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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:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:InternLM Lmdeploy LLM API Server Deployment
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
Principles
- Principle:Webdriverio Webdriverio ErrorHandling
- Principle:LaurentMazare Tch rs NumPy Format IO
- Principle:HKUDS AI Trader Frontend Transaction Display
- Principle:Turboderp org Exllamav2 Model Weight Loading
- Principle:PrefectHQ Prefect DataFrame Transformation
- Principle:Kornia Kornia Descriptor Matching
- Principle:Nightwatchjs Nightwatch Configuration Setup
- Principle:Ggml org Ggml Training Data Loading
- Principle:Snorkel team Snorkel Probabilistic Label Generation
- Principle:Openai Evals Multiple Choice Evaluation
Implementations
- Implementation:Ollama Ollama MLXRunner Sample
- Implementation:Langfuse Langfuse SlackService
- Implementation:Pyro ppl Pyro Vindex
- Implementation:CrewAIInc CrewAI Code Interpreter Tool
- Implementation:ChenghaoMou Text dedup MinHash LSH Cluster
- Implementation:Hpcaitech ColossalAI Trainer Callback Base
- Implementation:Turboderp org Exllamav2 ExLlamaV2StreamingGenerator
- Implementation:Scikit learn Scikit learn SequentialFeatureSelector
- Implementation:Apache Shardingsphere VersionPersistService SwitchActiveVersion
- Implementation:NVIDIA DALI Legacy TF Op
Heuristics
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Openai Evals Event Batching Configuration
Environments
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Vllm project Vllm Intel XPU
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Kubeflow Kubeflow Git GitHub Environment