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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:Togethercomputer Together python Embeddings And Reranking
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:Togethercomputer Together python Image Generation
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Kserve Kserve LLM Disaggregated Serving
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:Risingwavelabs Risingwave Docker Deployment
Principles
- Principle:Apache Flink Split Based Record Reading
- Principle:Haifengl Smile SQL Data Ingestion
- Principle:OpenHands OpenHands Webhook Reception
- Principle:Huggingface Datatrove Inference Checkpointing
- Principle:Hiyouga LLaMA Factory Dataset Format Conversion
- Principle:Microsoft Agent framework Framework Installation
- Principle:Openai CLIP Image Feature Encoding
- Principle:Nightwatchjs Nightwatch Page Object Usage In Tests
- Principle:Apache Druid Query Execution
- Principle:Openai Openai agents python Tool Execution Loop
Implementations
- Implementation:CARLA simulator Carla TrafficManagerLocal
- Implementation:MarketSquare Robotframework browser Print Version
- Implementation:Microsoft Autogen MagenticOneGroupChat
- Implementation:Ray project Ray Serve RayServeMetrics
- Implementation:Cohere ai Cohere python CitationOptions Model
- Implementation:Lance format Lance Java LanceSchema
- Implementation:SeleniumHQ Selenium Format Sh Script
- Implementation:Apache Flink SplitFetcher
- Implementation:NVIDIA TransformerEngine JAX XLA Attention
- Implementation:FlagOpen FlagEmbedding BGE Hn Mine
Heuristics
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
Environments
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Unslothai Unsloth Python Transformers
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Tencent Ncnn Build Environment
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Datahub project Datahub Java Build