Duration 2 Days 12 CPD hours This course is intended for This course is designed for students with previous Citrix ADC experience, and best suited for individuals who will be deploying Citrix Application Delivery Management to administer a Citrix Networking environment or optimize Citrix ADC-managed application delivery traffic. Overview Manage multiple Citrix ADC platforms centrallyOrchestrate configuration changesReport on transactions passing through the Citrix ADC environmentVisualize infrastructure and plan expansion Master the deployment and usage of Citrix Application Delivery Management with this two-day management and optimization course. Students will gain the skills needed to automate and manage network services for scale out of application architectures, and to optimize Citrix ADC-managed application delivery traffic. The curriculum focuses on centrally managing multiple Citrix ADC platforms, orchestrating configuration changes, reporting on transactions, visualizing infrastructure and planning infrastructure expansion. Students will also learn how to implement Citrix ADC features, including caching, frontend optimization, Citrix ADC web logging and TCP/HTTP optimization, to optimize traffic managed by your Citrix networking environment. Citrix Application Delivery Management Introduction An introduction to Application Delivery Management Application Delivery Management Deployment and Configuration Deploying Application Delivery Management in High Availability Application Delivery Management Instance Management Managing and Monitoring Application Delivery Management An introduction to Application Delivery Management Application Delivery Management Deployment and Configuration Deploying Application Delivery Management in High Availability Application Delivery Management Instance Management Managing Citrix ADC Configuration Application Management StyleBooks Configuration Management Citrix ADC Web Logging Understanding Web Traffic Installing and configuring Citrix ADC Web Logging Troubleshooting Citrix ADC Web Logging Citrix ADC Integrated Caching Introduction to Integrated Caching Static and Dynamic Content Request and Response Process Flow Understanding Cache Policies Identifying Content Group Settings Front-End Optimization Improving Content Delivery Front-End Optimization Use Cases Understanding Minification CSS Optimizations Tuning and Optimizations Connections on the Citrix ADC Connection Profiles Queuing on the Citrix ADC Connection Tuning Practices
Duration 5 Days 30 CPD hours This course is intended for Built for IT Professionals working with Citrix ADC, with little to no previous ADC experience. Potential students include administrators, engineers, and architects interested in learning how to implement and manage Citrix ADC features using leading practices. Overview Understand the functionalities and capabilities of Citrix ADC How to obtain, install, and manage Citrix ADC licenses Comprehend basic ADC network architecture Understand how SSL is used to secure Citrix ADC Optimize the ADC system for traffic handling and management Build your Citrix ADC knowledge and skills by enrolling in this five-day course. It covers Citrix ADC essentials-- platforms, architecture, licensing and functionality and also focuses on traffic management, including content switching, traffic optimization and global server load balancing (GSLB). You will learn about key ADC capabilities such as high availability, security and performance, and explore SSL offload, load balancing and monitoring. The traffic management curriculum will cover the AppExpert policy engine, the Rewrite and Responder features, and Content Switching. Module 1: Getting Started Introduction to Citrix ADC Feature and Platform Overview Deployment Options Architectural Overview Setup and Management Module 2: Basic Networking Networking Topology Citrix ADC Components Routing Access Control Lists Module 3: ADC Platforms Citrix ADC MPX Citrix ADC VPX Citrix ADC CPX Citrix ADC SDX Citrix ADC BLX Module 4: High Availability Citrix ADC High Availability High Availability Configuration Managing High Availability In Service Software Upgrade Troubleshooting High Availability Module 5: Load balancing Load Balancing Overview Load Balancing Methods and Monitors Load Balancing Traffic Types Load Balancing Protection Priority Load Balancing Load Balancing Troubleshooting Module 6: SSL Offloading SSL Overview SSL Configuration SSL Offload Troubleshooting SSL Offload SSL Vulnerabilities and Protections Module 7: Security Authentication, Authorization, and Auditing Configuring External Authentication Admin Partitions Module 8: Security Citrix ADC Logging Monitoring with SNMP Reporting and Diagnostics AppFlow Functions Citrix Application Delivery Management Troubleshooting Module 9: Advanced Policies Default Policy Overview Default Expression Syntax Policy Bindings AppExpert Additional Features Module 10: Rewrite Responder URL Transformation Rewrite Policies Responder Policies DNS Rewrite and Responder URL Transformation Module 11: Content Switching Content Switching Overview Content Switching Configuration Module 12: Optimization Citrix ADC Optimization Overview HTTP Compression Integrated Caching Front-End Optimization Module 13: Global Server Load Balancing GSLB Overview GSLB Architecture Content-Switching GSLB GSLB MEP and Monitoring Customizing GSLB
Duration 2 Days 12 CPD hours This course is intended for Built for IT Professionals working with Citrix ADC, with little or no previous ADC experience. Potential students include administrators, engineers, and architects interested in learning how to deploy or manage Citrix ADC traffic management. Overview Optimize the Citrix ADC system for traffic handling and management Customize the ADC system for traffic flow and content-specific requirements Employ recommended tools and techniques to troubleshoot common Citrix ADC network and connectivity issues Configure advanced load balancing and GSLB on the Citrix ADC system Learn the skills required to configure and manage Citrix ADC Traffic Management features, including Content Switching, Traffic Optimization, and Global Server Load Balancing. At the end of the course, students will be able to configure their ADC environments to address efficient traffic switching and resilience requirements including Content Switching, Traffic Optimization, and Disaster Recovery. Advanced Policies Default Policy Overview Default Expression Syntax Policy Bindings App Expert Additional Features Rewrite Responder URL Transformation Rewrite Policies Responder Policies DNS Rewrite and Responder URL Transformation Content Switching Content Switching Overview Content Switching Configuration Optimization Citrix ADC Optimization Overview HTTP Compression Integrated Caching Front-End Optimization Global Server Load Balancing GSLB Overview GSLB Architecture Content-Switching GSLB GSLB MEP and Monitoring Customizing GSLB Additional course details: Nexus Humans CNS-224: Implement Citrix ADC 13.x with Traffic Management 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 CNS-224: Implement Citrix ADC 13.x with Traffic Management 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.
NPORS Cat And Genny Training or Cable Avoidance Training Prioritising the safety of underground utilities in construction and excavation projects is essential, necessitating comprehensive Cat and Genny training. In these sessions, workers receive education on operating Cable Avoidance Tools (CAT) and Signal Generators (Genny), Cat and Genny. The Cat and Genny use electromagnetic signals to detect buried cables and pipes before digging commences. Through comprehensive Cat and Genny training, workers become proficient in using CAT and Genny equipment, enabling them to accurately map out the locations of underground infrastructure. This proactive approach not only enhances on-site safety but also contributes to efficient project management by minimising the risk of accidental damage and costly delays. The aim of the NPORS Cat & Genny Training is to Provide training in Cable Avoidance and Service Location (Cat and Genny).The Cat and Genny Course is designed for any person working on the roads, setting out before a build, surveying and any others who may be excavating an area where pipes or cables may be buried underground. Price Match Promise Book with Confidence at Vally Plant Training At Vally Plant Training, we guarantee unbeatable value with our Price Match Promise. When you choose us for your Cat and Genny Course, you can book with confidence, knowing that we will not be beaten on price. If you find a lower price for the same NPORS Cat And Genny Course, we’ll match it—ensuring you receive top-quality training at the best possible rate. Your skills, our commitment—always at the best price. CAT & GENNY Training is designed for construction professionals and workers involved in excavation who need to operate Cable Avoidance Tools and Signal Generators. This training is ideal for individuals who have prior experience in excavation but require formal instruction on the safe and effective use of these specific tools to prevent accidental damage to underground services. Participants should have a basic understanding of excavation work, and if unsure of their eligibility for this advanced training, are encouraged to contact our training coordinators for more information. The CAT & GENNY training program is divided into two main sections: a theoretical module and a practical application module. The theory part covers the principles of operation, safety procedures, and risk assessment associated with underground utility detection. The practical module provides hands-on experience with both the Cable Avoidance Tool and Signal Generator, emphasising field techniques and problem-solving. Upon completion of the Cat And Genny course, participants will receive comprehensive revision materials to reinforce key concepts covered during the training. Introduction to CAT and Genny Training CAT and Genny , also referred to as CAT & Genny or CAT and Genny Training, are essential tools used in the construction and utility sectors to help locate and avoid underground cables and pipes during excavation works. CAT, which stands for Cable Avoidance Tool, is designed to detect signals naturally emitted by metallic services like electrical cables. Meanwhile, the Genny, short for Signal Generator, is used alongside the CAT to apply a signal to underground utilities that do not naturally emit detectable signals, such as telecoms or fibre . Understanding how to operate these tools is crucial for anyone involved in excavation. Proper use of CAT and Genny can prevent costly and dangerous errors, such as accidentally cutting through power lines or water pipes. The training not only focuses on how to use these devices effectively but also covers the best practices for scanning different types of terrain and interpreting the signals received. This ensures that workers can conduct their tasks safely and efficiently, minimising the risk of disruption and damage to underground services. What Is CAT and Genny Training? CAT and Genny Training provides comprehensive instruction on using Cable Avoidance Tools (CAT) and Signal Generators (Genny) to locate underground utilities safely. This training is critical to reduce the risk of accidentally striking underground assets during excavation, which can lead to severe safety hazards and financial losses. What Does Our CAT and Genny Training Course Cover? Our CAT and Genny Training Course covers: Basics of operating CAT and Genny equipment: Understanding the device controls, functions, and proper handling. Detection techniques: Learning how to detect different types of services, including electric, gas, and water. Practical applications: Hands-on training with both simulated and live environments to practice safe scanning and detection. Safety protocols: Emphasising safety procedures to prevent injuries and accidents. Legal compliance: Overview of health and safety regulations related to excavation work. Who Needs CAT and Genny Training? CAT and Genny Training is essential for anyone involved in excavation and groundworks. This includes utility workers, construction workers, civil engineers, site managers, and anyone else who may need to locate underground utilities as part of their job. The Cat And Genny Course is crucial for preventing damage to underground infrastructure like gas, water, telecoms and electrical lines, which can result in costly repairs and dangerous accidents. Do You Need to Be Trained to Use a CAT Scanner? Yes, training is highly recommended to use a CAT scanner effectively and safely. While not legally mandatory, proper training ensures that operators can accurately interpret the scanner’s signals and avoid potential hazards when working near underground utilities. Specialised Genny Tool Training Course Overview: The Genny Course is designed specifically to train users on the effective operation of the Genny tool, a crucial component of the CAT and Genny system used for detecting underground utilities. Key Learning Outcomes: → Understanding Genny Signals: Participants will learn how different signals can be applied and traced using the Genny, improving their ability to detect non-metallic utilities such as plastic water pipes. → Optimising Signal Strength: Training includes adjusting the Genny’s signal strength to suit various soil conditions and utility types, ensuring clearer and more accurate detections. Practical Applications: → Hands-on Practice: Extensive field practice sessions are included to give participants real-world experience in using the Genny effectively. →Troubleshooting Common Issues: Learners will be taught how to troubleshoot common operational issues to minimise downtime and enhance field productivity. Advanced Techniques: → Using Genny with CAT4: Instructions on how to integrate Genny use with the CAT4 detector for enhanced detection capabilities. → Interpreting and Mapping: Skills in interpreting the Genny’s output and using integrated mapping tools for accurate utility mapping. Safety Protocols: → Safe Operation Practices: Emphasis on safety measures to prevent accidents during the use of high-frequency signals. → Maintenance and Daily Checks: Training on regular maintenance routines and daily checks to keep the Genny in optimal working condition. Certification: → Qualification and Certification: Upon completion of the course, participants receive a certification that validates their proficiency in using the Genny tool according to industry standards. Scanning Techniques with CAT and Genny General Scanning Techniques: → Sweeping Motion: Always use a slow, steady sweeping motion with the CAT device. Begin scanning at least a few meters away from the expected area of the utilities to avoid missing any signals. → Directional Scans: Perform scans in multiple directions — both parallel and perpendicular to the expected direction of the utility lines to ensure thorough coverage. → Depth Perception: Adjust the depth