Introduction to Large Language Models (LLMs)

"Unlock the Power of Language! 🚀💬 Discover the Magic of Large Language Models and NLP! 🤖💻
Join us on a journey through the fascinating world of Natural Language Processing (NLP) and Large Language Models! 🌐 In this video, we'll explore the latest advancements and techniques in:
📊 Introduction to Large Language Models: The foundation of modern NLP
💡 NLP and Deep Learning: The intersection of language and machine learning 📚 Word Embeddings: Word2Vec, GloVE, and more!
🤔 🤖 Neural Language Models: CNN, RNN, Seq2Seq, Attention, and more!
📈 🔍 Transformer: The revolutionary architecture that's changing the game!
🚀 📊 Positional Encoding: The secret to understanding sequential data!
📝 📈 Tokenization strategies: The art of breaking down text into meaningful pieces!
🤯 📊 Decoder only language model: The power of generating text without context!
📄 📈 Prefix Language Model: The art of generating text with a prefix! 📝
📊 Decoding strategies: The techniques for generating text from a language model!
📊 📈 Encoder only language model: The power of understanding text without generating it!
📊 📈 Encoder decoder language model: The ultimate combination of understanding and generating text!
🤖 📊 Instruction fine-tuning: The art of fine-tuning a language model for specific tasks!
📈 📊 In-context learning: The power of learning from context!
📊 📈 Advanced Prompting: Chain of Thoughts, Graph of Thoughts, Prompt Chaining, and more!
🤔 📊 Alignment: The secret to ensuring language models are fair and unbiased!
🚫 📈 Parameter Efficient Fine-tuning (PEFT): The technique for fine-tuning language models with minimal parameters!
📊 📈 Knowledge Graphs: The power of representing knowledge in a graphical format!
📈 📊 Open book question answering: The art of answering questions with access to external knowledge!
📚 📈 Graph retrieval augmentation: The technique for augmenting language models with external knowledge!
📈 📊 Overview of recently popular models: The latest and greatest in language models!
🤖 🚨 Hallucination, Bias, toxicity, Guardrails, mitigation: The challenges and solutions for ensuring language models are safe and fair! 🚫
Join us on this journey and discover the magic of Large Language Models and NLP! 🎉
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