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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:Huggingface Diffusers Model Quantization
- Workflow:Unslothai Unsloth QLoRA SFT Finetuning
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:BerriAI Litellm Response Caching
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Bentoml BentoML Multi Model Composition
Principles
- Principle:ChenghaoMou Text dedup Suffix Array Construction
- Principle:Norrrrrrr lyn WAInjectBench Per Folder Image Detection
- Principle:Googleapis Python genai Multimodal Content Assembly
- Principle:Marker Inc Korea AutoRAG Configuration Validation
- Principle:Wandb Weave Patch Reversal
- Principle:Deepset ai Haystack Documentation Navigation Structure
- Principle:Tensorflow Tfjs Activation Functions
- Principle:Pyro ppl Pyro Normalizing Flow Integration
- Principle:Facebookresearch Audiocraft Loudness Ratio Loss
- Principle:Iamhankai Forest of Thought Input Diversity Shuffling
Implementations
- Implementation:SeleniumHQ Selenium Closure ListenerMap
- Implementation:ARISE Initiative Robosuite WipeArena
- Implementation:Deepspeedai DeepSpeed UlyssesSPAttentionHF Init
- Implementation:LMCache LMCache Connector V1 085
- Implementation:CARLA simulator Carla CompositeSerializer
- Implementation:Apache Kafka Merge Pr
- Implementation:Isaac sim IsaacGymEnvs Rotation3D
- Implementation:Apache Airflow TriggererJobRunner Loop
- Implementation:Onnx Onnx IR Graph Model
- Implementation:Infiniflow Ragflow ChunkMethodForm Component
Heuristics
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:Apache Paimon Vector Index Configuration Tips
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:NVIDIA DALI Last Batch Policy Selection
Environments
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Apache Druid Web Console Development
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Arize ai Phoenix OpenTelemetry SDK