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Free Download LLM Apps - Prototyping, Model Evaluation, and Improvements Published: 3/2025 Created by: Dan Andrei Bucureanu MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch Level: Expert | Genre: eLearning | Language: English | Duration: 69 Lectures ( 5h 53m ) | Size: 3.25 GB Design, Test, and Benchmark LLM Apps: Fast Prototyping and Smart Evaluation for Optimal Performance What you'll learn Understand the tech landscape of LLM powered APPs When to use GEN AI and when to use Weak AI Setup the tools to integrate AI into your standard APP Get the basics of ai in module Introduction to AI Overview of Machine Learning Types Data Lifecycle - how data evolves with your ML Model Foundation Model lifecycle Fine Tunning of models through data Fine Tunning of models through prompt Fine Tunning of models through hyperparameter Using Huggingface models for work Agentic Frameworks as: Autogen, Browser User, Flowise AI Understand RAG and how to evaluate it Evaluate the LLM With RAGAs benchmarking Framework Understand the Confusion Matrix: accuracy, Recall, F1 score GLUE Benchmarking Framework Retrain and fine tune a computer Vision model Requirements Some AI Experience Experience with Prompting Some coding experience with Python Laptop abele to run VS code and some python apps LLM Api key 7-8 Hours and the will to improve Description Unlock the full potential of Large Language Models (LLMs) by understanding prototyping, model evaluation, and benchmarking. This hands-on course takes you through every stage of LLM development-from building and selecting models to fine-tuning, testing, and benchmarking them with industry-standard tools. Whether you're an AI beginner or a professional looking to enhance your expertise, this course provides the skills needed to create high-performing AI applications.What you'll learn: Set Up Your AI Development EnvironmentLearn how to prepare a powerful AI workspace with Python, VS Code, NPM, and essential AI libraries, ensuring a seamless development experience.Understand AI & Machine Learning BasicsExplore key concepts in AI, Machine Learning, and Deep Learning, including supervised vs. unsupervised learning, model training phases, and how LLMs process and generate responses.Selecting the Right AI Model for Your Use CaseDiscover how to choose the best pre-trained AI models for NLP, vision, and multi-modal applications. Learn when to use classification, clustering, and regression models and understand model complexity, speed, and accuracy trade-offs. Harness the Power of Retrieval-Augmented Generation (RAG)Enhance your AI applications with RAG, a technique that combines retrieval-based search with LLM responses for more accurate and context-aware AI outputs.Leverage the Hugging Face AI CommunityTap into the Hugging Face ecosystem-explore model repositories, learn about tokenizers and transformers, and contribute to the open-source AI movement.Fine-Tune Models for Maximum PerformanceExperiment with temperature settings, top-K and top-P sampling, and hyperparameter tuning to optimize LLM responses and efficiency.Supercharge Your AI with Data-Driven InsightsImprove model accuracy with K-Fold Cross Validation, learn effective data-splitting techniques, and explore overfitting and underfitting detection methods.Benchmark Your AI Models Like a ProCompare your models against industry benchmarks like GLUE and Hugging Face Leaderboards. Learn how to evaluate NLP models using standard metrics and perform real-world GLUE benchmarking with Python.Evaluate Computer Vision AI ModelsGo beyond text-based models! Learn how to benchmark vision-based AI models using CIFAR-10 and interpret test results for advanced model evaluation. Understand Model Evaluation with Confusion MatricesMaster Confusion Matrix analysis to assess classification model performance. Learn how to interpret True Positives, False Positives, False Negatives, and True Negatives to optimize AI predictions and reduce errors.Who Should Take This Course? AI enthusiasts eager to dive into LLM prototyping and evaluation Developers looking to build and refine state-of-the-art AI models Data scientists who want to benchmark AI performance with confidence Anyone interested in understanding AI model