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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:Huggingface Datasets Hub Publishing
- Workflow:Vibrantlabsai Ragas Agent Evaluation
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
Principles
- Principle:Huggingface Datatrove MIME Type Filtering
- Principle:Langgenius Dify ClientSideDOMManipulation
- Principle:Huggingface Open r1 High Concurrency Inference
- Principle:Treeverse LakeFS API Authentication Specification
- Principle:NVIDIA NeMo Curator Locality Sensitive Hashing
- Principle:Ggml org Llama cpp JSON Constrained Generation
- Principle:Deepset ai Haystack Document Writing
- Principle:Dotnet Machinelearning Field Aware Factorization Machine
- Principle:Astronomer Astronomer cosmos TaskGroup Rendering
- Principle:FMInference FlexLLMGen HuggingFace DeepSpeed Baseline Inference
Implementations
- Implementation:Deepspeedai DeepSpeed CPU Adagrad Header
- Implementation:Open compass VLMEvalKit BMMR Utils
- Implementation:Mlc ai Mlc llm Serve Data
- Implementation:Tensorflow Tfjs Tf LoadLayersModel For Transfer
- Implementation:Confident ai Deepeval Update Current Span
- Implementation:Vllm project Vllm Sequence
- Implementation:Fastai Fastbook Collab Learner NN
- Implementation:Arize ai Phoenix Legacy LiteLLMModel
- Implementation:Apache Dolphinscheduler FailoverCoordinator Failover
- Implementation:Mage ai Mage ai Source Load Schemas From Folder
Heuristics
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:Alibaba ROLL Reward Clipping Normalization
Environments
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Apache Hudi Java Maven Build Environment
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies
- Environment:Cohere ai Cohere python AWS Integration Dependencies