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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:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:FlowiseAI Flowise Evaluation Pipeline
Principles
- Principle:Datajuicer Data juicer LLM Backend Configuration
- Principle:LaurentMazare Tch rs PyTorch Binding Code Generation
- Principle:Elevenlabs Elevenlabs python Voice Cloning
- Principle:Eventual Inc Daft Iceberg Catalog Creation
- Principle:Run llama Llama index Index Persistence
- Principle:Infiniflow Ragflow Graph State Management
- Principle:FMInference FlexLLMGen Group Quantization Configuration
- Principle:Langfuse Langfuse Dataset Item Processing
- Principle:TobikoData Sqlmesh Plan Creation And Change Detection
- Principle:Kubeflow Pipelines Exit Handling
Implementations
- Implementation:CARLA simulator Carla EpisodeSettings
- Implementation:Predibase Lorax Response Format Type
- Implementation:ChenghaoMou Text dedup SimHash Union Find Cluster
- Implementation:SqueezeAILab ETS YAML Config Loading
- Implementation:ArroyoSystems Arroyo Kinesis Source
- Implementation:Trailofbits Fickling Activate Safe ML Environment
- Implementation:Huggingface Transformers Create Circleci Config
- Implementation:FlagOpen FlagEmbedding BGE Coder TripletGenerator
- Implementation:ArroyoSystems Arroyo Validate Query
- Implementation:Ucbepic Docetl ExperimentEvalUtils
Heuristics
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
Environments
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Langgenius Dify Python Backend Environment
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:BerriAI Litellm Python Runtime
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Openai CLIP Python Dependencies