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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:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Openai Openai node Realtime Conversation
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Mlflow Mlflow Model Serving
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Allenai Open instruct Reward Model Training
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
Principles
- Principle:DataTalksClub Data engineering zoomcamp Structured Stream Processing
- Principle:Guardrails ai Guardrails SchemaProcessing
- Principle:Treeverse LakeFS Branch Creation
- Principle:LaurentMazare Tch rs Tensor Iteration
- Principle:AUTOMATIC1111 Stable diffusion webui Conditional Function Dispatch
- Principle:Bentoml BentoML Container Image Building
- Principle:Ollama Ollama GGUF Model Conversion Gemma3
- Principle:Deepset ai Haystack Pipeline Orchestration
- Principle:Iterative Dvc Dataset Resolution
- Principle:Eventual Inc Daft Row Counting
Implementations
- Implementation:Huggingface Datasets Dataset Flatten
- Implementation:Langchain ai Langchain ExaSearchRetriever
- Implementation:Speechbrain Speechbrain Prepare Librimix
- Implementation:ArroyoSystems Arroyo Configure Profile Page
- Implementation:Mage ai Mage ai Source Connector Directory Pattern
- Implementation:Online ml River Optim AMSGrad
- Implementation:BerriAI Litellm Model Prices Backup
- Implementation:Hpcaitech ColossalAI Zero Bubble GRPOConsumer
- Implementation:Open compass VLMEvalKit Monkey
- Implementation:Interpretml Interpret GaussianDistribution
Heuristics
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Apache Dolphinscheduler Netty Thread Sizing
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:Fastai Fastbook Random Forest Defaults
Environments
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Kserve Kserve VLLM Runtime
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:HKUDS AI Trader MCP Services
- Environment:Mistralai Client python Realtime Transcription Environment