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1,118
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:Onnx Onnx Model Creation
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Googleapis Python genai Context Caching
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
Principles
- Principle:DistrictDataLabs Yellowbrick Feature Importance Ranking
- Principle:Lance format Lance Hybrid Search Composition
- Principle:Scikit learn contrib Imbalanced learn Sensitivity Specificity Analysis
- Principle:Nightwatchjs Nightwatch Cucumber Test Execution
- Principle:NVIDIA NeMo Curator File Partitioning
- Principle:Isaac sim IsaacGymEnvs Task Requirements Design
- Principle:Nightwatchjs Nightwatch Custom Command Creation
- Principle:Intel Ipex llm NPU Multimodal Inference
- Principle:Langgenius Dify React Query Pattern
- Principle:Trailofbits Fickling Pickle VM Tracing
Implementations
- Implementation:Google deepmind Dm control Variation Broadcaster
- Implementation:Ucbepic Docetl LanceDBRetriever
- Implementation:Langchain ai Langchain BaseChatOpenAI Stream Implementation
- Implementation:Huggingface Open r1 Get Callbacks
- Implementation:Open compass VLMEvalKit CCOCRDataset
- Implementation:NVIDIA NeMo Curator ArXiv URLGenerator
- Implementation:Ucbepic Docetl PipelineSettings
- Implementation:Speechbrain Speechbrain AMI Splits
- Implementation:Ollama Ollama MLXRunner Sample
- Implementation:Open compass VLMEvalKit Qianfan VL
Heuristics
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
Environments
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Apache Spark Python Environment
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Protectai Llm guard API Server Deployment
- Environment:Tensorflow Serving Python Client Environment
- Environment:Vllm project Vllm AMD ROCm