Update README.md

Author: adam-smnk

README.md

@@ -1,2 +1,26 @@
-# AI-bench
-Unified AI performance benchmarking suite.
+# AI-bench: Unified AI Benchmarking Suite
+[![Tests](https://github.com/libxsmm/AI-bench/actions/workflows/test.yml/badge.svg)](https://github.com/libxsmm/AI-bench/actions/workflows/test.yml)
+[![Lint](https://github.com/libxsmm/AI-bench/actions/workflows/lint.yml/badge.svg)](https://github.com/libxsmm/AI-bench/actions/workflows/lint.yml)
+
+## Installation
+The project is using [uv](https://docs.astral.sh/uv/) package manager.
+
+`uv` can be [installed](https://docs.astral.sh/uv/getting-started/installation/) locally using:
+```bash
+pip install uv
+```
+
+The project can be installed with appropriate device-specific extensions using:
+```bash
+# CPU only
+uv sync --extra cpu
+# CPU + XPU
+uv sync --extra xpu
+```
+
+## Linting
+The project uses `pre-commit` to run various checks automatically.
+All checks can be run using:
+```bash
+pre-commit run -a
+```