Deep Learning

Production-grade deep learning with PyTorch, neural network architectures, and modern training practices.

Quick Start

# PyTorch Production Training Loop
import torch
import torch.nn as nn
from torch.utils.data import DataLoader
from torch.optim import AdamW
from torch.optim.lr_scheduler import CosineAnnealingLR
import wandb

class TransformerClassifier(nn.Module):
    def __init__(self, vocab_size: int, d_model: int = 256, n_heads: int = 8, n_classes: int = 2):
        super().__init__()
        self.embedding = nn.Embedding(vocab_size, d_model)