Building a Simple Question Answering App with HuggingFace
Using pre-trained LLMs with HuggingFace and Gradio to build and deploy a simple question answering app in few lines of Python code.
Understanding Transformers and Attention
My notes for understanding the attention mechanism and transformer architecture used by GPT-4, BERT, and other LLMs.
Dealing with Partial Observability In Reinforcement Learning
Using RLlib, frame stacking, and self-attention to master environments with partial observations.
Cell Selection with Deep Reinforcement Learning
Self-adaptive and self-learning multi-cell selection for 5G and beyond with deep reinforcement learning.
Using PyTorch Inside a Django App
Building a simple image classification web app using Django and a pretrained PyTorch DenseNet model.
Scaling Deep Reinforcement Learning to a Private Cluster
Using Ray RLlib to train a deep reinforcement learning agent (PPO) in a custom environment on a private cluster.
Adding a Database to a Django App
Persistent storage using a SQL-based database for Django (development and deployment on Heroku).
Building a Django App and Deploying It on Heroku
Building a ‘hello world’ web app using Django and deploying it on Heroku.
Getting Started with PyTorch
Simple vision and image classification (CIFAR10) with CNNs using PyTorch.
