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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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|---|---|---|
| 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:Guardrails ai Guardrails Server Deployment
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Neuml Txtai Workflow Orchestration
Principles
- Principle:Intel Ipex llm XPU Environment Setup
- Principle:AUTOMATIC1111 Stable diffusion webui Task Progress Tracking
- Principle:Tensorflow Tfjs Model Evaluation
- Principle:Anthropics Anthropic sdk python Streaming Structured Output
- Principle:FlowiseAI Flowise Document Processing
- Principle:Dotnet Machinelearning Feature Engineering
- Principle:CrewAIInc CrewAI Crew Integration In Flow
- Principle:Bigscience workshop Petals Server CLI Launch
- Principle:Deepseek ai Janus Vision Encoding and Embedding Fusion
- Principle:SeldonIO Seldon core Candidate Model Deployment
Implementations
- Implementation:OpenRLHF OpenRLHF RewardModelTrainer
- Implementation:Scikit learn Scikit learn KNeighborsRegressor
- Implementation:Puppeteer Puppeteer Viewport
- Implementation:Webdriverio Webdriverio Docusaurus Config
- Implementation:Duckdb Duckdb Mbedtls Bignum
- Implementation:EvolvingLMMs Lab Lmms eval Accelerator Init
- Implementation:Sgl project Sglang Kernel Ops Header
- Implementation:Princeton nlp Tree of thought llm Solve BFS
- Implementation:Teamcapybara Capybara Selector Select
- Implementation:Triton inference server Server OrcaHTTP
Heuristics
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Zai org CogVideo Memory Optimization Strategies
Environments
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment