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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:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:Groq Groq python Text To Speech
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Truera Trulens LangGraph Agent Evaluation
Principles
- Principle:Sktime Pytorch forecasting Synthetic Data Generation
- Principle:HKUDS AI Trader Frontend Portfolio Display
- Principle:Helicone Helicone Registry Snapshot Testing
- Principle:Deepspeedai DeepSpeed Pipeline Module Construction
- Principle:Cleanlab Cleanlab Automated Issue Detection
- Principle:Getgauge Taiko Runtime Configuration
- Principle:Apache Dolphinscheduler RPC Service Contract Definition
- Principle:Ollama Ollama Anthropic Trace Logging
- Principle:Neuml Txtai Dimensionality Reduction
- Principle:MarketSquare Robotframework browser ES2015 Module Transpilation
Implementations
- Implementation:Alibaba MNN RapidJSON Reader
- Implementation:Diagram of thought Diagram of thought Full Vs Minimal Template Selection
- Implementation:Apache Druid Compaction Config Completions
- Implementation:Ollama Ollama Llama Impl
- Implementation:Neuml Txtai M2V Vectors
- Implementation:LMCache LMCache LMCacheWorker Register
- Implementation:Datajuicer Data juicer ImageTaggingMapper
- Implementation:Ggml org Llama cpp Arg Parser
- Implementation:Pyro ppl Pyro SubsampleMessenger
- Implementation:Ggml org Llama cpp Download
Heuristics
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
Environments
- Environment:Spotify Luigi AWS S3 Storage
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Allenai Open instruct vLLM Inference
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment