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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:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Tensorflow Serving Model Version Management
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Tensorflow Serving REST API Inference
Principles
- Principle:Mlflow Mlflow CI Test Matrix Generation
- Principle:Microsoft Playwright Install Browsers
- Principle:Diagram of thought Diagram of thought Prompt Validation Testing
- Principle:Googleapis Python genai File Upload
- Principle:Langchain ai Langchain Distribution Building
- Principle:Farama Foundation Gymnasium Reward Transformation
- Principle:Sdv dev SDV Inequality Constraint
- Principle:Googleapis Python genai Local Tokenization
- Principle:SeleniumHQ Selenium Bazel Build Verification
- Principle:Mlc ai Web llm Tool Execution Loop
Implementations
- Implementation:Openclaw Openclaw ResolveSandboxConfigForAgent
- Implementation:ContextualAI HALOs Sample Main
- Implementation:Ggml org Ggml Gguf init empty
- Implementation:Langchain ai Langgraph Auth Types
- Implementation:Microsoft Playwright Roll Browser
- Implementation:Infiniflow Ragflow Admin ServiceDetail Component
- Implementation:Kornia Kornia Tversky Loss
- Implementation:Google deepmind Dm control Suite Pendulum
- Implementation:Recommenders team Recommenders Sequential Iterator
- Implementation:DistrictDataLabs Yellowbrick Dataset Download
Heuristics
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Avdvg InjectGuard Module Level Initialization
Environments
- Environment:Apache Spark Kubernetes Runtime
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:Togethercomputer Together python API Credentials
- Environment:Sgl project Sglang CUDA SM100