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Daniel Bourke mrdbourke

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mrdbourke / mac-m3-geekbench-ml.md
Created January 9, 2024 01:05
Machine Num CPU cores CPU CPU-link Num GPU Cores GPU GPU-link Neural Engine Neural Engine-link
MacBook Pro M1 Pro 14 inch, 2021 10 1809 Link 16 5192 Link 6462 Link
MacBook Pro M3 14 inch, 2023 8 2356 Link 10 5747 [Link](https://bro
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mrdbourke / mac-m3-llama-ml-test-7-text-gen.md
Created January 9, 2024 01:04
@mrdbourke
mrdbourke / mac-m3-tensorflow-ml-test-5-imdb.md
Created January 9, 2024 01:02
Model Dataset Sequence Size Epochs Num Samples Num Classes Problem Type
SmallTransformer (custom) IMDB 200 5 25,000 train, 25,000 test 2 Text Classification
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mrdbourke / mac-m3-tensorflow-ml-test-5-food101.md
Created January 9, 2024 01:01
Model Dataset Image Size Epochs Num Samples Num Classes Problem Type
ResNet50 Food101 224x224x3 5 75,750 train, 25,250 test 101 Image Classification
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mrdbourke / mac-m3-tensorflow-ml-test-4-cifar100.md
Created January 9, 2024 01:00
Model Dataset Image Size Epochs Num Samples Num Classes Problem Type
ResNet50 CIFAR100 32x32x3 5 50,000 train, 10,000 test 100 Image Classification
@mrdbourke
mrdbourke / mac-m3-pytorch-ml-test-3-imdb.md
Created January 9, 2024 00:57
Model Dataset Sequence Size Epochs Num Samples Num Classes Problem Type
DistilBERT (fine-tune top 2 layers + top Transformer block) IMDB 512 5 25,000 train, 25,000 test 2 Text Classification
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mrdbourke / mac-m3-pytorch-ml-test-2-food101.md
Created January 9, 2024 00:48
Model Dataset Image Size Epochs Num Samples Num Classes Problem Type
ResNet50 Food101 224x224x3 5 75,750 train, 25,250 test 101 Image Classification
@mrdbourke
mrdbourke / mac-m3-pytorch-ml-test-1-cifar100.md
Created January 9, 2024 00:47
Model Dataset Image Size Epochs Num Samples Num Classes Problem Type
ResNet50 CIFAR100 32x32x3 5 50,000 train 100 Image Classification
@mrdbourke
mrdbourke / mac-m3-machine-learning-speed-tests.md
Created January 9, 2024 00:42
Experiment Model Dataset Num Samples Problem Type Backend
1 ResNet50 (CNN) CIFAR100 50,000 train, 10,000 test Image Classification PyTorch
2 ResNet50 Food101 75,750 train, 25,250 test Image Classification PyTorch
3 DistilBERT (Transformer) IMDB 25,000 train, 25,000 test Text Classification PyTorch
4 ResNet50 CIFAR100 50,000 train, 10,000 test Image Classification TensorFlow
5 ResNet50 Food101 75,750 train, 25,250 test Image Classification TensorFlow
6 SmallTransformer IMDB 25,000 train, 25,000 test Text Classification TensorFlow
7 Llama 2 7B Q4_0.gguf N/A 100 (generate 100 answers) Text Generation llama.cpp
8 (bonus) Geekbench ML Multiple Multiple Multiple
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mrdbourke / mac-m3-machine-learning-speed-test-machines-table.md
Created January 9, 2024 00:40
mac-m3-machine-learning-speed-test-machines-table
Machine CPU GPU RAM Storage Price (USD)
M1 Pro 14" 2021 10-core CPU 16-core GPU 32GB 4TB SSD ~$3,500
M3 14" 2023 8-core CPU 10-core GPU 8GB 512GB SSD $1,599
M3 Pro 14" 2023 11-core CPU 14-core GPU 18GB 512GB SSD $1,999
M3 Max 14" 2023 14-core CPU 30-core GPU 36GB 1TB SSD $3,199
Deep Learning PC Intel i9 NVIDIA TITAN RTX (24GB) 32GB 1TB SSD ~$3,000
Google Colab Free Tier 2-core CPU NVIDIA Tesla V100 (16GB) 12GB 100GB SSD Free or $10/month for more compute