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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:Huggingface Diffusers DreamBooth Personalization
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Openai Openai node Fine Tuning
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
Principles
- Principle:Webdriverio Webdriverio ProcessLifecycle
- Principle:CrewAIInc CrewAI Embedding Configuration
- Principle:DevExpress Testcafe Screenshot And Video Capture
- Principle:Bitsandbytes foundation Bitsandbytes FSDP 4bit Quantization
- Principle:Cypress io Cypress Monorepo Build Orchestration
- Principle:Apache Shardingsphere Hint Based Routing
- Principle:OpenBMB UltraFeedback Inference Execution
- Principle:Facebookresearch Audiocraft Export Directory Organization
- Principle:Deepseek ai Janus VAE Decoding
- Principle:Langchain ai Langchain Distribution Building
Implementations
- Implementation:Googleapis Python genai Files Upload
- Implementation:Scikit learn Scikit learn SAG Solver
- Implementation:Haosulab ManiSkill Draw
- Implementation:AUTOMATIC1111 Stable diffusion webui Extra Options Section
- Implementation:Risingwavelabs Risingwave JniCatalogWrapper LoadTable
- Implementation:Open compass VLMEvalKit Janus
- Implementation:FMInference FlexLLMGen ExecutionEnv Create
- Implementation:Huggingface Open r1 Get Callbacks
- Implementation:Datahub project Datahub Proto2DataHub Main
- Implementation:NVIDIA NeMo Curator XennaExecutor
Heuristics
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Allenai Open instruct Polyak Reference Update
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
Environments
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Intel Ipex llm NPU Environment
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU