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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:Openai Openai agents python Guardrails Secured Agent
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Guardrails ai Guardrails LLM Output Validation
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:ClickHouse ClickHouse Packaging For Distribution
Principles
- Principle:Spotify Luigi Spark Configuration
- Principle:Huggingface Datatrove MinHash Signature Computation
- Principle:Webdriverio Webdriverio Custom Reporter Development
- Principle:Huggingface Datatrove Lambda Filtering
- Principle:Openclaw Openclaw Version Update
- Principle:Open compass VLMEvalKit Dataset Base Class Hierarchy
- Principle:Langgenius Dify Access Control
- Principle:Ollama Ollama GGUF Model Conversion GptOss
- Principle:Volcengine Verl GRPO Advantage Estimation
- Principle:OpenGVLab InternVL Batch VQA Inference
Implementations
- Implementation:Turboderp org Exllamav2 Shard
- Implementation:Microsoft Autogen Studio Eval Datamodel
- Implementation:MaterializeInc Materialize Helm Chart Version Bump
- Implementation:Webdriverio Webdriverio DriverManager
- Implementation:Bentoml BentoML Deployment Terminate Delete
- Implementation:Pyro ppl Pyro Rings
- Implementation:NVIDIA TransformerEngine Ops Fused Forward Linear Bias Activation
- Implementation:ArroyoSystems Arroyo Data Fetching
- Implementation:Google deepmind Mujoco Platform Renderer
- Implementation:Mage ai Mage ai Chargebee Common Customers Schema
Heuristics
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:FMInference FlexLLMGen Offloading Percent Tuning
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
Environments
- Environment:Vllm project Vllm Distributed
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Apache Airflow Python Runtime Environment
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:CarperAI Trlx Python Accelerate
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Openai Openai node Node 20 Runtime
- Environment:Evidentlyai Evidently Python Core Environment