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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:Ggml org Llama cpp Speculative Decoding
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
Principles
- Principle:Zai org CogVideo Distributed Training Setup
- Principle:Ollama Ollama OpenAI Embeddings And Listing
- Principle:Langgenius Dify Node Graph Composition
- Principle:HKUDS AI Trader Frontend Asset Visualization
- Principle:Triton inference server Server Container Verification
- Principle:Facebookresearch Audiocraft MusicGen Training Execution
- Principle:Langchain ai Langchain Tool Invocation With Tools
- Principle:NVIDIA NeMo Aligner Knowledge Distillation Training
- Principle:Ggml org Ggml Weight Repacking
- Principle:Langchain ai Langchain Maximal Marginal Relevance
Implementations
- Implementation:Puppeteer Puppeteer Dialog
- Implementation:CARLA simulator Carla RPC Response
- Implementation:ClickHouse ClickHouse Extended Types
- Implementation:Apache Paimon RESTApi
- Implementation:Langfuse Langfuse API Blob Storage Schema
- Implementation:Avhz RustQuant FractionalProcess
- Implementation:Ucbepic Docetl BookmarksPanel
- Implementation:Datajuicer Data juicer MostRelevantEntitiesAggregator
- Implementation:NVIDIA NeMo Curator DuplicateRemovalStage
- Implementation:Speechbrain Speechbrain Prepare UrbanSound8k
Heuristics
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
Environments
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Cypress io Cypress Linux Display Server
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Ray project Ray Docker GPU Environment
- Environment:Apache Shardingsphere Java Runtime Environment