Skip to content
Merged
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
19 changes: 18 additions & 1 deletion nbs/overview.ipynb
Original file line number Diff line number Diff line change
Expand Up @@ -265,7 +265,24 @@
"cell_type": "markdown",
"id": "c5xvp6sdy6d",
"metadata": {},
"source": "## The FasterAI Ecosystem\n\nfasterai is part of a family of libraries designed to make neural network optimization accessible:\n\n| Package | Purpose | When to Use |\n|---------|---------|-------------|\n| **fasterai** | Compression techniques | Pruning, sparsification, distillation, quantization during training |\n| **fasterbench** | Benchmarking | Measuring model size, speed, memory, compute, and energy |\n| **fasterlatency** | Latency prediction | Hardware-aware neural architecture search |\n| **fasterrecipes** | High-level workflows | Quick compression with sensible defaults |\n\n### Typical Workflow\n\n1. **Benchmark** your model with `fasterbench` to identify bottlenecks\n2. **Compress** using `fasterai` techniques (pruning, distillation, quantization)\n3. **Validate** compression impact with `fasterbench`\n4. **Deploy** the optimized model\n\nOr use `fasterrecipes` for one-line compression with sensible defaults!"
"source": [
"## The FasterAI Ecosystem\n",
"\n",
"fasterai is part of a family of libraries designed to make neural network optimization accessible:\n",
"\n",
"| Package | Purpose | When to Use |\n",
"|---------|---------|-------------|\n",
"| **fasterai** | Compression techniques | Pruning, sparsification, distillation, quantization during training |\n",
"| **fasterbench** | Benchmarking | Measuring model size, speed, memory, compute, and energy |\n",
"| **fasterlatency** | Latency prediction | Hardware-aware neural architecture search |\n",
"\n",
"### Typical Workflow\n",
"\n",
"1. **Benchmark** your model with `fasterbench` to identify bottlenecks\n",
"2. **Compress** using `fasterai` techniques (pruning, distillation, quantization)\n",
"3. **Validate** compression impact with `fasterbench`\n",
"4. **Deploy** the optimized model"
]
},
{
"cell_type": "markdown",
Expand Down
Loading