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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:Groq Groq python Batch Processing
- Workflow:NVIDIA NeMo Aligner Reward Model Training
- Workflow:Openai Openai node Fine Tuning
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Googleapis Python genai Function Calling and Tools
Principles
- Principle:Apache Dolphinscheduler RPC Client Proxy Pattern
- Principle:Avhz RustQuant Error Handling
- Principle:Lucidrains X transformers Aligned Model Evaluation
- Principle:Bentoml BentoML Model Loading From Store
- Principle:Cleanlab Cleanlab Latent Noise Estimation
- Principle:Apache Spark SQL Documentation Generation
- Principle:Deepseek ai Janus JanusFlow Model Loading
- Principle:NVIDIA TransformerEngine Gemma Weight Loading
- Principle:Langgenius Dify Backend CLI
- Principle:Microsoft LoRA LoRA Weight Extraction
Implementations
- Implementation:Duckdb Duckdb HyperLogLog
- Implementation:Google deepmind Mujoco Engine Init
- Implementation:CARLA simulator Carla StreamingEndPoint
- Implementation:NVIDIA DALI Fn Readers Video
- Implementation:Open compass VLMEvalKit MEGABench VLM As Judge
- Implementation:Mistralai Client python EventStream
- Implementation:Microsoft Autogen CI Checks Workflow
- Implementation:Deepspeedai DeepSpeed PipelineEngine Init
- Implementation:Apache Kafka Docker Buildx Build Push
- Implementation:Langchain ai Langgraph UUID6
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
Environments
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Unstructured IO Unstructured All Docs
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Snorkel team Snorkel PySpark
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Huggingface Datatrove Slurm Cluster Environment