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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:LaurentMazare Tch rs JIT Model Inference
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Tencent Ncnn Post Training Quantization
Principles
- Principle:Huggingface Optimum Benchmarking and Evaluation
- Principle:Roboflow Rf detr Roboflow Authentication
- Principle:DataTalksClub Data engineering zoomcamp Loading Path Selection
- Principle:Astronomer Astronomer cosmos Airflow Plugin Documentation Hosting
- Principle:Teamcapybara Capybara Element Interaction
- Principle:Sgl project Sglang Batch Text Generation
- Principle:Openai Openai python Embedding Result Processing
- Principle:Apache Paimon Distributed Result Collection
- Principle:Huggingface Diffusers Quantization Backend Selection
- Principle:Huggingface Datatrove PII Removal
Implementations
- Implementation:Treeverse LakeFS Java SDK PullsApi
- Implementation:CrewAIInc CrewAI Flow Routing Primitives
- Implementation:Getgauge Taiko TimeField Element
- Implementation:Kserve Kserve InferenceService Full CRD
- Implementation:Huggingface Datasets DeleteFromHubCommand
- Implementation:Kornia Kornia Divergence Loss
- Implementation:Tensorflow Tfjs LayersModel Evaluate And Save For Transfer
- Implementation:Microsoft Semantic kernel OpenApi TestPlugin MessagesOpenAPI
- Implementation:NVIDIA NeMo Aligner Build DPO Datasets
- Implementation:Sktime Pytorch forecasting TslibBaseModel
Heuristics
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Danijar Dreamerv3 Symlog TwoHot Prediction
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
Environments
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Ucbepic Docetl Frontend Node Environment