13videosmildlyoverfitted
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13videos
41:10GPT in PyTorch
11.5K views
Implements a GPT-style transformer language model in PyTorch, comparing outputs with a pretrained reference.
29:52Vision Transformer in PyTorch
92.3K views
Implements the Vision Transformer in PyTorch from the paper: patch embedding, attention blocks and classification head.
11:42Asynchronous requests and rate limiting (HTTPX and asyncio.Semaphore)
4.72K views
A 12-minute video from mildlyoverfitted's catalogue; the title names its topic.
18:00Custom optimizer in PyTorch
7.28K views
A 18-minute video from mildlyoverfitted's catalogue; the title names its topic.
44:34DINO in PyTorch
15.6K views
Implements DINO self-supervised learning in PyTorch and visualises the learned attention.
26:32Deploying machine learning models on Kubernetes
29.9K views
A 27-minute video from mildlyoverfitted's catalogue; the title names its topic.
30:08Differentiable augmentation for GANs (using Kornia)
2.79K views
A 30-minute video from mildlyoverfitted's catalogue; the title names its topic.
26:35Few-shot text classification with prompts
4.72K views
A 27-minute video from mildlyoverfitted's catalogue; the title names its topic.
19:59Gradient with respect to input in PyTorch (FGSM attack + Integrated Gradients)
10.5K views
A 20-minute video from mildlyoverfitted's catalogue; the title names its topic.
26:28Growing neural cellular automata in PyTorch
6.35K views
Implements growing neural cellular automata from the Distill paper in PyTorch.
40:32Integer embeddings in PyTorch
2.53K views
A 41-minute video from mildlyoverfitted's catalogue; the title names its topic.
32:13MLP-Mixer in Flax and PyTorch
4.52K views
A 32-minute video from mildlyoverfitted's catalogue; the title names its topic.
24:09Mixup in PyTorch
3.63K views
A 24-minute video from mildlyoverfitted's catalogue; the title names its topic.
16:01Mocking neural networks: unit testing in deep learning
2.76K views
A 16-minute video from mildlyoverfitted's catalogue; the title names its topic.
41:27Named entity recognition (NER) model evaluation
4.24K views
A 41-minute video from mildlyoverfitted's catalogue; the title names its topic.
9:53NumPy equality testing: multiple ways to compare arrays
2.07K views
A 10-minute video from mildlyoverfitted's catalogue; the title names its topic.
40:38PonderNet in PyTorch
2.4K views
A 41-minute video from mildlyoverfitted's catalogue; the title names its topic.
24:39Product quantization in Faiss and from scratch
11.3K views
Product quantization for vector search, explained and implemented from scratch alongside Faiss.
41:10Retrieval augmented generation with OpenSearch and reranking
7.54K views
A 41-minute video from mildlyoverfitted's catalogue; the title names its topic.
29:22SIREN in PyTorch
5.89K views
A 29-minute video from mildlyoverfitted's catalogue; the title names its topic.
50:34The Sensory Neuron as a Transformer in PyTorch
3.14K views
A 51-minute video from mildlyoverfitted's catalogue; the title names its topic.
18:58Visualizing activations with forward hooks (PyTorch)
16.8K views
A 19-minute video from mildlyoverfitted's catalogue; the title names its topic.
20:47torch.nn.Embedding explained (+ Character-level language model)
41.4K views
What torch.nn.Embedding does, built up through a character-level language model.