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1,118
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:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Togethercomputer Together python Batch Inference
Principles
- Principle:Langgenius Dify Dataset Creation
- Principle:Treeverse LakeFS Import Initiation
- Principle:OpenRLHF OpenRLHF Sequence Regression Model Loading
- Principle:Ggml org Llama cpp Fine Tuning
- Principle:SeleniumHQ Selenium Driver Binary Resolution
- Principle:OpenGVLab InternVL Prefix LM Conversion
- Principle:Risingwavelabs Risingwave CDC Offset Management
- Principle:Marker Inc Korea AutoRAG Corpus Sampling
- Principle:Microsoft Semantic kernel Orchestration Runtime
- Principle:Apache Druid Explore State Management
Implementations
- Implementation:LMCache LMCache Connector V1
- Implementation:TobikoData Sqlmesh ModelLineageDetails
- Implementation:Datajuicer Data juicer Build Op Doc
- Implementation:Haifengl Smile Decomposition Solvers
- Implementation:Apache Kafka Kafka Run Class Classpath
- Implementation:Apache Paimon SpecialFields Python
- Implementation:Bentoml BentoML CLI Env Manager
- Implementation:Microsoft Playwright Codegen CLI
- Implementation:Risingwavelabs Risingwave PostgresStreamingChangeEventSource
- Implementation:Online ml River Tree HoeffdingTreeClassifier
Heuristics
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
Environments
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Sgl project Sglang Triton
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Sgl project Sglang Grafana
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies