LLMOps & LLM Engineering Learning Path

This course covers a comprehensive curriculum from the basics of Python and math to advanced topics in Machine Learning, Deep Learning, and LL Ms, including Transformers. It appears to be a broad AI course that likely covers the hardware aspects of training and deploying models.

This course covers the process of exploring and analyzing data, from understanding a dataset to incorporating findings into a data science workflow. You will use Python to summarize, validate, and clean data.

This course covers the LLM Ops pipeline, including pre-processing training data for supervised instruction tuning, and adapting a supervised tuning pipeline to train and deploy a custom LLM. You'll learn best practices like versioning your data and models, and pre-processing large datasets. The course also touches on responsible AI by outputting safety scores.

Künstliche Intelligenz ist kein Buzzword mehr – sie ist längst Realität.Sie verändert, wie wir arbeiten, denken, kommunizieren und Entscheidungen treffen. Dieser Kurs zeigt dir, wie du KI nicht nur verstehst, sondern für dich arbeiten lässt – effizient, kreativ und ohne Technik-Kauderwelsch.Du lernst, wie du mit ChatGPT smarte Texte entwickelst, Ideen sortierst, Strategien formulierst oder sogar ein Vorstellungsgespräch simulierst – strukturiert und praxisnah. Mit Leonardo AI erzeugst du visuelle Inhalte: aus Worten oder einfachen Skizzen entstehen Bilder, die aussehen, als hätte ein Profi sie entworfen. Und du erfährst, wie du komplexe Aufgaben wie Recherchen, Auswertungen oder kreative Brainstormings automatisierst – in Sekunden, statt in Stunden.Dieser Kurs richtet sich an alle, die KI nicht nur verstehen, sondern für ihren Alltag, Beruf und ihre Projekte nutzen wollen. Ganz gleich, ob du Unternehmer, Angestellter, Freelancer oder einfach nur neugierig bist: Du brauchst kein Vorwissen. Alles beginnt bei Null – und führt dich Schritt für Schritt zu echtem KI-Können.Was dich erwartet:Ein klar strukturierter Einstieg in die wichtigsten KI-Anwendungen.Praxisbeispiele, die du sofort umsetzen kannst.Und ein Perspektivwechsel: weg vom passiven Tool-User – hin zum kreativen, selbstbestimmten Anwender.Am Ende wirst du nicht einfach nur Tools bedienen.Du wirst mit KI denken, gestalten, automatisieren – und besser performen als je zuvor.Klingt nach Zukunft? Ist es auch. Und sie beginnt genau hier.Und Du weißt ja ... wer nicht mit der Zeit geht, ...Abschnitt 1: Einführung in die Welt der Künstlichen Intelligenz In diesem Abschnitt tauchst du ein in die faszi

"Why learn ChatGPT and Bing Chat together?"You can unleash your creativity and productivity with the power of ChatGPT and Bing Chat, two of the most advanced AI systems in the world. Both are complementary and powerful AI systems that can help you achieve more. ChatGPT can write anything from essays to stories to codes, while Bing Chat can answer questions and provide up-to-date information from the web. Together, they can give you the best of both worlds: creativity and accuracy, imagination and facts, fiction and reality. And Bing chat can generate stunning images with just words. By learning how to use both ChatGPT and Bing Chat, you will be able to create amazing things with AI that no one else can."Why learn Prompt Engineering?"AIs are like the smartest person you have ever met, but at the same time, they are like a five-year-old kid - they can do a lot of things, but they also need careful instruction to do them well.Thus, being able to communicate effectively with AIs is a crucial skill and I believe at this point anyone who wants to advance in their career, school, business or anything, or just stand apart from the competition, must definitely possess this important skill, called Prompt Engineering.As prompt engineering teaches you how to get interact and generated desired output from the AI because the quality of your input determines the quality of the output generated by these AIs."What I will learn in this course?"AI Chat Bots like ChatGPT and Bing Chat can write essays, articles, and stories, solve math problems, write sales emails, draft a contract, write codes for games, websites, and apps, and can even generate amazing images just by typing a few words.The possibilities for using AIs are endless.That's the reason I have crafted this cou

Welcome to the Captivating World of LLM Prompt Engineering!This course empowers you to unlock the true potential of Large Language Models (LL Ms), regardless of your experience level. Whether you're a seasoned professional or a curious beginner, this comprehensive program equips you with the skills to become a master of LLM prompt engineering.Master the Art of Crafting Powerful Prompts:Diverse Task Applications: Craft effective prompts tailored to various tasks, including generating informative summaries, creating captivating stories, or even translating languages, all through the power of well-designed prompts.Advanced Techniques Exploration: Move beyond the basics and delve into advanced concepts like iterative prompting, where you refine your prompt based on the LLM's initial output. Additionally, explore few-shot learning, allowing you to achieve impressive results even with limited data.Core LLM Concepts Demystified: Gain a solid understanding of fundamental LLM properties like statelessness and quantization. Explore how these properties impact prompt design and LLM behavior. Learn to identify and mitigate potential hallucinations in LLM outputs.Unleash LLM Capabilities Through Hands-on Learning:Code Walkthroughs Deepen Understanding: Go beyond theory with interactive code walkthroughs using Lamma 2 as a platform. Actively explore code examples to gain practical experience in setting up, configuring LL Ms, working with advanced models (e.g., quantized models), and leveraging specialized notebooks like AWQ for optimized workflows.Real-World Applications Solidify Skills: This course emphasizes the practical application of LLM prompt engineering. Learn how to tailor prompts to solve specific real-world problems, ensuring accurate and creative AI outputs. Translate your newfound knowledg

Scopri l'avanguardia del linguaggio e della tecnologia con il mio Percorso Formativo Esclusivo su ChatGPT e Machine Learning!Siamo sulla soglia di una nuova era in cui l'intelligenza artificiale e il machine learning stanno ridefinendo il modo in cui interagiamo con la tecnologia. Per esempio, potrai usare ChatGPT per automatizzare la risposta alle domande dei tuoi clienti o per creare contenuti di blog in modo automatico. Sei pronto a essere al centro di questa rivoluzione? Allora, il mio corso è l'investimento perfetto per il tuo futuro!Questo corso è stato progettato per fornire una comprensione approfondita dei concetti chiave di Machine Learning e delle tecniche di Prompt Engineering, utilizzando come base le versioni disponibili al momento della creazione del corso.Sebbene la piattaforma possa subire aggiornamenti o modifiche nel tempo, i concetti e le strategie insegnati in questo corso sono progettati per essere universalmente applicabili, anche alle versioni più recenti e a quelle future. Questo ti permetterà di acquisire competenze durature e facilmente adattabili al progresso delle tecnologie IA.Immergiti nel cuore del machine learning, delle reti neurali e dei modelli di linguaggio con questo percorso formativo. Scoprirai ChatGPT, un software che utilizza uno dei modelli di linguaggio più avanzati al mondo, e imparerai a utilizzarlo per creare contenuti coinvolgenti, ottimizzare le tue tecniche di marketing e portare il tuo lavoro o i tuoi studi al livello successivo.Con il nostro corso, avrai l'opportunità di esplorare: I fondamenti del Machine Learning e le diverse tipologie di apprendimento; La struttura e il funzionamento delle reti neurali; L'architettura e l'apprendimento di ChatGPT; Le tecniche di Prompt Engineering per generare contenuti coinvolgenti; L'importan

The Generative Artificial Intelligence (AI) for Leaders course provides a comprehensive exploration of how generative AI (GenAI) can be integrated into business operations to drive innovation, efficiency, and growth. Designed for business leaders and managers, this course covers foundational knowledge, real-world applications, ethical considerations, and strategic implementation of GenAI technologies, going way beyond conversational models like ChatGPT and Deep Seek.Transformation - By Completing This Course, You Will Be Equipped to:Identify and leverage GenAI opportunities within their business operations Implement AI-driven strategies to enhance customer engagement and employee productivity Cultivate an AI-ready culture and manage change effectively Understand and navigate ethical considerations and governance models for AI adoption Learn how to train and guide teams to make decisions that combine human intuition with AI-driven insights, unlocking the full potential of AI in the decision-making process.Exceptional Differentiators:Real-World Case Studies: Learn from practical examples where GenAI has transformed businesses across various industries.Comprehensive Approach: The course covers not just the technical aspects but also the strategic, cultural, and ethical implications of AI integration.Prompt Engineering Focus: A dedicated section on prompt engineering to ensure leaders understand how to guide AI towards desired outcomes.Strategic Integration: Provides a clear framework (PIVOT) for implementing AI-driven business models.AI-Driven Decision-Making Training: Equips leaders with the skills to train teams in leveraging AI for optimal decision-making.Capstone Project: Opportunity to apply learned concepts to build an AI-powered business model t

226 ChatGPT Prompts: A-Z ChatGPT Prompt Engineering Boot Camp Hey there, it's me, your next big career move. If you've ever thought, "How can I leverage the power of ChatGPT to elevate my game in my profession?", then this course is your answer. We're not just talking about a few tips here and there; this is the ultimate guide, the A-Z, the whole Bootcamp!Here's what you're getting:226+ ChatGPT Prompts tailored for various professions and life scenarios. Whether you're in logistics, HR, teaching, or even looking for a job, we've got you covered.Real-World Use Cases & Practice Exercises: Don't just learn, do. Apply what you learn in real-time, see the results, and iterate.Exclusive Access to Our Comprehensive ChatGPT Book: All the prompts we discuss? They're in there. A handy reference for whenever you need it.Stay Updated: This isn't a one-and-done deal. The course is updated with the latest from ChatGPT, including plugins, DALL·E 3, advanced analytics, and more.Diverse Categories: From e Commerce and content creation to health, fitness, and even travel. We've thought of everything, and then some.Why This Course?Look, the digital age is here, and it's not waiting for anyone. ChatGPT is revolutionizing how we work, communicate, and even learn. But here's the thing: knowledge without application is just trivia. This course ensures you apply what you learn, making you more efficient, effective, and, quite frankly, indispensable in your field.A Word from Your Instructor:I genuinely care about your growth. I'm not here to sell you a dream. I'm here to give you the tools to build that dream. This course? It's one