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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:Sdv dev SDV Sequential data synthesis
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Ollama Ollama Model Pull And Run
Principles
- Principle:Duckdb Duckdb Lock Free Concurrency
- Principle:Google deepmind Mujoco Scene Rendering
- Principle:Farama Foundation Gymnasium Synchronous Vector Execution
- Principle:Hpcaitech ColossalAI Benchmark Metric Computation
- Principle:Huggingface Alignment handbook Config Parsing
- Principle:Huggingface Diffusers Quantized Model Loading
- Principle:Cleanlab Cleanlab CleanLearning Initialization
- Principle:LMCache LMCache KV Cache Storage
- Principle:Risingwavelabs Risingwave Iceberg Integration
- Principle:CrewAIInc CrewAI State Model Design
Implementations
- Implementation:Deepseek ai Janus VQModel Decode Code
- Implementation:InternLM Lmdeploy AttentionIterator
- Implementation:Nautechsystems Nautilus trader BacktestVenueConfig Init
- Implementation:Microsoft Agent framework WorkflowRunResult Get Outputs
- Implementation:Mlc ai Mlc llm RNN State
- Implementation:LaurentMazare Tch rs Stable Diffusion Pipeline
- Implementation:Haosulab ManiSkill Merge Trajectories Func
- Implementation:Rapidsai Cuml Treelite Integration
- Implementation:Ggml org Llama cpp Multimodal Download
- Implementation:Mlfoundations Open flamingo Hf hub download load state dict
Heuristics
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
Environments
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Neuml Txtai API Server Configuration