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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:Kornia Kornia Image Feature Matching
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Apache Paimon Data Ingestion With Ray Sink
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Interpretml Interpret EBM Model Merging
Principles
- Principle:Apache Hudi Read Reconciliation
- Principle:Kserve Kserve Controller Reconciliation
- Principle:Microsoft DeepSpeedExamples Inference Performance Measurement
- Principle:Ggml org Llama cpp AdapterSupport
- Principle:Sail sg LongSpec VLLM Inference Client
- Principle:Webdriverio Webdriverio Documentation Infrastructure
- Principle:Deepspeedai DeepSpeed Inference Engine Init
- Principle:Webdriverio Webdriverio Session Management
- Principle:Unstructured IO Unstructured Continuous Integration
- Principle:Trailofbits Fickling Safety Verification
Implementations
- Implementation:Haosulab ManiSkill ReplicaCADSceneBuilder
- Implementation:Triton inference server Server L0 Backend Config Test
- Implementation:Predibase Lorax Adapter Scheduler Next Batch
- Implementation:InternLM Lmdeploy Buffer
- Implementation:Getgauge Taiko ElementWrapper
- Implementation:ArroyoSystems Arroyo Nexmark Operator
- Implementation:Interpretml Interpret EbmStats
- Implementation:OpenGVLab InternVL PackedDataset
- Implementation:NVIDIA DALI Docker Build
- Implementation:Speechbrain Speechbrain Prepare GigaSpeech
Heuristics
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
Environments
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Run llama Llama index Sentence Transformers Finetuning