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Dive into the cutting-edge world of Direct Preference Optimization (DPO) and Large Language Model Alignment with this comprehensive course designed to equip you with the skills to leverage the LLaMA3 8-billion parameter model and Hugging Face's Transformer Reinforcement Learning (TRL). Using the powerful Google Colab platform, you will get hands-on experience with real-world applications, starting with the Intel Orca DPO dataset and incorporating advanced techniques like Low-Rank Adaptation (LoRA). Throughout this course, you will: - Learn to set up and utilize the LLaMA3 model within Google Colab, ensuring a smooth and efficient workflow. - Explore the capabilities of Hugging Face’s TRL framework to conduct sophisticated DPO tasks, enhancing your understanding of how language models can be fine-tuned to optimize for specific user preferences. - Implement Low-Rank Adaptation (LoRA) to modify pre-trained models efficiently, allowing for quick adaptations without the need to retrain the entire model, a crucial skill for real-world applications. - Train on the Intel Orca DPO dataset to understand the intricacies of preference data and how to manipulate models to align with these insights. - Extend your learning by applying these techniques to your own datasets. This flexibility allows you to explore various sectors and data types, making your expertise applicable across multiple industries. - Master state-of-the-art techniques that prepare you for advancements in AI and machine learning, ensuring you stay ahead in the field. This course is perfect for data scientists, AI researchers, and anyone keen on harnessing the power of large language models for preference-based machine learning tasks. Whether you're looking to improve product recommendations, customize user experiences, or drive decision-making processes, the skills you acquire here will be invaluable. Join us to transform your theoretical knowledge into practical expertise and lead the way in implementing next-generation AI solutions!

In this comprehensive course on Vector Databases, you will delve into the exciting world of cutting-edge technologies that are transforming the field of artificial intelligence (AI), particularly in generative AI. With a focus on Future-Proofing Generative AI, this course will equip you with the knowledge and skills to harness the power of Vector Databases for advanced applications, including Language Model Models (LLM), Generative Pretrained Transformers (GPT) like ChatGPT, and Artificial General Intelligence (AGI) development. Starting from the foundations, you will learn the fundamentals of Vector Databases and their role in revolutionizing AI workflows. Through practical examples and hands-on coding exercises, you will explore techniques such as vector data indexing, storage, retrieval, and conditionality reduction. You will also gain proficiency in integrating Pinecone Vector Data Base with other tools like LangChain, OpenAI API using Python to implement real-world use cases and unleash the full potential of Vector Databases. Throughout the course, we will uncover the limitless possibilities of Vector Databases in generative AI. You will discover how these databases enable content generation, recommendation systems, language translation, and more. Additionally, we will discuss performance optimization, scalability considerations, and best practices for efficient implementation. Led by an expert instructor with a PhD in computational nano science and extensive experience as a data scientist at leading companies, you will benefit from their deep knowledge, practical insights, and passion for teaching AI and Machine Learning (ML). Join us now to embark on this transformative learning journey and position yourself at the forefront of Future-Proofing Generative AI with Vector Databases. Enroll today and unlock a world of AI innovation!

Dive into the world of AI with our comprehensive Udemy course, designed for enthusiasts eager to master instruction tuning, or supervised fine-tuning (SFT), using the incredibly powerful Tiny Llama 1.1B model. This course is perfect for data scientists, ML engineers, and anyone interested in the practical applications of fine-tuning large language models. Our curriculum is specially crafted to provide you with hands-on experience using the Tiny Llama 1.1B model, trained on a vast 3 trillion tokens and paired with the Databricks-crafted Dolly 15k record dataset. Through this course, you'll not only learn the basics of SFT but also how to effectively use the HuggingFace Transformers library to prepare your dataset, set up training, and compute accuracy—all within the accessible environment of Google Colab. What You Will Learn - Introduction to Supervised Fine-Tuning (SFT): Gain a solid understanding of the principles behind SFT and its importance in tailoring state-of-the-art language models to specific tasks. - Exploring Tiny Llama 1.1B: Delve into the architecture and features of the Tiny Llama 1.1B model and discover its role in the AI ecosystem. - Dataset Preparation with Dolly 15k: Learn how to prepare and preprocess the Dolly 15k record dataset to ensure your fine-tuning process is seamless and efficient. - HuggingFace Transformers Library: Get hands-on experience with the HuggingFace library, learning how to load models onto a GPU and prepare your training environment. - Training Setup and Execution: Walk through the steps to set up and execute the fine-tuning process using Google Colab with a focus on practical implementation. - Performance Evaluation: Learn how to compute accuracy and evaluate your model's performance, using metrics to ensure your SFT efforts are effective. - Real-World Application: Translate your new skills to real-world problems, understanding how to adapt your fine-tuned model to various domains. Model Used: TinyLlama-1.1B-intermediate-step-1431k-3T Dataset Used: databricks-dolly-15k Who This Course is For - Data Scientists and Machine Learning Engineers seeking to specialize in NLP and instruction tuning. - AI Practitioners looking to implement and scale fine-tuned language models for industry applications. - Software Developers eager to enhance applications with sophisticated language understanding capabilities. - Students and Academics desiring hands-on experience with state-of-the-art AI fine-tuning techniques. Prerequisites - Proficiency in Python and familiarity with machine learning and NLP concepts. - Experience with neural network frameworks, preferably PyTorch, as used by the HuggingFace Transformers library. - A Google account to access Google Colab for hands-on exercises.

In a constantly evolving digital world, Artificial Intelligence has ceased to be a futuristic concept to become an essential tool in various areas of our daily lives. However, the challenge has always been how to make this technology accessible to those who have no programming experience. This is where this course comes to life. Have you ever wondered how to create intelligent, automated solutions without having to learn to program from scratch? This course is your answer. We offer you a unique opportunity to learn how to develop applications powered by ChatGPT and LLMs without writing a single line of code. Not only do we provide you with access to one of the most revolutionary technologies of the moment, but we give you the ability to design, prototype and launch your own AI-based solutions. Content Description: - Solid Fundamentals: Start with a clear understanding of Language Models and discover the power behind ChatGPT. - Tools at your fingertips: Learn about cutting-edge tools like LangChain and Flowise that will allow you to bring your ideas to life. - Hands-on projects: Apply your knowledge through practical projects and challenges that guarantee an immersive learning experience. - Future of AI and ChatGPT: Discover Auto-GPT and other cutting-edge models that are defining the next horizon of AI. There are no longer any barriers between you and next-generation AI applications. Take this opportunity to master ChatGPT and other AI tools, all without having to dive into complex lines of code. Are you ready to transform the future with your own intelligent solutions? Start your journey today!

Welcome to the Captivating World of LLM Prompt Engineering! This course empowers you to unlock the true potential of Large Language Models (LLMs), 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 LLMs, 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 knowledge into tangible results. Structured Learning Journey for Success: - - Clear and Concise Explanations: Simplify complex topics with bite-sized lessons and clear explanations. - Interactive Learning Approach: Utilize a variety of learning methods, including interactive code walkthroughs, to reinforce understanding and foster your development as an LLM prompt engineering expert. - Progressive Curriculum Design: Build your expertise step-by-step, starting with the fundamentals of LLMs and prompt engineering and progressing to advanced techniques. Embrace the Future of AI Interaction: By mastering LLM prompt engineering, you'll be at the forefront of the human-AI interaction revolution. This course equips you with the skills and knowledge to confidently navigate this exciting field and unlock the true power of LLMs. Let's embark on this journey together and explore the boundless possibilities of AI!

Welcome to 'AI for Marketing - Job-based training 2024', a first-of-its kind short program designed for marketers, jobseekers and career change aspirants who would like to specialize on AI or work as a Digital Marketing Manager equipped with AI skills. This course is specifically created as a JOB-BASED TRAINING program thereby teaching concepts hands-on and relevant to real-work environment. If you are looking for a job in Marketing or if you are a student who would like to get first experience in AI, this course is also for you. Tools you will learn: 1. Machine Learning fundamentals 2. Supervised learning 3. Unsupervised learning 4. AI applications in Marketing: ChatGPT, Tidio Chatbots, Google Analytics and many more Extra Module and Benefits: 1. AI Fundamentals and Applications: Unlock exclusive access to one of our AI modules Learn from our experts leveraging AI to enhance your productivity and understand the wide variety of applications of AI across industries 2. Career Guidance Understand how to effectively search for a job, find startups, craft a compelling CV and Cover Letter, types of job platforms and many more! Trainers: Dr. Chetana Didigu - Germany Experienced Data Scientist, Product Owner, and PhD graduate from IIM Ahmedabad and has worked 10+ years in various top companies in the world like Amazon, FLIX, Zalando, HCL. Aravinth Palaniswamy - Germany Founder of 2 startups in Germany and India, Technology Consultant, and Chief Product & Growth Officer of Moyyn, and has 10+ years of experience in Venture Building, Product and Marketing. Arvi is one of the co-founders of AI based Recruitment Automation Platform - Moyyn.

Accessing Data Privacy Risks and knowing whether an organization is compliant with specific legal parameters are two things that can bring any company down when they are oblivious of what should be done. Hence, this course will be showing you how you can implement the General Data Protection Regulation by setting a couple of things right in your organization. In this course, you will be given in-depth lessons on the General Data Protection Regulation as well as mitigating risk compliance. Our instructors are well-experienced and dedicated professionals in every sense of the word. Their method of interaction is what can be appreciated by any class of students. Our experience in the field of data cannot be overemphasized, and our achievements speak volumes. We have spent quality time and plenty of years to build our knowledge and track record on the Data Governance Control Framework, intimating us with the necessary expertise in this field of study. We have got the best assessment methods for evaluating our students’ performance in the course of their learning, and our teaching techniques are nothing short of absolute brilliance. Above all, the benefits of going through this course are enormous. Participants will be fully entrenched in the know regarding how they can implement the General Data Protection Regulation. Participants should, at the end of the day, be able to establish the vulnerability status of an organization on data privacy risks.

Note: This course was recently updated (Dec 2022) WHY IS THIS COURSE IMPORTANT? Artificial Intelligence (AI) refers to systems that mimic human intelligence to perform tasks and make decisions. In healthcare, AI has the potential of improving diagnosis and treatment of patients. It helps providers make better informed decisions much more rapidly than ever before. There is a lot of hype about AI and its potential .. some of it true and much of it misleading. Understanding the core principles of AI and how it might play a critical role in healthcare could potentially be a game changer over the years. WHAT WILL YOU LEARN IN THIS COURSE? In this course, you will learn: - Hollywood’s portrayal of AI - Historical Perspective of AI - The HypeCycle and the launch of AI devices - Rule based machines - Fundamental concepts behind AI in non-technical terms - 5 promising clinical applications of AI - Challenges of AI in healthcare This course includes: - Video lectures - Quiz to test your retention - Significant number of resources to do a deeper dive into his topic. WHO IS THE IDEAL STUDENT FOR THIS COURSE? You will learn a lot from this course if you are - Thinking about choosing healthcare as a career - Looking to advance your career in healthcare - Looking to expand your knowledge of healthcare to better perform your current job and better understand how it fits into the ecosystem of patient care and better serve those in need - Curious about everything and want to learn more about healthcare just for the sake of expanding your knowledge base. WHAT IS YOUR TEACHING STYLE? My teaching style is a very pragmatic one. I assume you know nothing about this topic and start with the foundation and build from there. Some of these concepts could be challenging, so I sprinkle in as many examples as I can, both non healthcare and healthcare, to assure full understanding of the topic. This is why I have appended "Plain and Simple" to all my courses. WHY ARE YOU QUALIFIED TO TEACH THIS COURSE? I spent 35 years in the designing and launching of medical imaging products and services. My career evolved from leading engineering teams, to becoming VP Marketing and then to president of a Healthcare IT firm. It is also based on 15 years of university teaching.

The AI-900 certification is a fundamental level certification allowing you to acquire the essential foundations to master the Microsoft Azure Artificial Intelligence environment The certification is based on 4 main themes: - A comprehensive description of Artificial Intelligence workloads and considerations - A detailed description of the fundamentals of Machine Learning on Azure - A description of the characteristics of computer vision workloads on Azure - And finally a description of Natural Language Processing (NLP) workloads on Azure This certification is accessible to everyone and does not require any prerequisites or special technical knowledge. With this certification you will be able to enhance your in-depth knowledge of the Microsoft Azure Artificial Intelligence ecosystem and be able to bring added value to your company and boost your career. My training 100% complies with the official Microsoft program I have chosen to systematically add to this program a practical part for each concept covered. This will give you the opportunity to see directly how to implement the concepts you are going to learn. You will find at the end of each main theme, a series of 10 AI-900 certification level questions, allowing you to test yourself, i.e. 40 questions for this training The complete PDF training support is available as a FREE resource

