Develop the commercial awareness, financial knowledge and strategic thinking capabilities, to influence the direction of the business Course overview Duration: 2 days (13 hours) This course is aimed at managers who want to develop their commercial awareness, financial knowledge and strategic thinking capabilities, so that they can influence the direction of their business and deliver to their full potential. Day one of the course provides the skills and insights to make sense of your company’s financial position and performance. Day two helps delegates to consider the strategic thinking tools required to plot the forward course needed to maximise the potential of the business. As well as looking at how to make effective business decisions, this course gives a good grounding in finance and profitability. As a two day programme, day one provides the skills and insights to make sense of the company’s financial position and performance. Day two then considers the strategic thinking tools needed to plot the forward course needed to maximise the potential of the business. Objectives By the end of the course you will be able to: An understanding of the balance sheet, profit and loss account, cash flow and statutory and management accounts Learnt to correctly employment key financial ratios to analyse your business A practical definition of strategy analysis tools to examine the current environment and capabilities Steps to devise a mission and vision statement Recognition of the skills and resources needed to achieve the vision Generation of appropriate strategic and tactical commercial objectives Content What is Strategy Defining Strategy Strategic thinking Strategic models Commercial thinking – what is money? Where are we now STEEPLE analysis SWOT Analysis P&E forces at work Political distortions in capitalist markets Where are we trying to get to Setting the mission and vision Creating a BHAG Strategies for deflation and inflation The role of banks Commercial and investment banking Fractional reserving Securitisation How to get there Skill gap analysis Business Process Re engineering The role of creativity How to get there Getting the team on board Individual and team motivation The power of the brand Overcoming challenges Debt and deleveraging Change management Creating value Discounted Cash Flows Building the business case Asset Valuation techniques Making it happen Turning Strategic Thinking into Strategic Plans Scenario planning for an uncertain future Creating commitments and lock in Discussion and review Time will be set aside during the course for review sessions with time for questions, answers and action learning.
Duration 1 Days 6 CPD hours This course is intended for This course is intended for the following participants: Individuals planning to deploy applications and create application environments on Google Cloud Developers, systems operations professionals, and solution architects getting started with Google Cloud. Executives and business decision makers evaluating the potential of Google Cloud to address their business needs. Overview This course teaches participants the following skills: Identify Google Cloud counterparts for AWS IaaS, AWS PaaS, AWS SQL, AWS Blob Storage, AWS Application Insights, and AWS Data Lake Configure accounts, billing, projects, networks, subnets, firewalls, VMs, disks, auto scaling, load balancing, storage, databases, IAM, and more Manage and monitor applications Explain feature and pricing model differences This course with labs introduces AWS professionals to the core capabilities of Google Cloud Platform (GCP) in the four technology pillars: networking, compute, storage, and database. It is designed for AWS Solution Architects and SysOps Administrators familiar with AWS features and setup and want to gain experience configuring GCP products immediately. With presentations, demos, and hands-on labs, participants will get details of similarities, differences, and initial how-tos quickly. Introducing Google Cloud Explain the advantages of Google Cloud. Define the components of Google's network infrastructure,including: Points of presence, data centers, regions, and zones. Understand the difference between Infrastructure-as-a-Service (IaaS) and Platform-as-a-Service (PaaS) Getting Started with Google Cloud Identify the purpose of projects on Google Cloud Platform. Understand how AWS?s resource hierarchy differs from Google Cloud?s. Understand the purpose of and use cases for Identity and Access Management. Understand how AWS IAM differs from Google Cloud IAM. List the methods of interacting with Google Cloud Platform. Launch a solution using Cloud Marketplace. Virtual Machines in the Cloud Identify the purpose and use cases for Google Compute Engine. Understand the basics of networking in Google Cloud Platform. Understand how Amazon VPC differs from Google VPC. Understand the similarities and differences between Amazon