settings based on preliminary scans to get an accurate depth estimate of buried utilities. Specific Use of Genny: → Direct Connection: When available, use the direct connection method with the Genny to induce a precise signal into a specific utility line. This is particularly useful in crowded areas with multiple utility lines. → Induction Mode: Use the Genny’s induction mode when direct connections are not possible. Ensure the Genny is placed on the ground vertically for optimal signal transmission. How to Use the CAT and Genny to Find Hidden Wires and Pipes Getting Ready: Check the Tools: Make sure the CAT and Genny are ready to use and have full batteries. Set Up the Genny: Pick the right sound for the Genny to use so it can find wires or pipes under the ground. If you can, connect the Genny to the pipe or wire with a special wire. Using the Genny: Stand it on the Ground: Put the Genny on the ground where you think there might be something hidden. Turn it on to send a beep into the ground. Connect it for Better Finding: Sometimes, you connect the Genny to something like a pipe for a clearer beep. Using the CAT: Start with Power Mode: Turn on the CAT and use the power mode to find beeps from wires that are on. Try Radio Mode: Next, switch to radio mode to hear beeps from metal things like pipes. Finally, Use Genny Signal Mode: Use this mode to hear the special beeps from your Genny to find hidden stuff like plastic pipes. How to Look Properly: Move Slowly: Walk slowly with the CAT over the area. If you move too fast, you might miss some beeps. Check in a Cross Pattern: First walk in one direction and then the other direction to make sure you cover all the area. Understanding What You Hear: Listen to the Beeps: A loud beep means you are close to a wire or pipe. If the beep sounds the same as you move, it probably means you found a wire or pipe. Staying Safe: Look Before You Dig: Always check by looking in the hole to make sure what the CAT and Genny found before you start digging. Keep the Tools Working Well: Make sure your tools are working right by checking them often. 500 mm from utilities; Always use insulated digging tools when close to underground utilities Frequently Asked Questions On Cat & Genny Training What is CAT and Genny training? CAT and Genny training provides instruction on how to use Cable Avoidance Tools (CAT) and Signal Generators (Genny) effectively to detect underground utilities and avoid accidental strikes during excavation. The training covers operational techniques, safety procedures, and the correct interpretation of the equipment’s signals. Why is CAT and Genny training important for construction workers? This Cat And Genny Course is crucial for safety and efficiency on construction sites. It helps workers avoid costly damages to underground utilities such as water pipes, electricity cables, and communication lines, which can lead to severe consequences including service outages, legal liabilities, and endangerment of worker and public safety. 3. How Long Is the Certification Valid? The certification received after completing CAT and Genny Training is generally valid for three to five years. After this period, a refresher course is recommended to keep up with new technologies and changing safety regulations. 4. Is CAT and Genny training required by law in the UK? While not specifically mandated by law, CAT and Genny training is strongly recommended under the UK Health and Safety Executive guidelines (HSE) to meet the legal duties under the Health and Safety at Work Act. It is considered best practice for anyone involved in excavation works. Cat & Genny Training Available 7 days a week to suit your business requirements. VPT have a team of friendly and approachable instructors, who have a wealth of knowledge of cable avoidance and the construction industry We have our own training centre conveniently located close to the M5 junction 9, In Tewkesbury. With its own purpose-built practical training area to simulate an actual working environment for the cat & genny course. Our Cable Avoidance training and test packages are priced to be competitive. Discounts are available for multiple bookings We can send a fully qualified NPORS cat & genny Tester to your site nationwide, to reduce the amount of time away from work Our more courses: Polish your abilities with our dedicated Lift Supervision Training, Slinger Signaller Training, Telehandler Training, Cat & Genny Training, Plant Loader Securer, Ride-On Road Roller, Abrasive Wheel Training, Lorry Loader Training and Scissor Lift Training sessions. Learn the safe and effective operation of these vital machines, crucial for construction and maintenance tasks. Elevate your skills and career prospects by enrolling in our comprehensive courses today.
This underwater photogrammetry course is for anyone who wants to learn the fundamental skills required for successful underwater photogrammetry projects. Gain the necessary knowledge and skills to 3D scan wrecks and other submerged objects!
