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Total Pages
1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:Tensorflow Serving REST API Inference
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
Principles
- Principle:Treeverse LakeFS S3 Data Writing
- Principle:Heibaiying BigData Notes Flink Streaming Environment
- Principle:Hiyouga LLaMA Factory Kahneman Tversky Optimization
- Principle:Deepspeedai DeepSpeed Checkpoint Management
- Principle:ClickHouse ClickHouse BFloat16 Type
- Principle:Ucbepic Docetl Evaluation Function Registration
- Principle:Online ml River Time Series Evaluation
- Principle:Ggml org Llama cpp Base64 Encoding
- Principle:Bigscience workshop Petals Inference Session Management
- Principle:Fede1024 Rust rdkafka Cluster Metadata Inspection
Implementations
- Implementation:Lm sys FastChat Preprocess Conversation
- Implementation:Tensorflow Serving Loader Harness Test
- Implementation:Eventual Inc Daft DataFrame With Column
- Implementation:Alibaba MNN WinogradGenerateCL
- Implementation:Ggml org Llama cpp Graph Header
- Implementation:AUTOMATIC1111 Stable diffusion webui SD3 Supporting Models
- Implementation:Getgauge Taiko ScrollTo
- Implementation:Haosulab ManiSkill BaseAgent
- Implementation:Triton inference server Server L0 Response Cache Test
- Implementation:SeleniumHQ Selenium Closure Testing TestRunner
Heuristics
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Getgauge Taiko Navigation Wait Strategy
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
Environments
- Environment:Apache Flink Python PyFlink Environment
- Environment:Apache Hudi Docker Demo Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Intel Ipex llm XPU Finetuning Environment