Best LLM Pretraining to Real World Application Pipeline with Code Explained
2 هزار بار بازدید -
3 ماه پیش
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Discover the 5-step pipeline to
Discover the 5-step pipeline to pretrain Llama from scratch and create real-world applications like a PDF Bot! Learn how to navigate pretraining, instruction tuning, preference alignment, and more in this comprehensive guide. 🚀🔍
Unlock the secrets of pretraining Llama and building practical applications with this step-by-step pipeline:
Pretraining: Dive into the initial phase of training, where the model learns to predict the next token in a random dataset, laying the foundation for language understanding. 📚🔮
Instruction Tuning: Explore the process of fine-tuning the model to follow user instructions effectively, enhancing its ability to generate desired responses. 🎯💬
Preference Alignment (DPO): Learn how to align the model's output with human preferences using Direct Preference Optimization (DPO), ensuring more user-centric responses. 💡🔄
Optional: ORPO Integration: Consider the option of integrating Odds Ratio Preference Optimization (ORPO), a combined approach replacing instruction tuning and preference alignment for more efficient model training. ⚙️🔀
Real-World Application Building: Witness the culmination of your training efforts as you deploy the model to create practical applications like RAG QA systems, chatbots, and function calling tools. 🛠️💬
Follow along as we demonstrate the pipeline by building a PDF Bot capable of answering questions from uploaded PDFs, showcasing the power and versatility of Llama in real-world scenarios. 📄💬
Whether you're a seasoned AI enthusiast or a curious beginner, this guide offers valuable insights into training Llama from scratch and leveraging its capabilities to develop innovative applications. Elevate your AI projects and embark on a journey of discovery with Llama! 🌟🧠
Join this channel to get access to perks:
@neuralhackswithvasanth
Important Links:
Github Repo: https://github.com/Vasanthengineer494...
For further discussions please join the following telegram group
Telegram Group Link: https://t.me/nhv4949
You can also connect with me in the following socials
Gmail: [email protected]
LinkedIn: LinkedIn: vasanthengineer4949
Other Playlist Links:
AI Realtime Projects using LLMs - AI Realtime Projects using LLMs
NLP Advanced Roadmap - NLP Advanced Roadmap
LLMs Related - LLMs Related
NLP Research Papers - NLP Research Papers
Mistral Research to Real World Applications - Mistral Research To Real World Applic...
NLP Projects - NLP Projects
Langchain Projects - Langchain Projects
ML Bootcamp - ML Bootcamp
Unlock the secrets of pretraining Llama and building practical applications with this step-by-step pipeline:
Pretraining: Dive into the initial phase of training, where the model learns to predict the next token in a random dataset, laying the foundation for language understanding. 📚🔮
Instruction Tuning: Explore the process of fine-tuning the model to follow user instructions effectively, enhancing its ability to generate desired responses. 🎯💬
Preference Alignment (DPO): Learn how to align the model's output with human preferences using Direct Preference Optimization (DPO), ensuring more user-centric responses. 💡🔄
Optional: ORPO Integration: Consider the option of integrating Odds Ratio Preference Optimization (ORPO), a combined approach replacing instruction tuning and preference alignment for more efficient model training. ⚙️🔀
Real-World Application Building: Witness the culmination of your training efforts as you deploy the model to create practical applications like RAG QA systems, chatbots, and function calling tools. 🛠️💬
Follow along as we demonstrate the pipeline by building a PDF Bot capable of answering questions from uploaded PDFs, showcasing the power and versatility of Llama in real-world scenarios. 📄💬
Whether you're a seasoned AI enthusiast or a curious beginner, this guide offers valuable insights into training Llama from scratch and leveraging its capabilities to develop innovative applications. Elevate your AI projects and embark on a journey of discovery with Llama! 🌟🧠
Join this channel to get access to perks:
@neuralhackswithvasanth
Important Links:
Github Repo: https://github.com/Vasanthengineer494...
For further discussions please join the following telegram group
Telegram Group Link: https://t.me/nhv4949
You can also connect with me in the following socials
Gmail: [email protected]
LinkedIn: LinkedIn: vasanthengineer4949
Other Playlist Links:
AI Realtime Projects using LLMs - AI Realtime Projects using LLMs
NLP Advanced Roadmap - NLP Advanced Roadmap
LLMs Related - LLMs Related
NLP Research Papers - NLP Research Papers
Mistral Research to Real World Applications - Mistral Research To Real World Applic...
NLP Projects - NLP Projects
Langchain Projects - Langchain Projects
ML Bootcamp - ML Bootcamp
3 ماه پیش
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