Duration 1 Days 6 CPD hours This course is intended for This course is designed for business users, educators, students, and knowledge workers in a variety of roles and fields who want to be able to use the apps included in Google Workspace to create and manage various types of files and communicate and collaborate with colleagues. Overview In this course, you will use the various apps included in Google Workspace to work productively as part of a team. You will: Navigate the Google Workspace environment and use Gmail to send and manage email correspondence. Manage schedules using Google Calendarâ¢. Communicate with colleagues over text, voice, and video using Google Chat and Google Meet. Store and share files using Google Drive. Collaborate on documents using Google Docs, Google Slidesâ¢, and Google Keepâ¢. Collaborate on data using Google Sheets and Google Formsâ¢. Collaborate on websites using Google Sitesâ¢. The core productivity apps that make up the Google Workspace? suite enable users to work together on a variety of projects and tasks across many different industries and job roles. This course will teach you how to work efficiently and effectively in apps like Gmail?, Google Drive?, Google Docs?, Google Sheets?, Google Meet?, Google Chat?, and more?all while participating in a collaborative team environment. Lesson 1: Getting Started with Google Workspace Topic A: Navigate Google Workspace Topic B: Send and Manage Email Using Gmail Lesson 2: Managing Schedules Using Google Calendar Topic A: Create and Manage Events Topic B: Customize Calendars Topic C: Create and Share Calendars Topic D: Create and Manage Tasks Lesson 3: Communicating Using Google Chat and Google Meet Topic A: Chat Using Google Chat Topic B: Participate in Meetings Using Google Meet Lesson 4: Storing and Sharing Files Using Google Drive Topic A: Add Files and Folders Topic B: Manage Files and Folders Lesson 5: Collaborating on Documents Using Docs, Slides, and Keep Topic A: Create and Edit Documents Using Google Docs Topic B: Design Presentations Using Google Slides Topic C: Take Notes Using Google Keep Lesson 6: Collaborating on Data Using Sheets and Forms Topic A: Create and Manage Spreadsheets Using Google Sheets Topic B: Design Surveys Using Google Forms Lesson 7: Collaborating on Websites Using Sites Topic A: Create and Edit Sites Topic B: Share and Publish Sites Additional course details: Nexus Humans Google WorkSpace 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 WorkSpace course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you. Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.
Duration 1 Days 6 CPD hours This course is intended for This introductory-level course is great for experienced technical professionals working in a wide range of industries, such as software development, data science, marketing and advertising, finance, healthcare, and more, who are looking to use the latest AI and machine learning techniques in their day to day. The hands-on labs in this course use Python, so you should have some familiarity with Python scripting basics. Overview Working in an interactive learning environment, led by our engaging OpenAI expert you'll: Understand the capabilities and products offered by OpenAI and how to access them through the OpenAI API. set up an OpenAI environment on Azure, including creating an Azure virtual machine and configuring the environment to connect to Azure resources. Gain hands-on experience building a GPT-3 based chatbot on Azure and implement advanced natural language processing capabilities. Use the OpenAI API to access GPT-3 and generate high-quality text Learn how to use Whisper to improve the quality of text generation. Understand the capabilities of DALL-E and use it to generate images for unique and engaging visuals. Geared for technical professionals, Quick Start to Azure AI Basics for Technical Users is a fun, fast paced course designed to quickly get you up to speed with OpenAI?s powerful tools and functionality, and to provide hands-on experience in setting up an OpenAI environment on Azure. Guided by our AI expert, you?ll explore the capabilities of OpenAI's GPT-3, Whisper and DALL-E, and build a chatbot on Azure. It will provide you with the knowledge and resources to continue your journey in AI and machine learning and have a good understanding of the potential of OpenAI and Azure for your projects. First, you?ll dive into the world of OpenAI, learning about its products and the capabilities they offer. You'll also discover how Azure's offerings for AI and machine learning can complement OpenAI's tools and resources, providing you with a powerful combination for your projects. And don't worry if you're new to Azure, we'll walk you through the process of setting up an account and creating a resource group. As you progress through the course, you'll get the chance to work with OpenAI's GPT-3, one of the most advanced large language models available