E0 294: Resources
E0 294: Resources
Following are the Resources for the Course
Please go through the following resources for in-depth understanding of the course concepts. Open to ALL :)
Lecture Slides:
(04/01/2024) Introduction.
(09/01/2024) Detailed Overview of Each Topic to be Covered.
(11/01/2024) Basics of Deep Neural Networks (1)
(18/01/2024)Basics of Deep Neural Networks (2).
(23/01/2024) Convolutional Neural Network.
(25/01/2024)Computation techniques for CNN Inference (1)
(30/01/2024)Computation techniques for CNN Inference (2)
(01/02/2024) Hardware Accelerator for DNN Inference.
(06/02/2024) Communication-aware DNN accelerator.
(08/02/2024) DNN Accelerator and Pruning.
(15/02/2024) Pruning, Processing of DNNs on GPUs
(20/02/2024) Pruning(2), DNN Training with GPUs(0.5)
(22/02/2024) DNN Training with GPUs(1.5)
(27/02/2024) DNN Training with GPUs (2), Tensor Core(0.5)
(29/02/2024) Tensor Core(1.5)
(05/03/2024) Graph Neural Network (1)
(12/03/2024) Graph Neural Network (2)
(14/03/2024) DNN Accelerators with Emerging Technology (1)
(21/04/2024) DNN Accelerators with Emerging Technology (2)
(26/03/2024) DNN Accelerators with Emerging Technology (3)
(28/03/2024) Guest Lecture-2
(02/04/2024) Accelerators for Large Language Models (LLMs) (1)
(09/04/2024) Accelerators for Large Language Models (LLMs) (2)
Lecture Recordings:
(11/01/2024) Basics of Deep Neural Networks (1)
(18/01/2024) Basics of Deep Neural Networks (2)
(23/01/2024) Convolutional Neural Network
(25/01/2024) Computation techniques for CNN Inference (1)
(30/02/2024) Computation techniques for CNN Inference(2)
(01/02/2024) Hardware Accelerator for DNN Inference
(06/02/2024) Communication -aware DNN accelerator
(08/02/2024) DNN Accelerator and Pruining
(15/02/224) Pruning, Processing of DNNs on GPUs
(20/02/2024) Pruning(2), DNN Training with GPUs(0.5)
(22/02/2024) DNN Training with GPUs(1.5)
(27/02/2024) DNN Training with GPUs(2), Tensor Core(0.5)
(29/02/2024) Tensor Core (1.5)
(05/03/2024) Graph Neural Network(1)
(12/03/2024) Graph Neural Network(2)
(14/03/2024) DNN Accelerator with Emerging Technology (1)
(21/03/2024) DNN Accelerator with Emerging Technology (2)
(26/03/2024)DNN Accelerator with Emerging Technology (3)
(28/03/2024) Guest Lecture-2
(02/04/2024) Accelerators for Large Language Models (LLMs) (1)
Latex Template for Scribe:
Reference Books:
Reference Books
Research Articles:
Research Article