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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:Langchain ai Langchain Release Process
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Huggingface Open r1 Reasoning Data Generation
Principles
- Principle:Unslothai Unsloth Ollama Deployment
- Principle:Cohere ai Cohere python Tool Call Parsing
- Principle:Bigscience workshop Petals Server Configuration
- Principle:EvolvingLMMs Lab Lmms eval Model Inference
- Principle:Avhz RustQuant Monte Carlo Option Pricing
- Principle:Huggingface Datatrove Unigram Log Probability Filtering
- Principle:VainF Torch Pruning LLM Perplexity Evaluation
- Principle:Ggml org Llama cpp Multimodal Language Model Loading
- Principle:Neuml Txtai Prompt Engineering
- Principle:Confident ai Deepeval LLM Evaluation Metrics
Implementations
- Implementation:Alibaba ROLL DPO Get Encode Function
- Implementation:Online ml River Cluster ODAC
- Implementation:FlowiseAI Flowise PricingDialog
- Implementation:Microsoft Playwright ExpectUtils
- Implementation:Triton inference server Server Model Analyzer Profile
- Implementation:NVIDIA NeMo Curator SemanticDeduplicationStage
- Implementation:Apache Airflow PercentFormatRender
- Implementation:CARLA simulator Carla MultiGPU Secondary
- Implementation:Ucbepic Docetl Directive Chaining
- Implementation:Openai Openai node Eval Runs Resource
Heuristics
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
Environments
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Kserve Kserve Leader Worker Set
- Environment:Snorkel team Snorkel Dask Distributed
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Shiyu coder Kronos Qlib Data Environment