today. You'll learn how to use the OpenAI API to access GPT-3 and discover how to use it to generate high-quality text quickly and easily. And that's not all, you'll also learn how to build a GPT-3 based chatbot on Azure, giving you the opportunity to implement advanced natural language processing capabilities in your chatbot projects. The course will also cover OpenAI Whisper, an OpenAI tool that can improve the quality of text generation, allowing you to create more coherent and natural language content. And you will learn about OpenAI DALL-E, an OpenAI tool that can generate images, giving you the ability to create unique and engaging visuals to enhance your content and projects. Introduction to OpenAI and Azure Explore OpenAI and its products, as well as Azure's offerings for AI and Machine Learning, allowing you to understand the tools and resources available to you for your AI projects. Explore OpenAI and its products Explore Azure and its offerings for AI and Machine Learning Get Hands-On: Setting up an OpenAI environment on Azure Walk through the process of setting up an OpenAI environment on Azure, giving you the hands-on experience needed to start building your own projects using OpenAI and Azure. Create an Azure virtual machine and installing the OpenAI SDK Configure the OpenAI environment and connecting to Azure resources Explore OpenAI GPT-3 Learn about GPT-3, one of OpenAI's most powerful language models, and how to use it to generate high quality text, giving you the ability to create natural language content quickly and easily. Review GPT-3 and its capabilities Use the OpenAI API to access GPT-3 Get Hands-on: Building a GPT-3 based chatbot on Azure Learn how to build a GPT-3 based chatbot on Azure, giving you the opportunity to learn how to implement advanced natural language processing capabilities in your chatbot projects. Setup an Azure Function and creating a chatbot Integrate GPT-3 with the chatbot OpenAI Whisper Explore Whisper, an OpenAI tool that can improve the quality of text generation, allowing you to create more coherent and natural language content. Explore Whisper and its capabilities Use Whisper to improve the quality of text generation OpenAI DALL-E Explore DALL-E, an OpenAI tool that can generate images, giving you the ability to create unique and engaging visuals to enhance your content and projects. Explore DALL-E and its capabilities Use the OpenAI API to access DALL-E What?s Next: Keep Going! Other ways OpenAI can impact your day to day Explore great places to check for expanded tools and add-ons for Azure OpenAI Where to go for help and support Quick Look at Generative AI and its Business Implications Understanding Generative AI Generative AI in Business Ethical considerations of Generative AI
Duration 3 Days 18 CPD hours This course is intended for This course is geared for experienced Scala developers who are new to the world of machine learning and are eager to expand their skillset. Professionals such as data engineers, data scientists, and software engineers who want to harness the power of machine learning in their Scala-based projects will greatly benefit from attending. Additionally, team leads and technical managers who oversee Scala development projects and want to integrate machine learning capabilities into their workflows can gain valuable insights from this course Overview Working in a hands-on learning environment led by our expert instructor you'll: Grasp the fundamentals of machine learning and its various categories, empowering you to make informed decisions about which techniques to apply in different situations. Master the use of Scala-specific tools and libraries, such as Breeze, Saddle, and DeepLearning.scala, allowing you to efficiently process, analyze, and visualize data for machine learning projects. Develop a strong understanding of supervised and unsupervised learning algorithms, enabling you to confidently choose the right approach for your data and effectively build predictive models Gain hands-on experience with neural networks and deep learning, equipping you with the know-how to create advanced applications in areas like natural language processing and image recognition. Explore the world of generative AI and learn how to utilize GPT-Scala for creative text generation tasks, broadening your skill set and making you a more versatile developer. Conquer the realm of scalable machine learning with Scala, learning the secrets to tackling large-scale data processing and analysis challenges with ease. Sharpen your skills in model evaluation, validation, and optimization, ensuring that your machine learning models perform reliably and effectively in any situation. Machine Learning Essentials for Scala Developers is a three-day course designed to provide a solid introduction to the world of machine learning using the Scala language. Throughout the hands-on course, you?ll explore a range of machine learning algorithms