EC2 and Google Compute Engine. Understand how typical approaches to load-balancing in Google Cloud differ from those in AWS. Deploy applications using Google Compute Engine. Storage in the Cloud Understand the purpose of and use cases for: Cloud Storage,Cloud SQL, Cloud Bigtable and Cloud Datastore. Understand how Amazon S3 and Amazon Glacier compare to Cloud Storage. Compare Google Cloud?s managed database services with Amazon RDS and Amazon Aurora. Learn how to choose among the various storage options on Google Cloud Platform. Load data from Cloud Storage into BigQuery. Perform a query on the data in BigQuery. Containers in the Cloud Define the concept of a container and identify uses for containers. Identify the purpose of and use cases for Google Container Engine and Kubernetes. Understand how Amazon Elastic Container Service (ECS) and Amazon Elastic Kubernetes Service (EKS) differ from GKE. Provision a Kubernetes cluster using Kubernetes Engine. Deploy and manage Docker containers using kubectl Applications in the Cloud Understand the purpose of and use cases for Google App Engine. Contrast the App Engine Standard environment with the App Engine Flexible environment. Understand how App Engine differs from Amazon Elastic Beanstalk. Understand the purpose of and use cases for Google Cloud Endpoints. Developing, Deploying and Monitoring in the Cloud Understand options for software developers to host their source code. Understand the purpose of template-based creation and management of resources. Understand how Cloud Deployment Manager differs from AWS CloudFormation. Understand the purpose of integrated monitoring, alerting, and debugging. Understand how Google Monitoring differs from Amazon CloudWatch and AWS CloudTrail. Create a Deployment Manager deployment. Update a Deployment Manager deployment. View the load on a VM instance using Google Monitoring. Big Data and Machine Learning in the Cloud Understand the purpose of and use cases for the products and services in the Google Cloud big data and machine learning platforms. Understand how Google Cloud BigQuery differs from AWS Data Lake. Understand how Google Cloud Pub/Sub differs from AWS Event Hubs and Service Bus. Understand how Google Cloud?s machine-learning APIs differ from AWS's. Load data into BigQuery from Cloud Storage. Perform queries using BigQuery to gain insight into data. Summary and Review Review the products that make up Google Cloud and remember how to choose among them Understand next steps for training and certification Understand, at a high level, the process of migrating from AWS to Google Cloud. Additional course details: Nexus Humans Google Cloud Fundamentals for AWS Professionals 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 Google Cloud Fundamentals for AWS Professionals 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 security administrators Overview By the end of the course, you should be able to meet the following objectives: Define the concepts related to information security Explain the different types of firewalls and their use cases Describe the operation of intrusion detection and intrusion prevention systems Differentiate between Malware Prevention approaches Describe the VMware intrinsic security portfolio Use NSX segmentation to implement Zero-Trust Security Configure user and role management Configure and troubleshoot Distributed Firewall, Identity Firewall, and time-based policies Configure and troubleshoot Gateway Security Use VMware Aria Operations⢠for Logs and VMware Aria Operations⢠for Networks to operate NSX firewalls Explain the security best practices related to grouping, tagging, and rule configuration Describe north-south and east-west service insertion Describe endpoint protection Configure and troubleshoot IDS/IPS Deploy NSX Application Platform Configure and troubleshoot NSX Malware Prevention Describe the capabilities of NSX Intelligence and NSX NDR This five-day, hands-on training course provides you with the knowledge, skills, and tools to achieve competency in configuring, operating, and troubleshooting VMware NSX© for intrinsic security. This course introduces all the security features in NSX, including Distributed Firewall and Gateway Firewall, Intrusion Detection and Prevention (IDS/IPS), NSX Application Platform, NSX Malware Prevention, VMware NSX© Intelligence?, and VMware NSX© NDR?. In addition, this course presents common configuration issues and gives a methodology to resolve them. Course Introduction Introduction and course logistics Course objectives Security Basics Define the concepts related to information security Explain the different types of firewalls and their use cases Describe the operation of IDS/IPS Differentiate between Malware Prevention approaches VMware Intrinsic Security Define the VMware intrinsic security strategy Describe the VMware intrinsic security portfolio Explain how NSX aligns with the intrinsic security strategy Implementing Zero-Trust Security Define Zero-Trust Security Describe the five pillars of a Zero-Trust architecture Define NSX segmentation and its use cases Describe the steps needed to enforce Zero-Trust with NSX segmentation User and Role Management Integrate NSX and VMware Identity Manager? Integrate NSX and LDAP Describe the native users and roles in NSX Create and assign custom user roles Explain object-based RBAC in a multitenancy environment Distributed Firewall Configure Distributed Firewall rules and policies Describe the NSX Distributed Firewall architecture Troubleshoot common problems related to NSX Distributed Firewall Configure time-based policies Configure Identity Firewall rules Configure the distributed firewall to block malicious IPs Gateway Security Configure Gateway Firewall rules and policies Describe the architecture of the Gateway Firewall Identify and troubleshoot common Gateway Firewall issues Configure TLS Inspection to decrypt traffic for both internal and external services Configure URL filtering and identify common configuration issues Operating Internal Firewalls Use VMware Aria Operations for Logs and VMware Aria Operations for Networks to operate NSX firewalls Explain security best practices related to grouping, tagging, and rule configuration Network Introspection Explain network introspection Describe the architecture and workflows of north-south and east-west service insertion Troubleshoot north-south and east-west service insertion Endpoint Protection Explain endpoint protection Describe the architecture and workflows of endpoint protection Troubleshoot endpoint protection Intrusion Detection and Prevention Describe the MITRE ATT&CK framework Explain the different phases of a cyber attack Describe how NSX security solutions can be used to protect against cyber attacks Configure and troubleshoot Distributed IDS/IPS Configure and troubleshoot North-South IDS/IPS NSX Application Platform Describe NSX Application Platform and its use cases Identify the topologies supported for the deployment of NSX Application Platform Deploy NSX Application Platform Explain the NSX Application Platform architecture and services Validate the NSX Application Platform deployment and troubleshoot common issues NSX Malware Prevention Identify use cases for NSX Malware Prevention Identify the components in the NSX Malware Prevention architecture Describe the NSX Malware Prevention packet flows for known and unknown files Configure NSX Malware Prevention for east-west and north-south traffic NSX Intelligence and NSX NDR Describe NSX Intelligence and its use cases Explain NSX Intelligence visualization, recommendation, and network traffic analysis capabilities Describe NSX NDR and its use cases Explain the architecture of NSX NDR in NSX Describe the visualization capabilities of NSX NDR Additional course details:Notes Delivery by TDSynex, Exit Certified and New Horizons an VMware Authorised Training Centre (VATC) Nexus Humans VMware NSX for Intrinsic Security [V4.x] 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 NSX for Intrinsic Security [V4.x] 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.
Every Wednesday at 16:15 – 17:30 Step into the captivating realm of the RAD Grade 2 ballet program at M&L School of Performing Arts, where the essential elements of ballet and character dance unfold within a curriculum that treasures the harmony of emotion and technique. This singular grade is a meticulously designed chapter in the ballet journey, offering young dancers the opportunity to revel in the dynamic blend of grace and strength that ballet commands. Nestled within a musical panorama that crosses centuries of dance heritage, our Grade 2 classes beckon students to dive deeper into the artistry of ballet and character dance. This grade serves as a pivotal moment, building upon the joy of movement discovered in earlier levels and encouraging a richer, more nuanced expression of ballet’s technical facets. Here, students are guided to explore their dance potential more fully, expressing themselves with renewed confidence and precision. Grade 2 in the RAD curriculum marks a delightful expansion in the breadth of character dance, presenting students with the chance to explore beyond the foundational steps and into a world rich with cultural diversity and expressive storytelling. The focus on character dance at this level enriches students’ understanding and appreciation of dance’s global tapestry, fostering a versatile approach to ballet that values both tradition and innovation. Why Choose RAD Grade 2 Ballet Lessons for Your Child? Holistic Physical Development: Focused on enhancing flexibility, strength, and coordination, Grade 2 ballet fine-tunes the physical attributes essential for dance. Boost in Self-Expression and Confidence: This grade empowers children to express complex emotions and stories through dance, nurturing a profound sense of self-confidence. Sharpened Discipline and Focus: The precise learning structure of Grade 2 ballet hones discipline, cultivates meticulous attention to detail, and strengthens concentration. Enriched Musical Appreciation: Grade 2 introduces students to an expanded array of musical styles, deepening their rhythmical understanding and appreciation for dance music’s diverse expressions. Joy and Fulfillment in Movement: Emphasizing the pleasure found in each step, leap, and turn, our curriculum encourages students to experience the genuine joy of dance. Social and Teamwork Skills: Ballet classes at this level offer a nurturing environment for developing friendships, learning about teamwork, and enhancing social skills through cooperative performances. Cultural Engagement and Awareness: Exploring character dances introduces students to a broader spectrum of the world’s dance heritage, enriching their cultural perspective and appreciation. Enhanced Coordination and Posture: Ballet at Grade 2 continues to improve overall body coordination and promotes the maintenance of good posture, contributing to a healthy and balanced lifestyle. Development of Important Life Skills: The discipline and perseverance learned through ballet are invaluable, teaching children time management and resilience in the face of challenges. Foundation for Future Learning: Laying a solid foundation for further ballet studies, Grade 2 enriches cognitive abilities and prepares students for the next steps in their dance education. Why M&L School of Performing Arts Is Uniquely Suited for Grade 2 Ballet: Choosing M&L School of Performing Arts for Grade 2 ballet means entering a world where passion for dance and music transforms into a tangible journey of growth and discovery. Inspired by our own experiences and fueled by a deep commitment to dance education, we offer a space where young dancers flourish under the guidance of RAD-certified instructors. Here, your child will not only advance in ballet but will also develop a deep-seated love for the arts, nurtured within a community that values creativity, discipline, and artistic integrity. Enroll your child in the RAD Grade 2 ballet program at M&L School of Performing Arts, and witness their transformation into a more confident, expressive, and technically proficient dancer. Join our family, where every class is a step toward cultivating passionate, skilled artists ready to embrace the vast world of dance. Book first lesson here: https://mandlschoolofperformingarts.com/book-first-lesson/
Enhance your understanding of eye safety with our comprehensive course on Eye Protection in Everyday Life. Learn to identify hazards, prevent injuries, and effectively use protective equipment. From workplace protocols to agricultural settings, acquire the skills to safeguard your eyes and promote a culture of safety. Enroll now!
Understand how Docker works and learn its core features with this hands-on course. This is 90% practice without any useless demos! Learn how to create different containers such as Node.js, Python, WordPress, MongoDB, MySQL, Redis, Elasticsearch, and much more.
Duration 5 Days 30 CPD hours This course is intended for Cloud architects, systems engineers, data center administrators, and cloud administrators with experience in a service provider or managed services environment. Overview By the end of the course, you should be able to meet the following objectives: Describe how VMware Integrated OpenStack fits into the VMware SDDC and its use cases List the deployment options and how to install VMware Integrated OpenStack Describe the architecture of VMware Integrated OpenStack and its components Configure tenancy and manage user authentication Integrate the OpenStack Neutron Networking service with VMware NSX-T⢠Data Center networking platform Deploy and manage virtual machine instances Monitor VMware Integrated OpenStack with OpenStack monitoring services Design an auto-scale, multitier application using built-in automation tools Manage a VMware Integrated OpenStack control plane using Kubernetes Use the HTML5 Web UI and CLI commands to view and edit the configuration, monitor log files, and view database tables used by VMware Integrated OpenStack components This five-day course provides you with the skills to build a private cloud using VMware© Integrated OpenStack on a proven VMware SDDC. Through a combination of lecture and hands-on labs, this course builds your skills in installing, configuring, and managing VMware Integrated OpenStack. You learn how to offer IaaS and PaaS with advanced networking and security features to end users using VMware Integrated OpenStack. Course Introduction Introductions and course logistics Course objectives References and resources Introduction to VMware Integrated OpenStack Describe what an OpenStack is Describe the services that make up VMware Integrated OpenStack Describe what VMware