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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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|---|---|---|
| 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:VainF Torch Pruning CNN Pruning
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Langchain ai Langchain Tool Calling Structured Output
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
Principles
- Principle:Avdvg InjectGuard Evaluation And Metrics
- Principle:OWASP Www project top 10 for large language model applications ASI Top 10 Threat Assessment
- Principle:Webdriverio Webdriverio Local Tunnel Connectivity
- Principle:Facebookresearch Audiocraft Multi Period Discrimination
- Principle:Trailofbits Fickling Pickle Allowlist Enforcement
- Principle:Hpcaitech ColossalAI Text Splitting Chunking
- Principle:Unslothai Unsloth RL Model Loading
- Principle:Huggingface Datasets Archive Extraction
- Principle:VainF Torch Pruning Dependency Graph Representation
- Principle:Microsoft Playwright Verify Network Interactions
Implementations
- Implementation:Openai CLIP Clip Load
- Implementation:NVIDIA TransformerEngine Prepare TE Modules For FSDP
- Implementation:Openai Openai python Container Create Params
- Implementation:Huggingface Alignment handbook ORPOTrainer Usage
- Implementation:Vllm project Vllm CPU MLA Decode
- Implementation:Allenai Open instruct PreferenceDatasetProcessor
- Implementation:BerriAI Litellm Health Check Helpers
- Implementation:FlowiseAI Flowise ExpandRichInputDialog
- Implementation:Mbzuai oryx Awesome LLM Post training Json Normalize Excel Export
- Implementation:Google deepmind Mujoco Render Util
Heuristics
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
Environments
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Apache Spark Kubernetes Runtime
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Axolotl ai cloud Axolotl CUDA GPU