and techniques, from supervised and unsupervised learning to neural networks and deep learning, all specifically crafted for Scala developers. Our expert trainer will guide you through real-world, focused hands-on labs designed to help you apply the knowledge you gain in real-world scenarios, giving you the confidence to tackle machine learning challenges in your own projects. You'll dive into innovative tools and libraries such as Breeze, Saddle, DeepLearning.scala, GPT-Scala (and Generative AI with Scala), and TensorFlow-Scala. These cutting-edge resources will enable you to build and deploy machine learning models for a wide range of projects, including data analysis, natural language processing, image recognition and more. Upon completing this course, you'll have the skills required to tackle complex projects and confidently develop intelligent applications. You?ll be able to drive business outcomes, optimize processes, and contribute to innovative projects that leverage the power of data-driven insights and predictions. Introduction to Machine Learning and Scala Learning Outcome: Understand the fundamentals of machine learning and Scala's role in this domain. What is Machine Learning? Machine Learning with Scala: Advantages and Use Cases Supervised Learning in Scala Learn the basics of supervised learning and how to apply it using Scala. Supervised Learning: Regression and Classification Linear Regression in Scala Logistic Regression in Scala Unsupervised Learning in Scala Understand unsupervised learning and how to apply it using Scala. Unsupervised Learning:Clustering and Dimensionality Reduction K-means Clustering in Scala Principal Component Analysis in Scala Neural Networks and Deep Learning in Scala Learning Outcome: Learn the basics of neural networks and deep learning with a focus on implementing them in Scala. Introduction to Neural Networks Feedforward Neural Networks in Scala Deep Learning and Convolutional Neural Networks Introduction to Generative AI and GPT in Scala Gain a basic understanding of generative AI and GPT, and how to utilize GPT-Scala for natural language tasks. Generative AI: Overview and Use Cases Introduction to GPT (Generative Pre-trained Transformer) GPT-Scala: A Library for GPT in Scala Reinforcement Learning in Scala Understand the basics of reinforcement learning and its implementation in Scala. Introduction to Reinforcement Learning Q-learning and Value Iteration Reinforcement Learning with Scala Time Series Analysis using Scala Learn time series analysis techniques and how to apply them in Scala. Introduction to Time Series Analysis Autoregressive Integrated Moving Average (ARIMA) Models Time Series Analysis in Scala Natural Language Processing (NLP) with Scala Gain an understanding of natural language processing techniques and their application in Scala. Introduction to NLP: Techniques and Applications Text Processing and Feature Extraction NLP Libraries and Tools for Scala Image Processing and Computer Vision with Scala Learn image processing techniques and computer vision concepts with a focus on implementing them in Scala. Introduction to Image Processing and Computer Vision Feature Extraction and Image Classification Image Processing Libraries for Scala Model Evaluation and Validation Understand the importance of model evaluation and validation, and how to apply these concepts using Scala. Model Evaluation Metrics Cross-Validation Techniques Model Selection and Tuning in Scala Scalable Machine Learning with Scala Learn how to handle large-scale machine learning problems using Scala. Challenges of Large-Scale Machine Learning Data Partitioning and Parallelization Distributed Machine Learning with Scala Machine Learning Deployment and Production Understand the process of deploying machine learning models into production using Scala. Deployment Challenges and Best Practices Model Serialization and Deserialization Monitoring and Updating Models in Production Ensemble Learning Techniques in Scala Discover ensemble learning techniques and their implementation in Scala. Introduction to Ensemble Learning Bagging and Boosting Techniques Implementing Ensemble Models in Scala Feature Engineering for Machine Learning in Scala Learn advanced feature engineering techniques to improve machine learning model performance in Scala. Importance of Feature Engineering in Machine Learning Feature Scaling and Normalization Techniques Handling Missing Data and Categorical Features Advanced Optimization Techniques for Machine Learning Understand advanced optimization techniques for machine learning models and their application in Scala. Gradient Descent and Variants Regularization Techniques (L1 and L2) Hyperparameter Tuning Strategies
Our Management Skills Training Course will help you will gain a deeper understanding of a manager’s role & responsibility. Whether you have been promoted into a new management role or an existing manager seeking a fresh approach.