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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:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Pytorch Serve Model Deployment
Principles
- Principle:Duckdb Duckdb String Similarity
- Principle:InternLM Lmdeploy Engine Configuration
- Principle:OWASP Www project top 10 for large language model applications Threat Modeling Against Top 10
- Principle:Treeverse LakeFS Java SDK API Operations
- Principle:Eric mitchell Direct preference optimization Dataset Registration
- Principle:Apache Flink File Connector Table Integration
- Principle:OpenRLHF OpenRLHF Supervised Fine Tuning Training
- Principle:Google deepmind Mujoco GLFW Window Management
- Principle:Norrrrrrr lyn WAInjectBench JSONL Text Dataset Format
- Principle:Huggingface Diffusers CI Test Reporting
Implementations
- Implementation:Helicone Helicone Filter Types
- Implementation:Lm sys FastChat Show Result
- Implementation:Zai org CogVideo DiagonalGaussianDistribution
- Implementation:PrefectHQ Prefect Materialize Decorator
- Implementation:Ucbepic Docetl Utils
- Implementation:Wandb Weave Patch Integration
- Implementation:Pyro ppl Pyro Poutine Runtime
- Implementation:AUTOMATIC1111 Stable diffusion webui Root Script JS
- Implementation:Huggingface Diffusers Quantization Config Classes
- Implementation:NVIDIA DALI C API V2 Pipeline Wrapper
Heuristics
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
Environments
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Vllm project Vllm Python Dependencies
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime