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1194 Courses in Cardiff delivered Live Online

55039 Windows PowerShell Scripting and Toolmaking

By Nexus Human

Duration 5 Days 30 CPD hours This course is intended for This course is intended for administrators in a Microsoft-centric environment who want to build reusable units of automation, automate business processes, and enable less-technical colleagues to accomplish administrative tasks. Overview Describe the correct patterns for building modularized tools in Windows PowerShell Build highly modularized functions that comply with native PowerShell patterns Build controller scripts that expose user interfaces and automate business processes Manage data in a variety of formats Write automated tests for tools Debug tools This course covers advanced Windows PowerShell topics, with an emphasis on building reusable tools. Students are introduced to workflow, engage in best practices, and learn a variety of script development and toolmaking techniques. Tool Design Tools do one thing Tools are flexible Tools look native Start with a Command Why start with a command? Discovery and experimentation Build a Basic Function and Module Start with a basic function Create a script module Check prerequisites Run the new command Adding CmdletBinding and Parameterizing About CmdletBinding and common parameters Accepting pipeline input Mandatory-ness Parameter validation Parmeter aliases Emitting Objects as Output Assembling information Constructing and emitting output Quick tests An Interlude: Changing Your Approach Examining a script Critiquing a script Revising the script Using Verbose, Warning, and Informational Output Knowing the six channels Adding verbose and warning output Doing more with verbose output Informational output Comment-Based Help Where to put your help Getting started Going further with comment-based help Broken help Handling Errors Understanding errors and exceptions Bad handling Two reasons for exception handling Handling exceptions in our tool Capturing the actual exception Handling exceptions for non-commands Going further with exception handling Deprecated exception handling Basic Debugging Two kinds of bugs The ultimate goal of debugging Developing assumptions Write-Debug Set-PSBreakpoint The PowerShell ISE Going Deeper with Parameters Parameter positions Validation Multiple parameter sets Value from remaining arguments Help messages Aliases More CmdletBinding Writing Full Help External help Using PlatyPs Supporting online help ?About? topics Making your help updatable Unit Testing Your Code Sketching out the test Making something to test Expanding the test Going further with Pester Extending Output Types Understanding types The Extensible Type System Extending an object Using Update-TypeData Analyzing Your Script Performing a basic analysis Analyzing the analysis Publishing Your Tools Begin with a manifest Publishing to PowerShell Gallery Publishing to private repositories Basic Controllers: Automation Scripts and Menus Building a menu Using UIChoice Writing a process controller Proxy Functions A proxy example Creating the proxy base Modifying the proxy Adding or removing parameters Working with XML Data Simple: CliXML Importing native XML ConvertTo-XML Creating native XML from scratch Working with JSON Data Converting to JSON Converting from JSON Working with SQL Server Data SQL Server terminology and facts Connecting to the server and database Writing a query Running a query Invoke-SqlCmd Thinking about tool design patterns Design tools that use SQL Server for data storage Final Exam Lab problem Break down the problem Do the design Test the commands Code the tool

55039 Windows PowerShell Scripting and Toolmaking
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Strategic Negotiation Skills

By Nexus Human

Duration 2 Days 12 CPD hours This course is intended for Professionals involved in internal and/or external negotiations will benefit from this course. Overview Develop the necessary skills to negotiate like a pro Prepare for a negotiation applying best practices Utilize industry-standard tools and techniques Create your Best Alternative to a Negotiated Agreement (BATNA) Build common ground and consensus in your negotiation strategies Negotiate with experts to develop your skills for success Students will learn the essential strategies and techniques needed to guide negotiations from opening discussions through to a positive result. Students will leave with practical solutions to negotiating effectively. Private classes on this topic are available. We can address your organization?s issues, time constraints, and save you money, too. Contact us to find out how. 1. Negotiation Introduced Identifying Integrative and Distributive Negotiation Types Understanding the Three Phases of Negotiation Strengthening Negotiation Skills 2. Preparing for Your Negotiation Establishing Personal Boundaries Deciding on Your WATNA and BATNA and Negotiating Based on Them Preparing and Sticking to Your Plan Negotiation Strategies 3. Negotiation Process for Success Setting the Time and Place Avoiding Negative Environments Establishing Common Ground and Building Momentum Creating a Negotiation Framework, Agreeing on Issues, and Maintaining a Positive Framework Working through the Five Steps of Negotiation 4. Best Practices Starting Off on the Right Foot What to Share and What to Keep to Yourself Knowing What to Expect Utilizing the Top Ten Negotiation Techniques Managing an Impasse 5. Negotiation Tools & Techniques Reviewing the Three Ways to See Your Options Creating a Mutual Gain Solution Agreeing on Wants - Working with What You Want and What They Want 6. Consensus & Agreement Building Consensus Consolidating and Finalizing an Agreement Controlling Your Emotions and Dealing with Personal Attacks Walking Away When Necessary

Strategic Negotiation Skills
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Jenkins Automation Essentials

By Nexus Human

Duration 2 Days 12 CPD hours This course is intended for DevOps Engineers Software Developers Telecommunications Professionals Architects Quality Assurance & Site Reliability Professionals Overview Automate basic freestyle projects Jenkins Pipelines and Groovy Programming Software lifecycle management with Jenkins Popular plugins Scaling options Integrating Jenkins with Git and GitHub (as well as other Software Control Management platforms) Triggering Jenkins with Webhooks Deploying into Docker and Kubernetes CI / CD with Jenkins This course covers the fundamentals necessary to deploy and utilize the Jenkins automation server. Jenkins enables users to immediately begin automating both their individual and collaborative workflows. Jenkins is a proven solution for a wide variety of tasks ranging from the helpful automation of scripts (such as Python and Ansible) to creating complex pipelines that govern the technical parts of not only Continuous Integration, but Continuous Delivery (CI/CD) as well. Jenkins is free, open source, and easily controlled with a simple web- based UI- it can be expanded by third party plugins and is deployable on nearly any on-site (Linux, Windows and Mac) or cloud platform. Overview of Jenkins Overview of Continuous Integration and Continuous Deployment (CI/CD) Understanding Git and GitHub Git Branching Methods for Installing Jenkins Jenkins Dashboard Jenkins Jobs Getting Started with Freestyle Jobs Triggering builds HTTP Web Hooks Augmenting Jenkins with Plugins Overview of Docker and Dockerfile for Building and Launching Images Pipeline Jobs for Continuous Integration and Continuous Deployment Pipeline Build Stage Pipeline Testing Stage Post Build actions SMTP and Other Notifications Programming Pipelines with Groovy More Groovy Programming Essentials Extracting Jenkins Data Analytics to Support Project Management Troubleshooting Failures Auditing stdout and stderr with Jenkins Jenkins REST API Controlling Jenkins API with Python Jenkins Security Scaling Jenkins Jenkins CLI Building a Kubernetes Cluster and Deploying Jenkins How to start successfully using Jenkins to automate aspects of your job the moment this course ends.

Jenkins Automation Essentials
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Palo Alto Networks: Cortex XDR 3.2: Investigation and Response(EDU-262)

By Nexus Human

Duration 2 Days 12 CPD hours This course is intended for Cybersecurity analysts and engineers Security operations specialists Overview Successful completion of this instructor-led course with hands-on lab activities should enable participants to: Investigate and manage incidents Describe the Cortex XDR causality and analytics concepts Analyze alerts using the Causality and Timeline Views Work with Cortex XDR Pro actions such as remote script execution Create and manage on-demand and scheduled search queries in the Query Center Create and manage the Cortex XDR rules BIOC and IOC Working with Cortex XDR assets and inventories Write XQL queries to search datasets and visualize the result sets Work with Cortex XDR's external-data collection This instructor-led course teaches you how to use the Incidents pages of the Cortex XDR management console to investigate attacks. It explains causality chains, detectors in the Analytics Engine, alerts versus logs, log stitching, and the concepts of causality and analytics. You will learn how to analyze alerts using the Causality and Timeline Views and how to use advanced response actions, such as remediation suggestions, the EDL service, and remote script execution. Multiple modules focus on how to leverage the collected data. You will create simple search queries in one module and XDR rules in another. The course demonstrate how to use specialized investigation views to visualize artifact-related data, such as IP and Hash Views. Additionally, it provides an introduction to XDR Query Language (XQL). The course concludes with Cortex XDR external-data collection capabilities, including the use of Cortex XDR API to receive external alerts. This class is powered by Cloud Harmonics. Course Outline Module 1 - Cortex XDR Incidents Module 2 - Causality and Analytics Concepts Module 3 - Causality Analysis of Alerts Module 4 - Advanced Response Actions Module 5 - Building Search Queries Module 6 - Building XDR Rules Module 7 - Cortex XDR Assets Module 8 - Introduction to XQL Module 9 - External Data Collection

