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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:Vllm project Vllm Offline Text Generation
- Workflow:Iterative Dvc Data Tracking
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Princeton nlp Tree of thought llm Adding new task
Principles
- Principle:ARISE Initiative Robosuite Environment Factory
- Principle:NVIDIA NeMo Aligner REINFORCE Training
- Principle:Deepset ai Haystack File Type Routing
- Principle:Pyro ppl Pyro Stein Variational Inference
- Principle:Dagster io Dagster Documentation URL Redirect Management
- Principle:Microsoft Autogen Message Filtering
- Principle:Apache Beam Element Bundling
- Principle:Sdv dev SDV Single Table Data Sampling
- Principle:Infiniflow Ragflow Operator Configuration
- Principle:Huggingface Diffusers Single File Loading
Implementations
- Implementation:Ollama Ollama Tools Template
- Implementation:Datahub project Datahub SparkConfigParser Configuration
- Implementation:Guardrails ai Guardrails Configure CLI
- Implementation:Huggingface Diffusers Consolidated Test Report
- Implementation:Bentoml BentoML Deployment Update Get List
- Implementation:Openai Openai node Skills Resource
- Implementation:Treeverse LakeFS Java SDK ExternalApi
- Implementation:Open compass VLMEvalKit Monkey
- Implementation:NVIDIA TransformerEngine PyTorch Extensions Header
- Implementation:EvolvingLMMs Lab Lmms eval Alpaca Audio Utils
Heuristics
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Openai Openai python Structured Output Strict Schema
Environments
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Webdriverio Webdriverio Cloud Service Credentials