Integrated OpenStack is Describe what is NFV and how does VIO fit in Understand the licensing model of VIO Understand the use cases of VMware Integrated OpenStack VMware Integrated OpenStack Deployment Understand the role of Kubernetes in the VIO control plane List the VMware Integrated OpenStack deployment models How to perform VIO high-availability deployment How to perform VIO compact installation Pre-requisites for installing VMware Integrated OpenStack How to use the HTML5 web UI / VIOCLI to check the deployment configurations and deployment running status Explain steps involved in patching VIO high availability setup VMware Integrated OpenStack Architecture List the VMs deployed after a VMware Integrated OpenStack high-availability installation Describe the overall architecture of the VIO HA setup List the VIO services running within Kubernetes pods Describe the role of each service Understand ssl certificates in VIO Keystone Authentication Understand keystone use cases and services List the features offered by keystone in VIO How to integrate keystone with LDAP List the configuration, view logs, and database tables related to keystone Glance Images Understand Glance use case and its services List the features offered by Glance in VIO Explain how to create flavors and images Describe how to set up metadata, for example SPBM storage policy List the custom resources/logs and database tables related to Glance Networking with Neutron Understand the Neutron use case and its services Integrate Neutron with NSX-T Data Center List the custom resources, logs, and database tables related to Neutron Managing Instances with Nova Understand Nova use cases and services Understand regions, availability zones, and host aggregates Understand the concept of tenant VDC Nova support for multiple vCenter instances How to deploy an instance using Nova How to resize an instance and view the console logs Configuration and logs related to Nova service Cinder Block Storage Understand Cinder use cases and services List the features offered by Cinder Adding a persistent volume to an instance Explain the Snapshot of a Cinder volume and attach it to another instance List the custom resources, log files, and database tables related to Cinder Monitoring with Ceilometer List the Telemetry use cases and services How to enable Ceilometer in VIO How to monitor the VIO environment using Ceilometer Configuration and log files related to Ceilometer service Automating with Heat Define Heat use cases templates and services Describe use cases of Heat Troubleshooting Concepts List common issues in VMware Integrated OpenStack Use troubleshooting tools Describe simple troubleshooting procedures List and explain Day-2 operations Advanced Features Describe Load Balancer as a Service (Octavia) Explain Firewall as a Service Describe Designate (DNS as a Service) Demonstrate automating scaling Describe selective vCPU pinning Explain SRIOV network redundancy support Describe network trunk services support Describe Live resize Describe hardware passthrough (GPU pass through) Describe external REST API Additional course details:Notes Delivery by TDSynex, Exit Certified and New Horizons an VMware Authorised Training Centre (VATC) Nexus Humans VMware Integrated Openstack: Install, Configure, Manage [V7] 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 Integrated Openstack: Install, Configure, Manage [V7] 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 in an intermediate and beyond-level course is geared for experienced Python developers looking to delve into the exciting field of Natural Language Processing. It is ideally suited for roles such as data analysts, data scientists, machine learning engineers, or anyone working with text data and seeking to extract valuable insights from it. If you're in a role where you're tasked with analyzing customer sentiment, building chatbots, or dealing with large volumes of text data, this course will provide you with practical, hands on skills that you can apply right away. Overview This course combines engaging instructor-led presentations and useful demonstrations with valuable hands-on labs and engaging group activities. Throughout the course you'll: Master the fundamentals of Natural Language Processing (NLP) and understand how it can help in making sense of text data for valuable insights. Develop the ability to transform raw text into a structured format that machines can understand and analyze. Discover how to collect data from the web and navigate through semi-structured data, opening up a wealth of data sources for your projects. Learn how to implement sentiment analysis and topic modeling to extract meaning from text data and identify trends. Gain proficiency in applying machine learning and deep learning techniques to text data for tasks such as classification and prediction. Learn to analyze text sentiment, train emotion detectors, and interpret