Train and Fine-tune LLMs for Production

ActiveLoop, in collaboration with Towards AI and the Intel Disruptor Initiative, offers the Gen AI 360 Foundational Model Certification. This certification equips tomorrow’s Gen AI professionals, executives, and enthusiasts with essential skills for mastering Large Language Models (LLMs)—from training to deploying them in production.

Here’s what you can expect from the Train and Fine-tune LLMs for Production course:

1. Course Overview:
   • The course spans over 66 lessons and includes 1.5 hours of high-level video content.
   • It features 10 practical projects where you’ll apply fine-tuning techniques to LLMs, including 4th Generation Intel® Xeon® Scalable Processors, SFT, RLHF, and LoRA.
   • The course is interactive and full of real-world applications.
2. Bridging Theory and Practice:
   • Training and Fine-tuning LLMs for Production provides deep, practical insights into the world of LLMs.
   • You’ll explore the intricacies of:
     • Training LLMs from scratch.
     • Fine-tuning LLMs using techniques like LoRA and SFT.
     • Improving LLMs with RLHF (Reinforcement Learning from Human Feedback).
     • Deploying LLMs effectively.
3. Course Modules:
   • Introduction to LLMs:
     • Foundational LLM concepts.
     • Understanding Transformers and GPT architectures.
   • Training LLMs:
     • When to train an LLM from scratch.
     • Deep Lake and data loaders.
     • Scaling LLM training.
   • Fine-Tuning LLMs:
     • Techniques for fine-tuning LLMs.
     • LoRA and SFT.
     • Fine-tuning on specific domains (tweets, financial sentiment, medical data).
   • Improving LLMs with RLHF:
     • Reinforcement Learning from Human Feedback.
     • Enhancing trained models.
   • Deploying LLMs:
     • Challenges of LLM deployment.
     • Model quantization and pruning.
     • Deploying on cloud CPUs.
4. Advanced Topics and Future Directions:
   • Multimodal models.
   • Expanding context windows.
   • Training on generated data.
   • Next challenges in LLM research.
5. Course Highlights:
   • Free enrollment.
   • 10+ practical projects.
   • State-of-the-art techniques for LLM development.
   • Real-world applications.

Ready to dive into the world of LLMs? Enroll in the Train and Fine-tune LLMs for Production course and unlock your potential! 🚀🌟