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1,118
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:Openai CLIP Prompt engineered classification
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:Langgenius Dify Knowledge Base Management
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
Principles
- Principle:LaurentMazare Tch rs REINFORCE Policy Gradient
- Principle:Pola rs Polars Timezone Handling
- Principle:Langfuse Langfuse OTel S3 Upload and Queue Dispatch
- Principle:Webdriverio Webdriverio Test Spec Authoring
- Principle:Apache Druid Supervisor Health Monitoring
- Principle:Unslothai Unsloth Raw Text Data Loading
- Principle:Duckdb Duckdb Extension Build And Metadata
- Principle:Iterative Dvc Stage Execution
- Principle:Facebookresearch Habitat lab Policy Network Initialization
- Principle:Hpcaitech ColossalAI RAG Deployment
Implementations
- Implementation:Norrrrrrr lyn WAInjectBench JSONL Text Data Schema
- Implementation:Volcengine Verl RewardModelWorker Compute Reward
- Implementation:BerriAI Litellm Lowest TPM RPM Strategy
- Implementation:Risingwavelabs Risingwave ReplicationStream
- Implementation:Mlflow Mlflow Trace Decorator
- Implementation:Facebookresearch Audiocraft AudioEffects
- Implementation:Scikit learn Scikit learn AllEstimators
- Implementation:Mlfoundations Open flamingo Create model and transforms
- Implementation:CARLA simulator Carla SensorData API Spec
- Implementation:Langgenius Dify Use Models
Heuristics
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Wandb Weave Sentinel Value Handling
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:Apache Hudi Record Level Index Optimization
Environments
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Openai Evals Python Runtime
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:NVIDIA NeMo Aligner NeMo Framework GPU Environment
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Huggingface Peft BitsAndBytes Quantization