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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:Iterative Dvc Pipeline Reproduction
- Workflow:Fastai Fastbook Image Classification
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:Allenai Open instruct SFT Finetuning
Principles
- Principle:Webdriverio Webdriverio CommandRegistration
- Principle:PacktPublishing LLM Engineers Handbook REST API Serving
- Principle:Togethercomputer Together python Video Generation
- Principle:OpenRLHF OpenRLHF Dataset Blending
- Principle:BerriAI Litellm Environment Configuration
- Principle:Duckdb Duckdb Integer Bit Packing
- Principle:Promptfoo Promptfoo Redteam Report Generation
- Principle:Ggml org Llama cpp Benchmarking
- Principle:Langfuse Langfuse Prompt Authoring and Versioning
- Principle:Eventual Inc Daft Data Ingestion CSV
Implementations
- Implementation:FlowiseAI Flowise DatasetItems
- Implementation:Langfuse Langfuse API Organizations Schema
- Implementation:Scikit learn Scikit learn RANSACRegressor
- Implementation:Danijar Dreamerv3 Parallel Learner
- Implementation:Infiniflow Ragflow Agent OperatorIcon Component
- Implementation:ArroyoSystems Arroyo Filesystem Sink
- Implementation:SeldonIO Seldon core Seldon Model CRD Explainer
- Implementation:Datahub project Datahub PipelineConfig From Recipe
- Implementation:SeleniumHQ Selenium UnhandledAlertException
- Implementation:Interpretml Interpret PartialDependence
Heuristics
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
Environments
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment