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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:HKUDS AI Trader Multi Agent Comparison
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Iterative Dvc Data Tracking
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:Allenai Open instruct Reward Model Training
Principles
- Principle:Ggml org Ggml Vision Model Loading
- Principle:OpenBMB UltraFeedback Prompt Formatting
- Principle:Alibaba MNN Diffusion MNN Conversion
- Principle:Getgauge Taiko File Attachment
- Principle:Apache Shardingsphere Federation Metadata Refresh
- Principle:Alibaba ROLL MCoreAdapter Model Factory
- Principle:Ollama Ollama OpenAI Response Translation
- Principle:Lm sys FastChat Conversation Format Validation
- Principle:Openai Evals Custom Eval Implementation
- Principle:Langchain ai Langgraph Data Encryption
Implementations
- Implementation:Interpretml Interpret ClassificationTree And RegressionTree
- Implementation:Run llama Llama index TransformRetriever
- Implementation:Pyro ppl Pyro TraceTailAdaptive ELBO
- Implementation:Huggingface Datasets DownloadConfig
- Implementation:Sktime Pytorch forecasting EnEmbedding
- Implementation:Microsoft DeepSpeedExamples BF16 Master Weight Training
- Implementation:Protectai Llm guard Deanonymize
- Implementation:Datahub project Datahub HasContainer Mixin
- Implementation:Mlflow Mlflow Docusaurus Config
- Implementation:ArroyoSystems Arroyo Udf Api Types
Heuristics
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Fastai Fastbook Dropout Regularization
Environments
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Togethercomputer Together python API Credentials
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Allenai Open instruct Ray Distributed
- Environment:Ray project Ray Python Runtime Environment
- Environment:Huggingface Datasets TensorFlow Integration