Hi there! My name is Alvin and I am the CTO of EZread, an education-based website that provides students with summaries of their textbooks using the power of GPT-3 artificial intelligence. In this course, we will be using the MERN stack (MongoDB, Express.js, React.js, and Node.js) to build a full stack SaaS web application that leverages GPT-3. GPT-3 (Generative Pre-trained Transformer 3) is a state-of-the-art natural language processing model developed by OpenAI. It has the ability to generate human-like text, complete tasks such as translation and summarization, and even generate code By combining the power of GPT-3 with full stack development, we can create truly innovative and dynamic SaaS web applications that can improve various industries and solve real-world problems. In this course, we will explore how to utilize GPT-3 in a full stack SaaS web application, as well as learn the skills needed to build a such an application using the MERN stack and Stripe (for payment processing). Whether you are a beginner developer looking to get started with GPT-3 or an experienced programmer looking to add this powerful tool to your skillset, this course has something for everyone. By the end of this course, you will have a solid understanding of how to leverage GPT-3 and the MERN stack to build modern, intelligent SaaS web applications. So join me in this exciting journey and let's create something great together!

This course on GitHub Copilot: AI-Powered Code Generation is designed to empower developers with the knowledge and skills to leverage the capabilities of AI for code generation. GitHub Copilot is an advanced AI tool that can assist developers by automatically suggesting code snippets and completing code lines based on context and programming patterns. In this course, you will learn how to integrate GitHub Copilot into your coding workflow and harness its power to increase productivity and efficiency. You will explore various programming languages and platforms that are supported by GitHub Copilot, and understand how to make the most out of its code generation capabilities. The course will cover essential topics such as: 1. Introduction to GitHub Copilot: Discover the features and functionalities of GitHub Copilot and understand its potential for transforming your coding experience. 2. Getting Started: Learn how to set up and configure GitHub Copilot in your preferred development environment, and explore the available options and settings. 3. AI-Powered Code Suggestions: Dive into the mechanics of GitHub Copilot's AI algorithms and learn how it generates intelligent code suggestions based on context and existing code patterns. 4. Integrating Copilot in Your Workflow: Explore different ways to integrate GitHub Copilot seamlessly into your coding workflow, and discover techniques for leveraging its suggestions effectively. 5. Customizing Copilot: Understand how to personalize and customize GitHub Copilot to align with your coding preferences and optimize its code generation capabilities. 6. Best Practices and Tips: Discover best practices and practical tips for maximizing the benefits of GitHub Copilot while ensuring code quality and maintainability. 7. Advanced Features and Future Developments: Get a glimpse of advanced features and upcoming developments in GitHub Copilot, and stay ahead of the curve in AI-powered code generation. Throughout the course, you will have hands-on exercises and coding examples to reinforce your understanding and practical skills. By the end, you will have a solid foundation in utilizing GitHub Copilot effectively and integrating AI-powered code generation into your development projects, boosting your productivity and enabling you to write code faster and more efficiently.

Ready to skyrocket your Instagram growth and become a viral sensation? Welcome to "Instagram AI Training: Use AI to Create Viral Reels" – the ultimate course designed to transform your Instagram presence into a powerhouse of influence and engagement! In today's fast-paced digital world, mastering Instagram is essential for anyone looking to make a mark online. With the explosive popularity of reels, leveraging the power of AI is the game-changer you've been waiting for. Dive deep into the realm of Instagram reels and unlock the secrets to creating captivating content that stops the scroll and drives massive engagement. From understanding the psychology behind viral content to harnessing the latest Artificial Inteligence platforms, this course equips you with the tools and strategies to elevate your Instagram game like never before. Whether you're an aspiring Instagram influencer, a seasoned content creator, or a business looking to maximize your Instagram ads, this course is your blueprint to success. Learn how to leverage AI algorithms to analyze trends, craft compelling reels, and stay ahead of the competition in the ever-evolving landscape of social media. Here's what you'll gain from this course: - Uncover the untapped potential of AI for Instagram growth - Master the art of creating Instagram reels that captivate and convert - Explore AI platforms and techniques for content creation that sets you apart - Supercharge your Instagram reels and become an influencer in your niche - Stay ahead of the curve with insider tips and tricks for staying relevant in the ever-evolving world of social media Don't let your Instagram reel in mediocrity – join and unlock the full potential of your social media presence with "Instagram AI Training: Use AI to Create Viral Reels" today! Don't go on wondering "What would have happened if I had done it". You won't be disappointed, plus you get an unconditional 30-day money-back guarantee. What have you got to lose? You will get: - Lifetime Access to The Course - Quick & Helpful Support in the Q&A Section - 30 Days Money Back Guarantee!