Applied Generative AI and Natural Language Processing

Understand Generative AI, Prompt Engineering, Huggingface-Models, LLMs, Vector Databases, RAG, OpenAI, Claude, Llama2

4.72 (90 reviews)
Udemy
platform
English
language
Data Science
category
instructor
Applied Generative AI and Natural Language Processing
5,807
students
9 hours
content
Apr 2024
last update
$54.99
regular price

What you will learn

Introduction to Natural Language Processing (NLP)

model implementation based on huggingface-models

working with OpenAI

Vector Databases

Multimodal Vector Databases

Retrieval-Augmented-Generation (RAG)

Real-World Applications and Case Studies

implement Zero-Shot Classification, Text Classification, Text Generation

fine-tune models

data augmentation

Prompt Engineering

Zero-Shot Promping

Few-Shot Prompting

Chain-of-Thought (Few-Shot CoT, Zero-Shot CoT)

Self-Consistency Chain-of-Thought

Prompt Chaining

Tree-of-Thought

Self-Feedback

Self-Critique

Claude 3

Open Source Models, e.g. LLama 2, Mistral

Why take this course?

🌟 **Unlock the Secrets of Generative AI and NLP with Bert Gollnick!** 🚀 **Course Title:** Applied Generative AI and Natural Language Processing **Headline:** Understand Generative AI, Prompt Engineering, Huggingface-Models, LLMs, Vector Databases, RAG, OpenAI, Claude, Llama2 --- ### Course Description: Embark on a transformative journey through the world of Natural Language Processing (NLP) and Generative AI with our comprehensive online course. Whether you're starting out or looking to deepen your expertise, this course is meticulously tailored for all levels, ensuring that both beginners and advanced professionals can harness the power of NLP and AI to tackle real-world challenges. **Why Take This Course?** - **Broad Topics Coverage**: From the basics to state-of-the-art techniques, we cover a comprehensive range of topics in NLP and Generative AI. - **Expert Led**: Learn from the best – Bert Gollnick, a seasoned instructor with hands-on industry experience. - **Real-World Applications**: Apply your knowledge to practical scenarios, enhancing your problem-solving skills within the field of NLP. - **Industry Standards**: Get up-to-date with industry standards and cutting-edge tools used by professionals worldwide. ### Course Highlights: 🎓 1️⃣ **NLP-Introduction** 🔍 - Gain a solid understanding of NLP's fundamental principles and applications. - Dive into the basics of NLP, word embeddings, and transformers to build a strong foundation. 2️⃣ **Huggingface for Pre-Trained Networks** 🤖 - Discover how to leverage Huggingface models tailored to your specific needs. 3️⃣ **Model Fine-Tuning** 🔄 - Learn the art of fine-tuning pre-trained networks for tasks or datasets that require a more customized approach. 4️⃫ **Vector Databases** 📚 - Master the use of vector databases to query information from texts efficiently. - Implement ChromaDB and explore multimodal vector databases for advanced applications. 5️⃣ **OpenAI API** 🧠 - Explore the powerful OpenAI API and its applications in Python, seamlessly integrating it into your workflow. 6️⃦ **Prompt Engineering** ✍️ - Learn effective strategies for creating prompts that unlock the full potential of generative AI models. 7️⃣ **Advanced Prompt Engineering** 🧠💡 - Dive deeper with techniques like few-shot prompting, chain-of-thought, and self-consistency chain-of-thought to elevate your prompts. 8️⃫ **Retrieval-Augmented Generation (RAG)** 🔍 - Understand the RAG theory and implement RAG to enhance NLP models with retrieval capabilities. 9️⃰ **Capstone Project "Chatbot"** 🤖💬 - Apply your skills to create a chatbot that can interact with text data, followed by developing a web application for it. 10️⃣ **Open Source LLMs (Large Language Models)** 🌐 - Learn how to work with open-source LLMs like Meta Llama 2 and Mistral Mixtral to push the boundaries of what's possible. 11️⃤ **Data Augmentation** 📈 - Explore the theory and practical approaches behind NLP data augmentation, implementing these techniques in real-world scenarios. --- **Join us now and be at the forefront of the AI revolution! 🚀** With this course under your belt, you'll be equipped to navigate and excel in the dynamic field of Generative AI and NLP. Sign up today and transform your career with the knowledge and skills that will set you apart in an ever-evolving industry. 🎓✨

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5762060
udemy ID
1/13/2024
course created date
3/2/2024
course indexed date
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