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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:Google deepmind Mujoco Simulation benchmarking
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:Nightwatchjs Nightwatch Component Testing
Principles
- Principle:Mit han lab Llm awq AWQ Transform Application
- Principle:NVIDIA TransformerEngine Tensor Parallel Initialization
- Principle:Online ml River DataFrame Stream Ingestion
- Principle:Sktime Pytorch forecasting Estimator Conformance Testing
- Principle:Langchain ai Langgraph Edge Configuration
- Principle:Langgenius Dify Node Level Testing
- Principle:Huggingface Open r1 Chat Template Formatting
- Principle:Webdriverio Webdriverio Exit Handler Pattern
- Principle:Iterative Dvc Experiment Comparison
- Principle:Iamhankai Forest of Thought Tree of Thought Search
Implementations
- Implementation:ArroyoSystems Arroyo Threaded Udf
- Implementation:Google deepmind Mujoco Engine Sort
- Implementation:Openai Openai python Response Web Search Searching
- Implementation:MarketSquare Robotframework browser Settings Stack
- Implementation:Openclaw Openclaw GatewayServiceInstall
- Implementation:Sktime Pytorch forecasting Check Estimator
- Implementation:Protectai Llm guard TokenLimit
- Implementation:Promptfoo Promptfoo Plugins Registry
- Implementation:Pytorch Serve EC2 CloudFormation
- Implementation:Confident ai Deepeval Observe Decorator Agent Type
Heuristics
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:FMInference FlexLLMGen Offloading Percent Tuning
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Langchain ai Langchain Error Context Preservation
Environments
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Alibaba MNN CPU Build Environment
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Lm sys FastChat SFT Training Environment