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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:Vllm project Vllm Speculative Decoding
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Huggingface Transformers Model Quantization
- Workflow:Mlc ai Web llm Basic Chat Completion
Principles
- Principle:Openai Whisper Cross Attention Alignment
- Principle:OWASP Www project top 10 for large language model applications Risk Scoring and Prioritization
- Principle:Microsoft Autogen Swarm Orchestration
- Principle:BerriAI Litellm Cache Initialization
- Principle:Rapidsai Cuml Classification Evaluation
- Principle:Apache Airflow DAG Deployment
- Principle:Facebookresearch Audiocraft Compression Training Execution
- Principle:Haotian liu LLaVA Checkpoint Extraction
- Principle:Interpretml Interpret Interactive Visualization Rendering
- Principle:Promptfoo Promptfoo Test Suite Construction
Implementations
- Implementation:NVIDIA NeMo Curator ClientPartitioning
- Implementation:Diagram of thought Diagram of thought Node Edge Status Protocol Config
- Implementation:TobikoData Sqlmesh Context Render Evaluate Fetchdf
- Implementation:Microsoft Playwright BrowserDispatcher
- Implementation:CARLA simulator Carla Command DestroyActor
- Implementation:Openai Openai agents python Run Examples
- Implementation:Google deepmind Mujoco Engine Print
- Implementation:Neuml Txtai RAG Prompt Template
- Implementation:Deepseek ai Janus ODE Denoising Loop
- Implementation:Run llama Llama index MockLLM
Heuristics
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Datajuicer Data juicer Checkpoint Resumption Strategy
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
Environments
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Google research Deduplicate text datasets Python TFDS Environment