Palo Alto Networks: Cortex XDR 3.2: Investigation and Response(EDU-262)
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Ten Soft Skills You Need

By Nexus Human

Duration 1 Days 6 CPD hours This course is intended for This course is intended for those who want to understand and use soft skills to communicate, problem solve, and resolve conflict. Overview Upon successful completion of this course, participants will use soft skills to more effectively interact with people and improve communication skills. In this course, participants will develop a core set of ten soft skills. Getting Started Workshop Objectives Action Plan What are Soft Skills? Definition of Soft Skills Empathy and the Emotional Intelligence Quotient Professionalism Learned vs. Inborn Traits Practical Illustration Communication Ways We Communicate Improving Nonverbal Communication Listening Openness and Honesty Practical Illustration Team Work Identifying Capabilities Get Into Your Role Learn the Whole Process The Power of Flow Practical Illustration Problem Solving Define the Problem Generate Alternative Solutions Evaluate the Plans Implementation and Re-Evaluation Practical Illustration Time Management The Art of Scheduling Prioritizing Managing Distractions The Multitasking Myth Practical Illustration Attitude and Work Ethic What Are You Working For? Caring for Others vs Caring for Self Building Trust Work Is Its Own Reward Practical Illustration Adaptibility/Flexibility Getting Over the Good Old Days Syndrome Changing to Manage Process Changing to Manage People Showing You?re Worth Your Weight in Adaptability Practical Illustration Self Confidence (Owning It) Confident Traits Self-Questionnaire Sure-fire Self-Confidence Building Tactics Build Up Others Practical Illustration Ability to Learn Wow, You Mean I?m Not Perfect? Listen with an Open Mind Analyze and Learn Clear the Air and Don?t Hold Any Grudges Practical Illustration Networking Redefine Need Identifying Others? Interests Reach Out When to Back Off Practical Illustration Wrapping Up Words From the Wise

Ten Soft Skills You Need
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ESOL - Academic English (modular) - Online Tuition

5.0(8)

By GLA Tutors Home or Online

This course is designed to help adult learners develop the necessary language skills for academic success in an English-speaking environment. Through a combination of reading, writing, listening, and speaking exercises, participants will enhance their abilities to comprehend and produce academic texts, engage in critical thinking, and effectively communicate their ideas in written and spoken English.  Course Duration: 12 weeks (24 sessions) Course Objectives: By the end of this course, participants will: 1. Improve their academic vocabulary and understanding of complex grammatical structures. 2. Enhance their reading comprehension skills for academic texts. 3. Develop effective note-taking strategies for lectures and presentations. 4. Enhance their academic writing skills, including essay structure and research techniques. 5. Improve their ability to deliver academic presentations and participate in discussions. 6. Gain familiarity with academic conventions and citation styles. Course Outline: Week 1: Introduction to Academic English - Assessing participants' language proficiency and academic goals - Overview of the course syllabus and expectations - Introduction to academic vocabulary and common idiomatic expressions Week 2: Reading Comprehension - Scanning and skimming techniques for efficient reading - Strategies for understanding main ideas and supporting details - Vocabulary building through reading academic texts Week 3: Note-taking Skills - Effective note-taking during lectures and presentations - Organizing and summarising information - Practice exercises and listening activities Week 4: Academic Writing: Paragraph Structure - Understanding the components of a well-structured paragraph - Developing topic sentences and supporting ideas - Practice exercises on paragraph development Week 5: Academic Writing: Essay Structure - Introduction to essay structure: introduction, body, and conclusion - Crafting clear and concise thesis statements - Developing coherent and well-supported arguments Week 6: Research Skills and Citations - Introduction to academic research techniques - Evaluating sources for credibility and relevance - Understanding and applying citation styles (e.g., APA, MLA) Week 7: Grammar for Academic Writing - Review of essential grammar structures for academic writing - Practice exercises on sentence structure and complex grammar - Common grammatical errors to avoid in academic writing Week 8: Academic Writing: Research Papers - Understanding the research paper format and structure - Conducting literature reviews and integrating sources - Drafting and revising research papers Week 9: Academic Speaking: Presentations - Preparing and delivering effective academic presentations - Using visual aids and engaging the audience - Practicing presentation skills through individual and group activities Week 10: Academic Speaking: Discussions and Debates - Participating in academic discussions and debates - Expressing opinions and supporting arguments effectively - Listening and responding critically to others' viewpoints Week 11: Academic Writing: Critical Analysis - Analyzing and critiquing academic texts - Developing critical thinking and evaluation skills - Writing critical analysis essays Week 12: Review and Final Projects - Reviewing course content and addressing individual needs - Finalizing and presenting individual projects - Course evaluation and feedback session Note: This syllabus is a guideline and can be customised based on the specific needs and preferences of the participants. You can opt in and out of different modules. 

