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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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|---|---|---|
| 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 Kafka Broker Startup
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Pytorch Serve Large Model Inference
- Workflow:Langgenius Dify Plugin Management
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:Zai org CogVideo Video Captioning
Principles
- Principle:Treeverse LakeFS Imported Data Verification
- Principle:Apache Paimon File System Abstraction
- Principle:Obss Sahi Per Slice Detection
- Principle:Cleanlab Cleanlab Token Label Issue Filtering
- Principle:Rapidsai Cuml Cluster Model Fitting
- Principle:InternLM Lmdeploy Chat Template Formatting
- Principle:Allenai Open instruct Human Evaluation
- Principle:Protectai Llm guard Regex Pattern Matching
- Principle:Apache Dolphinscheduler Task Dispatch Coordination
- Principle:FMInference FlexLLMGen Offloading Policy Configuration
Implementations
- Implementation:NVIDIA TransformerEngine Dropout C API
- Implementation:Guardrails ai Guardrails Instructions
- Implementation:Langfuse Langfuse ClickHouse Schema Definitions
- Implementation:Elevenlabs Elevenlabs python ResourceMetadataResponseModel
- Implementation:InternLM Lmdeploy TurboMind
- Implementation:Triton inference server Server L0 Batcher Test
- Implementation:FlowiseAI Flowise ChatFeedback
- Implementation:FlowiseAI Flowise ForgotPassword
- Implementation:Scikit learn Scikit learn RFE
- Implementation:DataTalksClub Data engineering zoomcamp Java CustomSerdes
Heuristics
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:Danijar Dreamerv3 Symlog TwoHot Prediction
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
Environments
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:BerriAI Litellm PostgreSQL Database
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud