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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:Apache Druid Streaming Ingestion Management
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Predibase Lorax Single LoRA Inference
Principles
- Principle:Google deepmind Dm control Walker Selection
- Principle:Tencent Ncnn Graph Optimization
- Principle:FlowiseAI Flowise Node Initialization
- Principle:Langgenius Dify PaymentIntegration
- Principle:Langgenius Dify UserSettings
- Principle:MarketSquare Robotframework browser JavaScript Extension Integration
- Principle:Guardrails ai Guardrails Stream Invocation
- Principle:Spotify Luigi Task Persistence History
- Principle:FMInference FlexLLMGen Fused Transformer Layer CUDA
- Principle:Huggingface Datasets Spark Import
Implementations
- Implementation:Langgenius Dify UpdateAppModelConfig
- Implementation:TobikoData Sqlmesh Generate Test
- Implementation:Google deepmind Dm control Suite Dog
- Implementation:Mlflow Mlflow Generate Protobuf Code
- Implementation:EvolvingLMMs Lab Lmms eval PAIBench U Utils
- Implementation:BerriAI Litellm Vector Store Registry
- Implementation:Hpcaitech ColossalAI SFTTrainer
- Implementation:Facebookresearch Habitat lab HumanoidBaseController
- Implementation:Huggingface Datasets SqlDatasetReader
- Implementation:Facebookresearch Habitat lab HRLPPO update
Heuristics
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
Environments
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Arize ai Phoenix Python Runtime
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Kserve Kserve Gateway API
- Environment:Kserve Kserve VLLM Runtime
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Speechbrain Speechbrain HuggingFace Transformers