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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:Ggml org Ggml Model Conversion And Quantization
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Apache Druid SQL Query Execution
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
Principles
- Principle:Bigscience workshop Petals Distributed Model Loading
- Principle:Huggingface Datatrove Disk Writing Framework
- Principle:Scikit learn contrib Imbalanced learn Borderline Oversampling
- Principle:Microsoft Playwright Execute and Analyze Agent Results
- Principle:Allenai Open instruct Training Arguments Configuration
- Principle:DevExpress Testcafe CI Reporter And Artifacts
- Principle:Tencent Ncnn Top K Classification
- Principle:Google deepmind Dm control Robot Configuration
- Principle:Gretelai Gretel synthetics DGAN Configuration
- Principle:Speechbrain Speechbrain Spoken Language Understanding
Implementations
- Implementation:NVIDIA TransformerEngine TELlamaForCausalLM
- Implementation:NVIDIA TransformerEngine JAX XLA Normalization
- Implementation:DataTalksClub Data engineering zoomcamp Pandas Chunked CSV Loading
- Implementation:Kornia Kornia Divergence Loss
- Implementation:ArroyoSystems Arroyo Schema Editor
- Implementation:TobikoData Sqlmesh API Events
- Implementation:Risingwavelabs Risingwave Docker Compose Deployment
- Implementation:Nautechsystems Nautilus trader TradeTickDataWrangler Process
- Implementation:Ucbepic Docetl Pipeline Optimize
- Implementation:Langgenius Dify UseExplore
Heuristics
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Allenai Open instruct Disable Dropout In RL
Environments
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Sgl project Sglang Triton
- Environment:Getgauge Taiko Docker Container
- Environment:Unstructured IO Unstructured All Docs
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Kserve Kserve VLLM Runtime
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Lm sys FastChat LoRA QLoRA Training Environment