GenAI & LLMs A-Z (Advanced Technical Course)

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Dive into the World of Large Language Models, Transformers, and GPT


Are you fascinated by the evolving field of Artificial Intelligence and Natural Language Processing? Our new course is tailored just for you!

This course will demystify the complex concepts of Large Language Models like GPT and the mechanics of Transformers. We're here to guide you through the intricate world of these advanced technologies.


Course Structure:

  • Part 1 - Welcome: Start your adventure with an introduction to Large Language Models, a historical perspective on Transformers, and insights into how LLMs like ChatGPT generate text.

  • Part 2 - Input Pre-Processing: Dive into the critical stages of preparing data for LLMs, covering tokenization, input embedding, and positional encoding, which lay the groundwork for understanding model inputs.

  • Part 3 - Self-Attention: Explore the Self-Attention mechanism, a pivotal component in Transformer models that enables the model to weigh the importance of different words in a sentence.

  • Part 4 - LLM Model Output: Explore how LLMs generate outputs, focusing on the roles of residual connections, layer normalization, and feed-forward neural networks.

  • Part 5 - Training an LLM: Gain practical knowledge about training LLMs, including the intricacies of masking and its variations, and delve into the multi-step process of LLM training.

  • Part 6 - Advanced LLM Concepts: Elevate your understanding with advanced topics like the context window, self-supervised training, the power of LLMs, and their parallelization techniques.

  • Part 7 - LLM Tuning: Learn about the fine-tuning of LLMs for specific applications, including RLHF, business applications, LoRA, and QLoRA.

  • Part 8 - Practical Tutorials: Learn from hands-on tutorials led by expert Hadelin de Ponteves while fine-tuning a real-life LLM on an actual medical dataset! Practice everything youā€™ve learned in the course AND get to know how to use the famous Hugging Face libraries & tools.

  • Part 9 - The Full Transformer Model: Conclude with a comprehensive overview of the full Transformer model, encompassing text generation, cross-attention, and understanding the interplay between the decoder and encoder.


Why Choose This Course?

  • Expert Knowledge: Learn from industry leaders with extensive experience in AI and NLP.

  • Hands-On Learning: Engage with practical exercises and real-world case studies to apply your knowledge.

  • Flexibility: Whether you are starting from scratch or looking to update your skills, this course is structured to cater to your learning pace and style.

  • Community and Support: Join a community of like-minded learners and professionals, with access to expert support throughout your learning journey.


LLMs are here to stay and this course is your portal to mastering Large Language Models and Transformers, breaking down complex concepts into digestible segments. Ideal for students, professionals, or AI enthusiasts, it provides a comprehensive understanding of these cutting-edge technologies helping you to stay relevant and get ahead in your career.

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Accelerate your Career and boost your Earning Potential with our Expert Instructors & Community! What Youā€™ll Unlock: - šŸŽ“ 40+ Courses (over 200 hours!) - šŸš€ 17 Specialized Career Paths - šŸ“ Quizzes and Practice Activities - šŸ“œ Certificates for Courses & Career Paths - šŸ† Prizes for Learning - šŸ§Ŗ Weekly Live Labs (plus recordings!) - šŸŽÆ Monthly Missions to practice even more - šŸ’¼ Monthly Career Booster Events - šŸ’¬ Full access to the SDS Community - āš” Monthly Speed Networking - šŸ„ Monthly Resume Clinics - šŸ‘„ Group Mentorship Program "In just a few months of learning at SDS, I landed a Data Analyst job!" ā€” Sanaz Afshar, California

Pro Subscription - Monthly

$157

/ Month

Accelerate your Career and boost your Earning Potential with our Expert Instructors & Community! What Youā€™ll Unlock: - šŸŽ“ 40+ Courses (over 200 hours!) - šŸš€ 17 Specialized Career Paths - šŸ“ Quizzes and Practice Activities - šŸ“œ Certificates for Courses & Career Paths - šŸ† Prizes for Learning - šŸ§Ŗ Weekly Live Labs (plus recordings!) - šŸŽÆ Monthly Missions to practice even more - šŸ’¼ Monthly Career Booster Events - šŸ’¬ Full access to the SDS Community - āš” Monthly Speed Networking - šŸ„ Monthly Resume Clinics - šŸ‘„ Group Mentorship Program Plus, Pro Plan perks just for you: - šŸŒŸ A Personalized Career Path built around your goals - šŸ§‘ā€šŸ« 1-on-1 Mentoring Sessions every month - āœļø Personalized Resume Reviews "In just a few months of learning at SDS, I landed a Data Analyst job!" ā€” Sanaz Afshar, California

Course content

12 sectionsā€¢72 lessonsā€¢6 hr 5 min