface creation and editing skills Handle solids with Boolean operations and trimming techniques VII. Advanced Lighting Techniques in V-Ray (2 hours) Create and adjust artificial lights for perfect illumination Utilize V-Ray's Sun and Sky system for realism Craft custom HDR images for enhanced lighting VIII. Exporting and Importing (1 hour) Learn file formats for seamless sharing and collaboration Prepare models for 3D printing with best practices Integrate models from other software for a unified workflow IX. Conclusion and Next Steps (30 minutes) Recap course knowledge and highlights Access valuable tips and resources for continuous learning Engage in interactive Q&A for feedback and support Resources: Explore V-Ray with a free trial at: https://www.chaosgroup.com/vray/sketchup/free-trial Access material library at: https://www.vray-materials.de/ Discover textures at: https://textures.com/ Downloads: Download Rhino 7 for Windows for a full 90-day evaluation at: https://www.rhino3d.com Experience Rhino 7 for Mac Evaluation with a user-friendly interface and seamless performance for 90 days. Upon completing the Rhino 3D and V-Ray Basic to Intermediate Training Course, participants can expect to achieve the following learning outcomes: Proficiency in Rhino 3D and V-Ray: Develop a comprehensive understanding of Rhino 3D and V-Ray interfaces, tools, and functionalities, enabling participants to navigate and utilize the software effectively. 3D Modeling Skills: Master the art of creating captivating 3D objects and shapes using Rhino 3D, including editing, transforming, and refining designs for diverse applications. Material Application: Acquire the ability to apply and customize materials and textures to enhance the visual appeal and realism of 3D models, elevating the quality of designs. Lighting Techniques: Gain expertise in utilizing V-Ray lighting tools, such as V-Ray lights and HDRI maps, to achieve striking lighting effects in rendered scenes. Rendering Excellence: Learn to optimize V-Ray render settings, control global illumination, and apply dynamic effects like depth of field and motion blur for high-quality and impressive renders. Advanced Modeling: Develop skills in advanced modeling techniques, including handling curves, surfaces, and solids, enabling participants to tackle complex design challenges. Lighting Mastery: Acquire the knowledge and expertise to create and adjust artificial lights, utilize the Sun and Sky system, and craft custom HDR images for realistic lighting setups. Seamless File Management: Understand various file formats for exporting and importing 3D models, facilitating efficient collaboration and preparation for 3D printing. Creative Problem-Solving: Enhance creative thinking and problem-solving abilities through hands-on practice and exploration of diverse design scenarios. Professional Presentation: Learn post-production techniques in Photoshop to enhance renders and create visually appealing design presentations for effective communication. Continuous Learning: Access valuable resources and tips to encourage continuous learning and professional growth in Rhino 3D and V-Ray.

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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

Duration 3 Days 18 CPD hours This course is intended for This class is ideal for business users - the people who need to learn what's possible with Salesforce functionality across the suite of products, but aren't necessarily responsible for managing the application. If you're a customer service manager, business executive, business operations manager, sales operations manager, or any other operations, management, or process analysis 'super user,' this class is just what you need to better understand the business value of the Salesforce Platform. Overview Describe the primary business value of each major Salesforce Cloud. Manage users and data. Manage basic org configuration. Create email templates. Create reports and dashboards. Apply and champion Chatter. Understand the Salesforce implementation and maintenance lifecycle. Extend Salesforce functionality beyond basic configuration. Explore what?s possible with Salesforce. In this 3-day class, our Salesforce experts will walk you through the Salesforce Platform, its specific applications, and their business values and benefits. Familiarize yourself with Salesforce Cloud, and learn about platform features and processes to more effectively support day-to-day Salesforce operations within your organization. Through interactive lectures, discussions, and hands-on exercises, you?ll recognize the core elements of the implementation lifecycle, the key considerations to drive user adoption, and the important components of ongoing management of your Salesforce environment. Introduction Understand How Salesforce Works Explore Salesforce Applications Review Salesforce Organization Data Access and Security Control Org Access Manage Who Views and Modifies Objects Unlock Access to Records Share Access to Records Lock Down Individual Fields User Management and Troubleshooting Create New Users Troubleshoot Login, Record Access, and Field Visibility Issues Salesforce Customizations Think About Your Implementation Explore Custom Fields, Picklists, Page Layouts, and Record Types Create Email Templates Business Processes Automation Review Validation Rules Review Assignment and Escalation Rules Review Web-to-Lead and Entitlements Review Lightning Process Builder and Workflow Review Approval Processes and Visual Workflow Reports Explore the Reports Tab, Folders, and Formats Explore the Report Builder Summarize Your Data Dashboards and Data Insights Get More Insight from Your Data Visualize Your Data with Dashboards Create Your Analytics Strategy Everyday Salesforce Collaborate with Chatter, Groups, and Communities Share Feedback with Chatter Answers and Ideas Go Mobile with Salesforce1 Make Salesforce Part of Your Day Data Management Create a Data Migration Strategy Ensure Data Quality Extending Salesforce Drive a Salesforce Implementation Customize Salesforce Using Custom Objects, Apps, and the Salesforce AppExchange Build It Yourself Wrap-up and Certification Review the Certification Process and Resources

