eduand-alvarez
AI Performance Optimization Lead @ AMD. Working on Operational AI, Performance Optimization, Scalable Deployments, and Applied ML.
AMDNashville, TN
Pinned Repositories
basics-of-cpp-in-a-day
A one day learning journey through C++ programming, covering fundamental concepts to more advanced topics. Below are the lessons and key concepts explored throughout this journey.
CUDA_Custom_MatMul_Experiment
This project integrates a custom CUDA-based matrix multiplication kernel into a PyTorch deep learning model, leveraging GPU acceleration for matrix operations. The goal is to compare the performance of this custom kernel with PyTorch's built-in matrix multiplication and demonstrate how custom CUDA kernels can optimize compute-intensive operations.
distilbert_airline_chatbot_fine_tuning
A repository for ai chatbot fine tuning sample code
FastAPI_Form_Processing_Endpoint
A repository containing code for building custom form processing endpoints
FastAPI_LLM_Streaming
Code that can be used to create a streaming endpoint with FastAPI for LLMs
intel_max_gpu_finetuning
a repository of notebooks for finetuning models on intel hardware
simple_kubernetes_flask_app
demo kubernetes deployment of flask app using AWS EKS
intel-extension-for-transformers
⚡ Build your chatbot within minutes on your favorite device; offer SOTA compression techniques for LLMs; run LLMs efficiently on Intel Platforms⚡
vllm
A high-throughput and memory-efficient inference and serving engine for LLMs
eduand-alvarez's Repositories
eduand-alvarez/CUDA_Custom_MatMul_Experiment
This project integrates a custom CUDA-based matrix multiplication kernel into a PyTorch deep learning model, leveraging GPU acceleration for matrix operations. The goal is to compare the performance of this custom kernel with PyTorch's built-in matrix multiplication and demonstrate how custom CUDA kernels can optimize compute-intensive operations.
eduand-alvarez/intel_max_gpu_finetuning
a repository of notebooks for finetuning models on intel hardware
eduand-alvarez/basics-of-cpp-in-a-day
A one day learning journey through C++ programming, covering fundamental concepts to more advanced topics. Below are the lessons and key concepts explored throughout this journey.
eduand-alvarez/distilbert_airline_chatbot_fine_tuning
A repository for ai chatbot fine tuning sample code
eduand-alvarez/FastAPI_Form_Processing_Endpoint
A repository containing code for building custom form processing endpoints
eduand-alvarez/FastAPI_LLM_Streaming
Code that can be used to create a streaming endpoint with FastAPI for LLMs
eduand-alvarez/simple_kubernetes_flask_app
demo kubernetes deployment of flask app using AWS EKS