ESOL - Academic English (modular) - Online Tuition
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DP-060T00 Migrate NoSQL workloads to Azure Cosmos DB

By Nexus Human

Duration 1 Days 6 CPD hours This course is intended for The primary audience for this course is database developers who plan to migrate their MongoDB or Cassandra DB workloads to Azure using Cosmos DB. Overview Building Globally Distributed Applications with Cosmos DB Migrate MongoDB Workloads to Cosmos DB Migrate Cassandra DB Workloads to Cosmos DB This course will teach the students what is Cosmos DB and how you can migrate MongoDB and Cassandra workloads to Cosmos DB. Building Globally Distributed Applications with Cosmos DB Cosmos DB overview Cosmos DB APIs Provisioning Throughput Partitioning/Sharding Best Practices Migrate MongoDB Workloads to Cosmos DB Understand Migration Benefits Migration Planning Data Migration Application Migration Post-migration considerations Migrate Cassandra DB Workloads to Cosmos DB Understand Migration Benefits Migration Planning Data Migration Application Migration Post-migration considerations Additional course details: Nexus Humans DP-060T00 Migrate NoSQL workloads to Azure Cosmos DB 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 DP-060T00 Migrate NoSQL workloads to Azure Cosmos DB 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.

DP-060T00 Migrate NoSQL workloads to Azure Cosmos DB
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Cisco Operating Cisco IP Fabric for Media Solution v2.0 (IPFMSN)

By Nexus Human

Duration 3 Days 18 CPD hours This course is intended for This course is designed for broadcast engineers. It might also be of interest to technical solution architects, network engineers, and network administrators. Overview After taking this course, you should be able to: Describe the overall solution and how it works, and identify all components of the solution and their functions Understand initial sizing and capacity Understand the basic requirements for IPFM Understand how Non-Blocking Multicast (NBM) and multicast function in the IPFM Understand and verify Precision Time Protocol (PTP) clocking Describe the DCNM Media Controller Demonstrate the DCNM Media Controller configuration and verification Explain how to deploy an IPFM solution in a high-availability manner Use the DCNM Media Controller to monitor fabric and to troubleshoot basic connectivity and performance issues Understand the approach and basic steps involved in responding to alarms and other notifications The Operating Cisco IP Fabric for Media Solution(IPFMSN) v2.0 course introduces you to the Cisco© IP Fabric for Media (IPFM) solution. The course is designed for broadcast engineers who will use IP technologies to replace Serial Digital Interface (SDI)-based deployments. You will learn about Cisco IPFM deployment, operation, and troubleshooting.The course also covers the Data Center Network Manager (DCNM) Media Controller, a core component of the Cisco IPFM solution. Through lab exercises that focus on building IP fabric as a baseline for a complete IPFM solution, you will learn how to deploy and troubleshoot the DCNM Media Controller to control flows through the fabric. Course Outline Introducing Cisco IP Fabric for Media Media over IP Standardization Designing Cisco IPFM Solution Building Cisco IP Fabric for Media Exploring Non-Blocking Multicast in Cisco IPFM Describing Cisco DCNM Introducing Cisco DCNM PowerOn Auto Provisioning (POAP) Process Implementing Cisco DCNM Flow and Host Policies Precision Time Protocol Cisco IPFM Operations, Administration, and Management Cisco IPFM High Availability Monitoring and Troubleshooting Cisco IPFM Operation

Cisco Operating Cisco IP Fabric for Media Solution v2.0 (IPFMSN)
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Fast Track to Scala Programming Essentials for OO / Java Developers (TTSCL2104)

