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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:Treeverse LakeFS Garbage Collection
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:Mlc ai Mlc llm Model Compilation
Principles
- Principle:Evidentlyai Evidently Dataset Score Extraction
- Principle:Guardrails ai Guardrails Validation Outcome Handling
- Principle:Eventual Inc Daft UDF Metrics
- Principle:Speechbrain Speechbrain Speaker Feature Pipeline
- Principle:Risingwavelabs Risingwave CDC PostgreSQL Streaming
- Principle:Interpretml Interpret Interaction Detection
- Principle:Openclaw Openclaw Session Resolution
- Principle:Datahub project Datahub Batch Ingestion Execution
- Principle:ARISE Initiative Robomimic Dataset Loading
- Principle:Apache Druid Supervisor Health Monitoring
Implementations
- Implementation:Haosulab ManiSkill GoogleRobot
- Implementation:TobikoData Sqlmesh SourceList
- Implementation:Online ml River Bandit Evaluate
- Implementation:EvolvingLMMs Lab Lmms eval GroundingMe Utils
- Implementation:Mage ai Mage ai Target Drain All
- Implementation:Huggingface Datasets TFFormatter
- Implementation:Pyro ppl Pyro BlockMessenger
- Implementation:BerriAI Litellm Weights Biases Logger
- Implementation:Online ml River Active Base
- Implementation:LaurentMazare Tch rs Sgd Build
Heuristics
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:Danijar Dreamerv3 Symlog TwoHot Prediction
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
Environments
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Protectai Modelscan H5py Optional
- Environment:Langgenius Dify Python Backend Environment
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Openai Evals Optional Provider APIs
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables