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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:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
Principles
- Principle:Ollama Ollama GGUF Model Conversion Gemma3
- Principle:Zai org CogVideo SAT Weight Export
- Principle:LLMBook zh LLMBook zh github io Quality Filtering
- Principle:SqueezeAILab ETS Policy Model Serving
- Principle:Kserve Kserve Prediction Protocol
- Principle:Run llama Llama index Evaluation Result Analysis
- Principle:Huggingface Datasets Hub Config Verification
- Principle:Openai Evals Custom Eval Implementation
- Principle:Pyro ppl Pyro Full Rank Variational Inference
- Principle:Groq Groq python Model Listing
Implementations
- Implementation:Kserve Kserve PD Pool Templates
- Implementation:NVIDIA NeMo Curator DocumentFilter
- Implementation:Apache Shardingsphere ShadowAlgorithmDeterminer IsShadow
- Implementation:ClickHouse ClickHouse Musl Pow
- Implementation:Apache Flink LocalityAwareSplitAssigner GetNext
- Implementation:NVIDIA NeMo Aligner MegatronGPT SPIN Model
- Implementation:Datajuicer Data juicer NaiveReverseGrouper
- Implementation:Anthropics Anthropic sdk python MessageBatch
- Implementation:Protectai Llm guard Output LanguageSame
- Implementation:Evidentlyai Evidently Legacy Generated Features
Heuristics
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Huggingface Optimum Dummy Input Shape Defaults
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
Environments
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:Apache Spark Python Environment
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Huggingface Optimum Tensor Parallelization Environment