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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:Langgenius Dify Visual Workflow Builder
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Apache Spark Release Process
- Workflow:BerriAI Litellm Response Caching
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Neuml Txtai Workflow Orchestration
Principles
- Principle:Tensorflow Serving HTTP Compression
- Principle:Dagster io Dagster Time Based Partitioning
- Principle:Facebookresearch Audiocraft Flow Matching Generation
- Principle:Snorkel team Snorkel Spark Mapper Adaptation
- Principle:Mistralai Client python Client Initialization
- Principle:Vllm project Vllm Output Validation
- Principle:LaurentMazare Tch rs Error Handling
- Principle:Dotnet Machinelearning SSA Model Fitting
- Principle:Deepset ai Haystack Extracted Answer Schema
- Principle:Tensorflow Serving Test Model Export
Implementations
- Implementation:Ucbepic Docetl DSLRunner Load Run Save For Baseline
- Implementation:Huggingface Peft LoraConfig
- Implementation:Lucidrains X transformers XTransformer Init
- Implementation:InternLM Lmdeploy Generation
- Implementation:SeleniumHQ Selenium DevTools Close
- Implementation:Heibaiying BigData Notes Flink ListState Usage
- Implementation:NVIDIA TransformerEngine TE Distributed Checkpoint
- Implementation:Ollama Ollama Llama Graph Header
- Implementation:Onnx Onnx Helper Make Tensor Value Info
- Implementation:Datahub project Datahub RemovePathPatternUtils
Heuristics
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Apache Kafka Log4j Migration Compatibility
Environments
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:CarperAI Trlx Python Accelerate
- Environment:Pola rs Polars GPU Execution Environment