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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:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Openai Evals Running an eval set
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
Principles
- Principle:Ucbepic Docetl Top K Document Retrieval
- Principle:Microsoft DeepSpeedExamples PPO Training
- Principle:Mbzuai oryx Awesome LLM Post training Recursive Paper Fetching
- Principle:Pyro ppl Pyro Amortized Variational Inference
- Principle:Langgenius Dify ErrorHandling
- Principle:Deepspeedai DeepSpeed Sequence Parallel Computation
- Principle:Promptfoo Promptfoo Redteam Report Generation
- Principle:Apache Druid Visualization Module Selection
- Principle:OpenRLHF OpenRLHF Weight Synchronization
- Principle:TA Lib Ta lib python Streaming Data Buffering
Implementations
- Implementation:FMInference FlexLLMGen Initialize Distributed
- Implementation:CrewAIInc CrewAI Enterprise API Spec En
- Implementation:SqueezeAILab ETS Result Serialization
- Implementation:Datahub project Datahub Proto2DataHub RestEmitter Emit
- Implementation:Neuml Txtai Embeddings Search
- Implementation:AUTOMATIC1111 Stable diffusion webui DeepDanbooru Tagger
- Implementation:Openai Openai node Completions Resource
- Implementation:SeleniumHQ Selenium ChromeDriverService CreateDefaultService
- Implementation:Deepset ai Haystack ExtractiveReader
- Implementation:Microsoft Playwright Svelte CT Mount
Heuristics
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
Environments
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Arize ai Phoenix Python Runtime
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Kubeflow Pipelines Python SDK