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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:Lance format Lance Full Text Search
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Allenai Open instruct Reward Model Training
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
Principles
- Principle:Ggml org Llama cpp HF to GGUF Conversion
- Principle:Turboderp org Exllamav2 Layer Normalization
- Principle:Pyro ppl Pyro MCMC Posterior Sampling
- Principle:Tensorflow Tfjs Weight Regularization
- Principle:OpenBMB UltraFeedback Prompt Formatting
- Principle:Online ml River Prediction Anomaly Detection
- Principle:Turboderp org Exllamav2 Prompt Format Templating
- Principle:Axolotl ai cloud Axolotl Configuration Validation
- Principle:Google deepmind Mujoco MJX Physics Stepping
- Principle:Alibaba ROLL Diffusion Model Preparation
Implementations
- Implementation:Langgenius Dify Init Permissions Container
- Implementation:FMInference FlexLLMGen DeepSpeed Runner
- Implementation:Apache Druid Ingestion Type Routing
- Implementation:Ucbepic Docetl WebSocket Run Pipeline
- Implementation:Vespa engine Vespa Container Disc ABI Spec
- Implementation:OWASP Www project top 10 for large language model applications VotingSystem Refine and Revote
- Implementation:Interpretml Interpret DetermineLinkFunction
- Implementation:Mbzuai oryx Awesome LLM Post training Matplotlib Bar Chart
- Implementation:ClickHouse ClickHouse Clickhouse Program Add Macro
- Implementation:CrewAIInc CrewAI Merge Agent Handler Tool
Heuristics
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Microsoft Agent framework Function Invocation Defaults
Environments
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Tensorflow Serving Build Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Ollama Ollama GPU Runtime
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Promptfoo Promptfoo Node Runtime