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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:InternLM Lmdeploy LLM API Server Deployment
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Onnx Onnx Model Validation
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:BerriAI Litellm Response Caching
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:BerriAI Litellm SDK Completion
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Model Discovery
- Principle:MarketSquare Robotframework browser API Test Context Setup
- Principle:Ollama Ollama OpenAI Response Translation
- Principle:NVIDIA NeMo Aligner DPO Preference Data Preparation
- Principle:Lm sys FastChat Causal LM Loading
- Principle:Speechbrain Speechbrain Noisy Speech Data Preparation
- Principle:CARLA simulator Carla Simulation Replay
- Principle:Mlc ai Web llm Embedding Input Formatting
- Principle:Zai org CogVideo SAT Training Execution
- Principle:Huggingface Datasets SQL Export
Implementations
- Implementation:Risingwavelabs Risingwave JNI Binding Header
- Implementation:Alibaba MNN OpenCL CL Platform Header
- Implementation:Openai Openai python Input Tokens Count
- Implementation:Roboflow Rf detr RFDETR Export
- Implementation:Apache Flink AsyncDynamicTableSinkBuilder
- Implementation:MaterializeInc Materialize ResolvedImage Fingerprint
- Implementation:LaurentMazare Tch rs FFI Traits
- Implementation:FlowiseAI Flowise EmbedChat Code Generation
- Implementation:Mlflow Mlflow Trace Decorator
- Implementation:Online ml River Metrics Silhouette
Heuristics
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
Environments
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Vibrantlabsai Ragas LLM Provider Credentials