the results, providing a way to gauge public opinion or understand customer feedback. The Hands-on Natural Language Processing (NLP) Boot Camp is an immersive, three-day course that serves as your guide to building machines that can read and interpret human language. NLP is a unique interdisciplinary field, blending computational linguistics with artificial intelligence to help machines understand, interpret, and generate human language. In an increasingly data-driven world, NLP skills provide a competitive edge, enabling the development of sophisticated projects such as voice assistants, text analyzers, chatbots, and so much more. Our comprehensive curriculum covers a broad spectrum of NLP topics. Beginning with an introduction to NLP and feature extraction, the course moves to the hands-on development of text classifiers, exploration of web scraping and APIs, before delving into topic modeling, vector representations, text manipulation, and sentiment analysis. Half of your time is dedicated to hands-on labs, where you'll experience the practical application of your knowledge, from creating pipelines and text classifiers to web scraping and analyzing sentiment. These labs serve as a microcosm of real-world scenarios, equipping you with the skills to efficiently process and analyze text data. Time permitting, you?ll also explore modern tools like Python libraries, the OpenAI GPT-3 API, and TensorFlow, using them in a series of engaging exercises. By the end of the course, you'll have a well-rounded understanding of NLP, and will leave equipped with the practical skills and insights that you can immediately put to use, helping your organization gain valuable insights from text data, streamline business processes, and improve user interactions with automated text-based systems. You?ll be able to process and analyze text data effectively, implement advanced text representations, apply machine learning algorithms for text data, and build simple chatbots. Launch into the Universe of Natural Language Processing The journey begins: Unravel the layers of NLP Navigating through the history of NLP Merging paths: Text Analytics and NLP Decoding language: Word Sense Disambiguation and Sentence Boundary Detection First steps towards an NLP Project Unleashing the Power of Feature Extraction Dive into the vast ocean of Data Types Purification process: Cleaning Text Data Excavating knowledge: Extracting features from Texts Drawing connections: Finding Text Similarity through Feature Extraction Engineer Your Text Classifier The new era of Machine Learning and Supervised Learning Architecting a Text Classifier Constructing efficient workflows: Building Pipelines for NLP Projects Ensuring continuity: Saving and Loading Models Master the Art of Web Scraping and API Usage Stepping into the digital world: Introduction to Web Scraping and APIs The great heist: Collecting Data by Scraping Web Pages Navigating through the maze of Semi-Structured Data Unearth Hidden Themes with Topic Modeling Embark on the path of Topic Discovery Decoding algorithms: Understanding Topic-Modeling Algorithms Dialing the right numbers: Key Input Parameters for LSA Topic Modeling Tackling complexity with Hierarchical Dirichlet Process (HDP) Delving Deep into Vector Representations The Geometry of Language: Introduction to Vectors in NLP Text Manipulation: Generation and Summarization Playing the creator: Generating Text with Markov Chains Distilling knowledge: Understanding Text Summarization and Key Input Parameters for TextRank Peering into the future: Recent Developments in Text Generation and Summarization Solving real-world problems: Addressing Challenges in Extractive Summarization Riding the Wave of Sentiment Analysis Unveiling emotions: Introduction to Sentiment Analysis Tools Demystifying the Textblob library Preparing the canvas: Understanding Data for Sentiment Analysis Training your own emotion detectors: Building Sentiment Models Optional: Capstone Project Apply the skills learned throughout the course. Define the problem and gather the data. Conduct exploratory data analysis for text data. Carry out preprocessing and feature extraction. Select and train a model. ? Evaluate the model and interpret the results. Bonus Chapter: Generative AI and NLP Introduction to Generative AI and its role in NLP. Overview of Generative Pretrained Transformer (GPT) models. Using GPT models for text generation and completion. Applying GPT models for improving autocomplete features. Use cases of GPT in question answering systems and chatbots. Bonus Chapter: Advanced Applications of NLP with GPT Fine-tuning GPT models for specific NLP tasks. Using GPT for sentiment analysis and text classification. Role of GPT in Named Entity Recognition (NER). Application of GPT in developing advanced chatbots. Ethics and limitations of GPT and generative AI technologies.
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