By Nexus Human

Duration 4 Days 24 CPD hours This course is intended for This course is geared for experienced skilled Java developers, software developers, data scientists, machine learning experts or others who wish to transtion their coding skills to Scala, learning how to code in Scala and apply it in a practical way. This is not a basic class. Overview Working in a hands-on learning environment led by our expert instructor you'll: Get comfortable with Scala's core principles and unique features, helping you navigate the language confidently and boosting your programming skills. Discover the power of functional programming and learn techniques that will make your code more efficient, maintainable, and enjoyable to write. Become proficient in creating dynamic web applications using the Play Framework, and easily connect to databases with the user-friendly Slick library. Master concurrency programming with Akka, empowering you to build scalable and fault-tolerant applications that excel in performance. Enhance your testing skills using ScalaTest and ScalaCheck, ensuring the reliability and quality of your Scala applications, while having fun in the process. Explore the fascinating world of generative AI and GPT technologies, and learn how to integrate them into your projects, adding a touch of innovation and intelligence to your Scala solutions. If your team requires different topics, additional skills or a custom approach, our team will collaborate with you to adjust the course to focus on your specific learning objectives and goals. Discover the power of Scala programming in our comprehensive, hands-on technical training course designed specifically for experienced object-oriented (OO) developers. Scala is a versatile programming language that combines the best of both OO and functional programming paradigms, making it ideal for a wide range of projects, from web applications to big data processing and machine learning. By mastering Scala, you'll be able to develop more efficient, scalable, and maintainable applications. Fast Track to Scala Programming for OO / Java Developers is a four day hands-on course covers the core principles of Scala, functional programming, web application development, database connectivity, concurrency programming, testing, and interoperability between Scala and Java. Additionally, you'll explore cutting-edge generative AI and GPT technologies, learning how to integrate them into your Scala applications for intelligent suggestions or automation. Throughout the course you?ll explore the latest tools and best practices in the Scala ecosystem, gaining valuable knowledge and experience that can be directly applied to your day-to-day work. With 50% of the course content dedicated to hands-on labs, you'll gain practical experience applying the concepts you've learned across various projects, such as building functional web applications, connecting to databases, designing modular components, and implementing concurrency. Upon completing the course, you'll have a solid understanding of the language and its features, empowering you to confidently apply your new skills in data science and machine learning projects. You'll exit well-prepared to create efficient, scalable, and maintainable Scala applications, regardless of the complexity of your projects. Introduction to Scala Scala features and benefits Comparing Scala with Java and other OO languages Installing Scala and setting up the development environment Object-Oriented Programming in Scala Classes and objects Traits, mixins, and inheritance Companion objects and factories Encapsulation and polymorphism Functional Programming Basics Pure functions and referential transparency Higher-order functions and currying Immutability and persistent data structures Pattern matching and recursion Having Fun with Functional Data Structures Lists, sets, and maps in Scala Folding and reducing operations Stream processing and lazy evaluation For-comprehensions Building Web Applications in Functional Style Introduction to Play Framework Functional web routing and request handling JSON handling with Play-JSON Middleware and functional composition Connecting to a Database Introduction to Slick library Database configuration and setup Querying and updating with Slick Transactions and error handling Building Scalable and Extensible Components Modular architecture and design patterns Dependency injection with MacWire Type classes and type-level programming Implicit parameters and conversions Concurrency Programming & Akka Introduction to Akka framework and Actor model Actor systems and message passing Futures and Promises Supervision and fault tolerance Building Confidence with Testing Introduction to ScalaTest and ScalaCheck Unit testing and property-based testing Test-driven development in Scala Mocking and integration testing Interoperability between Scala and Java Calling Java code from Scala Using Java libraries in Scala projects Converting Java collections to Scala collections Writing Scala code that can be called from Java Using Generative AI and GPT Technologies in Scala Programming Overview of GPT and generative AI Integrating GPT with Scala applications Use cases and practical examples Additional course details: Nexus Humans Fast Track to Scala Programming Essentials for OO / Java Developers (TTSCL2104) 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 Fast Track to Scala Programming Essentials for OO / Java Developers (TTSCL2104) 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.

Fast Track to Scala Programming Essentials for OO / Java Developers  (TTSCL2104)
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NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030)

By Nexus Human

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.

NLP Boot Camp / Hands-On Natural Language Processing  (TTAI3030)
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