evaluation techniques Who this course is for Any Software engineer Developers AI engineers Project Managers Product Owners AI Testing Engineers Homepage: https://www.udemy.com/course/llm-apps-prototyping-model-evaluation-and-improvements/ [b]AusFile[/b] https://ausfile.com/hml8yfi4p2d3/rbvod.LLM.Apps.Prototyping.Model.Evaluation.and.Improvements.part1.rar.html https://ausfile.com/0x13rqgc4flt/rbvod.LLM.Apps.Prototyping.Model.Evaluation.and.Improvements.part2.rar.html https://ausfile.com/aqmntqz8eayj/rbvod.LLM.Apps.Prototyping.Model.Evaluation.and.Improvements.part3.rar.html https://ausfile.com/gipphnwkwy7z/rbvod.LLM.Apps.Prototyping.Model.Evaluation.and.Improvements.part4.rar.html Rapidgator https://rg.to/file/4e0c5cd502e4e0ac57ea2fc089926b5a/rbvod.LLM.Apps.Prototyping.Model.Evaluation.and.Improvements.part1.rar.html https://rg.to/file/44cfe4b09357cb1968b48fb028aba412/rbvod.LLM.Apps.Prototyping.Model.Evaluation.and.Improvements.part2.rar.html https://rg.to/file/4d8a6197462b3dcc048a7c7c82f8da60/rbvod.LLM.Apps.Prototyping.Model.Evaluation.and.Improvements.part3.rar.html https://rg.to/file/6518b947c286912d1c03a82619c82298/rbvod.LLM.Apps.Prototyping.Model.Evaluation.and.Improvements.part4.rar.html Fikper Free Download https://fikper.com/Se29llobp3/rbvod.LLM.Apps.Prototyping.Model.Evaluation.and.Improvements.part1.rar.html https://fikper.com/V2P57xnKBs/rbvod.LLM.Apps.Prototyping.Model.Evaluation.and.Improvements.part2.rar.html https://fikper.com/lPpr6xhzec/rbvod.LLM.Apps.Prototyping.Model.Evaluation.and.Improvements.part3.rar.html https://fikper.com/THpHrzwRBJ/rbvod.LLM.Apps.Prototyping.Model.Evaluation.and.Improvements.part4.rar.html No Password - Links are Interchangeable

Free Download Tech-Enhanced Assessment And Evaluation In Education Last updated: 3/2025 MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz Language: English | Size: 979.49 MB | Duration: 1h 48m A Practical Guide to Technology-Enhanced Student Evaluation What you'll learn Understand key concepts in assessment and evaluation and learn their differences, and their role in education. Discover diagnostic, formative and summative assessments and their uses in education Learn to use various digital tools for assessment effectively. Become familiar with the most of the digitals tools that can be used for assessment with basic explanations. Learn about various assessment techniques and develop a general idea about them Requirements Basic digital literacy. Willingness to explore and apply new digital technologies for assessment. Description In today's evolving educational landscape, effective assessment and evaluation are crucial for measuring student learning, improving instructional strategies, and ensuring academic success. This comprehensive online course is designed for teachers, educators, and instructional designers who want to deepen their understanding of assessment types and integrate digital tools into their evaluation practices.Throughout this course, parti[beeep]nts will explore key concepts of formative, summative, and diagnostic assessments and learn about various techniques that can be used with them. The course will provide sample activities and hence help develop practical insights into designing fair, reliable, and valid assessments that align with learning objectives.A major focus of the course is on leveraging technology to enhance assessment practices. Educators will gain experience with various online assessment tools, including Kahoot, Quizizz, Google Forms, Socrative, Edpuzzle, and Nearpod, learn their features, and create interactive quizzes and gamified evaluation techniques. Parti[beeep]nts will also learn how to choose the right tools for assessment and be able to select appropriate digital tools that align with their teaching goals and improve student engagement and performance.With real-world examples and guidance, this course offers a practical, step-by-step approach to modernizing assessment strategies. Whether you are new to technology-enhanced assessment or looking to refine your evaluation methods, this course will equip you with the knowledge and skills to create meaningful, data-driven assessments in any educational setting. Overview Section 1: Understanding the Basics of Assessment and Evaluation Lecture 1 Key Definitions Lecture 2 Key Benefits of Assessment and Evaluation Section 2: Types of Assessment Lecture 3 Types of Assessment Lecture 4 Diagnostic Assessment Lecture 5 Techniques for Diagnostic Assessment Lecture 6 Some challenges and solution offers Lecture 7 Sample Activities for Diagnostic Assessment Lecture 8 Formative Assessment Lecture 9 Techniques for Formative Assessment Lecture 10 Challenges and Solution offers Lecture 11 Sample Activities for Formative Assessment Lecture 12 Summative assessment Lecture 13 Techniques for Summative Assessment Lecture 14 Challenges and Solution Offers Lecture 15 Sample Activities for Summative Assessment Section 3: Developing an Assessment Action Plan Lecture 16 Steps of Developing an Assessment Action Plan Section 4: Digital Technologies for Assessment Lecture 17 How to choose the right tool for assessment Lecture 18 Google Forms Lecture 19 Kahoot Lecture 20 Quizizz Lecture 21 Socrative Lecture 22 Padlet Lecture 23 Quizlet Lecture 24 Microsoft Forms Lecture 25 Edpuzzle Lecture 26 Flipgrid Lecture 27 Nearpod Teachers looking to integrate digital assessment tools into their classrooms.,Educators seeking innovative ways to evaluate student learning online.,Curriculum Designers & Instructional Coaches who want to incorporate technology-driven assessment methods. Homepage: https://www.udemy.com/course/tech-enhanced-assessment-and-evaluation-in-education/ Rapidgator https://rg.to/file/12d5c2ac2e8dcbf3be9c3de89fa93dc6/wrgdt.TechEnhanced.Assessment.And.Evaluation.In.Education.rar.html Fikper Free Download https://fikper.com/aa8NzBoxSi/wrgdt.TechEnhanced.Assessment.And.Evaluation.In.Education.rar.html No Password - Links are Interchangeable

Free Download Security Engineering - Asset Evaluation and Execution Plan Published 4/2024 MP4 | Video: h264, 1920x1080 | Audio: AAC, 48 KHz Language: English | Size: 167.41 MB | Duration: 1h 10m 39s This course empowers you with the vital skills needed for asset inventory, management practices, and creating an execution plan. Globomantics, a multi-billion-dollar tech innovator, has recently acquired several smaller companies. They have tasked their security team with determining the security posture of these newly acquired assets and the most effective methods to protect them. Your team has been assigned the responsibility of conducting a comprehensive evaluation of Globomantics' assets across their expanding infrastructure. The initial step involves establishing robust asset inventory and management practices. In this course, Security Engineering: Asset Evaluation and Execution Plan, you will learn techniques to catalog all critical systems, applications, and data repositories, ensuring a thorough understanding of their asset landscape. Following this, you will conduct thorough asset assessments to uncover potential weaknesses or misconfigurations that may expose Globomantics to cyber threats. This entails analyzing software versions, service configurations, access controls, and more across the identified assets. Finally, based on your findings, you will create a detailed engineering execution plan outlining the necessary steps to address vulnerabilities and strengthen Globomantics' security posture. This plan will include implementing customized access controls, updating software, reconfiguring services, and establishing continuous monitoring processes. The security of Globomantics' acquisitions relies on your ability to meticulously evaluate their assets, identify risks, and devise a robust security strategy. When you are finished with this course, you will have the expertise in asset management, assessment, and execution planning to safeguard their newly acquired entities and establishing a resilient security architecture for their expanding enterprise. Homepage https://www.pluralsight.com/courses/sec-engineering-asset-evaluation-execution-plan TakeFile https://takefile.link/xtsu02mn7bn6/syyww.Security.Engineering.Asset.Evaluation.and.Execution.Plan.rar.html Rapidgator https://rg.to/file/d1afd65283f7c65b7f07f6fb973910b8/syyww.Security.Engineering.Asset.Evaluation.and.Execution.Plan.rar.html Fikper Free Download https://fikper.com/M0OaO4B2cN/syyww.Security.Engineering.Asset.Evaluation.and.Execution.Plan.rar.html No Password - Links are Interchangeable