Core AI

Large Language Models

Deep dives into GPT, Claude, Gemini, Llama and the transformers powering modern AI

24,704
lessons
Skills in this topic
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LLM Foundations
beginner
Explain how transformers generate text
Prompt Craft
beginner
Write zero-shot and few-shot prompts
LLM Engineering
intermediate
Call LLM APIs with function/tool use
Fine-tuning LLMs
advanced
Prepare fine-tuning datasets
Multimodal LLMs
advanced
Use GPT-4V / Claude Vision for image understanding
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What is Chunking in AI? The Beginners Guide. The Power of Chunking in LLMs & RAG Explained!
Large Language Models
What is Chunking in AI? The Beginners Guide. The Power of Chunking in LLMs & RAG Explained!
AI Foundation Learning Beginner 1y ago
Exploring the Autodesk Maya and NVIDIA ACE Open Source Code
Large Language Models
Exploring the Autodesk Maya and NVIDIA ACE Open Source Code
NVIDIA Developer Beginner 1y ago
OpenAI’s New ChatGPT Goes On Steroids!
Large Language Models ⚡ AI Lesson
OpenAI’s New ChatGPT Goes On Steroids!
Two Minute Papers Advanced 1y ago
Data Science vs. Statistics: Tech Careers
Large Language Models
Data Science vs. Statistics: Tech Careers
Jean Lee Intermediate 1y ago
Multimodal Projects, LLM Entity Extraction, Cheaper Tokens, and More!
Large Language Models
Multimodal Projects, LLM Entity Extraction, Cheaper Tokens, and More!
Voiceflow Beginner 1y ago
Introducing Google Chrome Built-in AI Challenge
Large Language Models
Introducing Google Chrome Built-in AI Challenge
Chrome for Developers Beginner 1y ago
Its Time To Talk About The Truth Behind OpenAI...
Large Language Models
Its Time To Talk About The Truth Behind OpenAI...
TheAIGRID Beginner 1y ago
Advanced Voice Mode's Amazing Accents
Large Language Models
Advanced Voice Mode's Amazing Accents
The AI Advantage Advanced 1y ago
The Quest for Community-Trained Open Source AI Models
Large Language Models ⚡ AI Lesson
The Quest for Community-Trained Open Source AI Models
a16z Intermediate 1y ago
LIQUID AI 40B (MIT): REAL Performance on Reasoning (My 5 Tests)
Large Language Models
LIQUID AI 40B (MIT): REAL Performance on Reasoning (My 5 Tests)
Discover AI Advanced 1y ago
Lightning Talk: Sparsifying Vision Transformers with Minimal Accuracy Loss - Jesse Cai, Meta
Large Language Models
Lightning Talk: Sparsifying Vision Transformers with Minimal Accuracy Loss - Jesse Cai, Meta
PyTorch Advanced 1y ago
Sponsored Session: NeMo-Aligner: A Scalable Toolkit for Model Alignment - Gerald Shen & Jimmy Zhang
Large Language Models ⚡ AI Lesson
Sponsored Session: NeMo-Aligner: A Scalable Toolkit for Model Alignment - Gerald Shen & Jimmy Zhang
PyTorch Advanced 1y ago
Together Goes Brrr: Threading Research & Production with Torch Compile - Pragaash Ponnusamy
Large Language Models ⚡ AI Lesson
Together Goes Brrr: Threading Research & Production with Torch Compile - Pragaash Ponnusamy
PyTorch Advanced 1y ago
Running State-of-Art Gen AI Models on-Device with NPU Acceleration - Felix Baum, Qualcomm
Large Language Models
Running State-of-Art Gen AI Models on-Device with NPU Acceleration - Felix Baum, Qualcomm
PyTorch Intermediate 1y ago
Welcome to the PyTorch Ecosystem for LLM Fine-tuning Mini Summit - Kartikay Khandelwal, Meta
Large Language Models
Welcome to the PyTorch Ecosystem for LLM Fine-tuning Mini Summit - Kartikay Khandelwal, Meta
PyTorch Advanced 1y ago
TorchInductor CPU Backend Advancements: New Features and Performance Imp... Jiong Gong & Leslie Fang
Large Language Models
TorchInductor CPU Backend Advancements: New Features and Performance Imp... Jiong Gong & Leslie Fang
PyTorch Advanced 1y ago
Maximizing Training Throughput Using Torch.Compile and FSDP - L. Chu, A. Viros i Martin, B. Vaughan
Large Language Models
Maximizing Training Throughput Using Torch.Compile and FSDP - L. Chu, A. Viros i Martin, B. Vaughan
PyTorch Advanced 1y ago
The Challenges of Building an Opinionated Open Source LLM Framework - Wing Lian, Axolotl AI
Large Language Models
The Challenges of Building an Opinionated Open Source LLM Framework - Wing Lian, Axolotl AI
PyTorch Advanced 1y ago
Meta Llama 3 and the Future of Responsible AI Development - Spencer Whitman & Vincent Gonguet, Meta
Large Language Models
Meta Llama 3 and the Future of Responsible AI Development - Spencer Whitman & Vincent Gonguet, Meta
PyTorch Intermediate 1y ago
Panel Discussion - T. Dettmers, H. Schoelkopf, A. Chowdhery, A. Conneau, Moderated by K. Khandelwal
Large Language Models
Panel Discussion - T. Dettmers, H. Schoelkopf, A. Chowdhery, A. Conneau, Moderated by K. Khandelwal
PyTorch Advanced 1y ago
torchtune: Easy and Accessible Finetuning in Native PyTorch - Evan Smothers, Meta
Large Language Models
torchtune: Easy and Accessible Finetuning in Native PyTorch - Evan Smothers, Meta
PyTorch Advanced 1y ago
The State of the Llama Ecosystem - Joe Spisak, Meta
Large Language Models
The State of the Llama Ecosystem - Joe Spisak, Meta
PyTorch Advanced 1y ago
Hacks to Make LLM Training Faster - Daniel Han, Unsloth AI
Large Language Models ⚡ AI Lesson
Hacks to Make LLM Training Faster - Daniel Han, Unsloth AI
PyTorch Advanced 1y ago
ExecuTorch Beta and on-Device Generative AI Support - Mergen Nachin & Mengtao (Martin) Yuan, Meta
Large Language Models
ExecuTorch Beta and on-Device Generative AI Support - Mergen Nachin & Mengtao (Martin) Yuan, Meta
PyTorch Intermediate 1y ago
Lightning Talk: FlexAttention - The Flexibility of PyTorch + The Performa... Yanbo Liang & Horace He
Large Language Models ⚡ AI Lesson
Lightning Talk: FlexAttention - The Flexibility of PyTorch + The Performa... Yanbo Liang & Horace He
PyTorch Beginner 1y ago
Sponsored Session: Torchchat: A Showcase of PyTorch LLM Ubiquity - Jack Khuu & Jesse White, Meta
Large Language Models
Sponsored Session: Torchchat: A Showcase of PyTorch LLM Ubiquity - Jack Khuu & Jesse White, Meta
PyTorch Intermediate 1y ago
Lightning Talk: Making the Most of Heterogeneous Memory Capacity Using PyTorch - Syed Ahmed, NVIDIA
Large Language Models ⚡ AI Lesson
Lightning Talk: Making the Most of Heterogeneous Memory Capacity Using PyTorch - Syed Ahmed, NVIDIA
PyTorch Intermediate 1y ago
Training MoEs at Scale with PyTorch - Mihir Patel & Brian Chu, Databricks
Large Language Models
Training MoEs at Scale with PyTorch - Mihir Patel & Brian Chu, Databricks
PyTorch Advanced 1y ago
Lightning Talk: LLMs on Edge with AI Accelerators - Chen Lai, Kimish Patel & Cemal Bilgin, Meta
Large Language Models ⚡ AI Lesson
Lightning Talk: LLMs on Edge with AI Accelerators - Chen Lai, Kimish Patel & Cemal Bilgin, Meta
PyTorch Advanced 1y ago
A Distributed Stateful Dataloader for Large-Scale Pretraining - Davis Wertheimer & Linsong Chu
Large Language Models
A Distributed Stateful Dataloader for Large-Scale Pretraining - Davis Wertheimer & Linsong Chu
PyTorch Advanced 1y ago
Lightning Talk: Introduction to Torch.Distributed.Pipelining - Howard Huang & Ke Wen, Meta
Large Language Models
Lightning Talk: Introduction to Torch.Distributed.Pipelining - Howard Huang & Ke Wen, Meta
PyTorch Beginner 1y ago
Torchtitan: Large-Scale LLM Training Using Native PyTorch 3D Parallel... Wanchao Liang & Linsong Chu
Large Language Models ⚡ AI Lesson
Torchtitan: Large-Scale LLM Training Using Native PyTorch 3D Parallel... Wanchao Liang & Linsong Chu
PyTorch Advanced 1y ago
Lightning Talk: AOTriton: Ahead of Time Triton Kernel Libraries on ROCm - Jeff Daily, AMD
Large Language Models
Lightning Talk: AOTriton: Ahead of Time Triton Kernel Libraries on ROCm - Jeff Daily, AMD
PyTorch Intermediate 1y ago
Lightning Talk: Empowering Developers: Tools and Resources for Running Generative A... Pareena Verma
Large Language Models ⚡ AI Lesson
Lightning Talk: Empowering Developers: Tools and Resources for Running Generative A... Pareena Verma
PyTorch Intermediate 1y ago
The Rise of `Transformers` in the Growing PyTorch Ecosystem - Arthur Zucker, Hugging Face
Large Language Models ⚡ AI Lesson
The Rise of `Transformers` in the Growing PyTorch Ecosystem - Arthur Zucker, Hugging Face
PyTorch Intermediate 1y ago
Sponsored Keynote: The Lightning AI OSS Stack for Accelerating the AI Lifecycle - Luca Antiga
Large Language Models ⚡ AI Lesson
Sponsored Keynote: The Lightning AI OSS Stack for Accelerating the AI Lifecycle - Luca Antiga
PyTorch Advanced 1y ago
Keynote: Open Language Models (OLMo): Accelerating the Science of Language Modeling Hanna Hajishirzi
Large Language Models
Keynote: Open Language Models (OLMo): Accelerating the Science of Language Modeling Hanna Hajishirzi
PyTorch Intermediate 1y ago
Keynote: Welcome & Opening Remarks - Matt White, Executive Director, PyTorch Foundation
Large Language Models
Keynote: Welcome & Opening Remarks - Matt White, Executive Director, PyTorch Foundation
PyTorch Intermediate 1y ago
Training MoEs at Scale with PyTorch - Mihir Patel & Brian Chu, Databricks
Large Language Models
Training MoEs at Scale with PyTorch - Mihir Patel & Brian Chu, Databricks
PyTorch Advanced 1y ago
Keynote: Navigating the Architectural Timeline of LLMs - Sebastian Raschka, Lightning AI
Large Language Models
Keynote: Navigating the Architectural Timeline of LLMs - Sebastian Raschka, Lightning AI
PyTorch Advanced 1y ago
Unlocking the Enigma: Crafting Unbiased, Transparent, and Explainable Large Languag... Rashmi Nagpal
Large Language Models
Unlocking the Enigma: Crafting Unbiased, Transparent, and Explainable Large Languag... Rashmi Nagpal
PyTorch Intermediate 1y ago
Understanding the LLM Inference Workload - Mark Moyou, NVIDIA
Large Language Models ⚡ AI Lesson
Understanding the LLM Inference Workload - Mark Moyou, NVIDIA
PyTorch Intermediate 1y ago
Sponsored Keynote: Optimizing AI Inference for Large Language Models - Mudhakar Srivatsa, IBM
Large Language Models
Sponsored Keynote: Optimizing AI Inference for Large Language Models - Mudhakar Srivatsa, IBM
PyTorch Advanced 1y ago
Lightning Talk: HieroGlyph2Text: A PyTorch-Powered Pipeline for Automated Egyptian H... Susi Gentsch
Large Language Models ⚡ AI Lesson
Lightning Talk: HieroGlyph2Text: A PyTorch-Powered Pipeline for Automated Egyptian H... Susi Gentsch
PyTorch Advanced 1y ago
Lightning Talk: d-Matrix LLM Compression Flow Based on Torch.Fx: Simplify... Zifei Xu & Tristan Webb
Large Language Models
Lightning Talk: d-Matrix LLM Compression Flow Based on Torch.Fx: Simplify... Zifei Xu & Tristan Webb
PyTorch Intermediate 1y ago
The Impact and Challenges of Open Source Generative Datasets and Models - Aaron Gokaslan
Large Language Models
The Impact and Challenges of Open Source Generative Datasets and Models - Aaron Gokaslan
PyTorch Advanced 1y ago
Lightning Talk: Fast, Scalable Distributed Training with StreamingDataset - Saaketh Narayan
Large Language Models ⚡ AI Lesson
Lightning Talk: Fast, Scalable Distributed Training with StreamingDataset - Saaketh Narayan
PyTorch Advanced 1y ago
Lightning Talk: Understanding and Optimizing PyTorch Models with Thunder - Luca Antiga, Lightning AI
Large Language Models
Lightning Talk: Understanding and Optimizing PyTorch Models with Thunder - Luca Antiga, Lightning AI
PyTorch Intermediate 1y ago
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