Duration 5 Days 30 CPD hours This course is intended for This intermediate and beyond level course is geared for experienced technical professionals in various roles, such as developers, data analysts, data engineers, software engineers, and machine learning engineers who want to leverage Scala and Spark to tackle complex data challenges and develop scalable, high-performance applications across diverse domains. Practical programming experience is required to participate in the hands-on labs. Overview Working in a hands-on learning environment led by our expert instructor you'll: Develop a basic understanding of Scala and Apache Spark fundamentals, enabling you to confidently create scalable and high-performance applications. Learn how to process large datasets efficiently, helping you handle complex data challenges and make data-driven decisions. Gain hands-on experience with real-time data streaming, allowing you to manage and analyze data as it flows into your applications. Acquire practical knowledge of machine learning algorithms using Spark MLlib, empowering you to create intelligent applications and uncover hidden insights. Master graph processing with GraphX, enabling you to analyze and visualize complex relationships in your data. Discover generative AI technologies using GPT with Spark and Scala, opening up new possibilities for automating content generation and enhancing data analysis. Embark on a journey to master the world of big data with our immersive course on Scala and Spark! Mastering Scala with Apache Spark for the Modern Data Enterprise is a five day hands on course designed to provide you with the essential skills and tools to tackle complex data projects using Scala programming language and Apache Spark, a high-performance data processing engine. Mastering these technologies will enable you to perform a wide range of tasks, from data wrangling and analytics to machine learning and artificial intelligence, across various industries and applications.Guided by our expert instructor, you?ll explore the fundamentals of Scala programming and Apache Spark while gaining valuable hands-on experience with Spark programming, RDDs, DataFrames, Spark SQL, and data sources. You?ll also explore Spark Streaming, performance optimization techniques, and the integration of popular external libraries, tools, and cloud platforms like AWS, Azure, and GCP. Machine learning enthusiasts will delve into Spark MLlib, covering basics of machine learning algorithms, data preparation, feature extraction, and various techniques such as regression, classification, clustering, and recommendation systems. Introduction to Scala Brief history and motivation Differences between Scala and Java Basic Scala syntax and constructs Scala's functional programming features Introduction to Apache Spark Overview and history Spark components and architecture Spark ecosystem Comparing Spark with other big data frameworks Basics of Spark Programming SparkContext and SparkSession Resilient Distributed Datasets (RDDs) Transformations and Actions Working with DataFrames Spark SQL and Data Sources Spark SQL library and its advantages Structured and semi-structured data sources Reading and writing data in various formats (CSV, JSON, Parquet, Avro, etc.) Data manipulation using SQL queries Basic RDD Operations Creating and manipulating RDDs Common transformations and actions on RDDs Working with key-value data Basic DataFrame and Dataset Operations Creating and manipulating DataFrames and Datasets Column operations and functions Filtering, sorting, and aggregating data Introduction to Spark Streaming Overview of Spark Streaming Discretized Stream (DStream) operations Windowed operations and stateful processing Performance Optimization Basics Best practices for efficient Spark code Broadcast variables and accumulators Monitoring Spark applications Integrating External Libraries and Tools, Spark Streaming Using popular external libraries, such as Hadoop and HBase Integrating with cloud platforms: AWS, Azure, GCP Connecting to data storage systems: HDFS, S3, Cassandra, etc. Introduction to Machine Learning Basics Overview of machine learning Supervised and unsupervised learning Common algorithms and use cases Introduction to Spark MLlib Overview of Spark MLlib MLlib's algorithms and utilities Data preparation and feature extraction Linear Regression and Classification Linear regression algorithm Logistic regression for classification Model evaluation and performance metrics Clustering Algorithms Overview of clustering algorithms K-means clustering Model evaluation and performance metrics Collaborative Filtering and Recommendation Systems Overview of recommendation systems Collaborative filtering techniques Implementing recommendations with Spark MLlib Introduction to Graph Processing Overview of graph processing Use cases and applications of graph processing Graph representations and operations Introduction to Spark GraphX Overview of GraphX Creating and transforming graphs Graph algorithms in GraphX Big Data Innovation! Using GPT and Generative AI Technologies with Spark and Scala Overview of generative AI technologies Integrating GPT with Spark and Scala Practical applications and use cases Bonus Topics / Time Permitting Introduction to Spark NLP Overview of Spark NLP Preprocessing text data Text classification and sentiment analysis Putting It All Together Work on a capstone project that integrates multiple aspects of the course, including data processing, machine learning, graph processing, and generative AI technologies.