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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:Protectai Llm guard Scanner Benchmarking
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Deepset ai Haystack RAG Pipeline
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
Principles
- Principle:FMInference FlexLLMGen CUDA Quantization Utilities
- Principle:Isaac sim IsaacGymEnvs Environment Creation
- Principle:Pyro ppl Pyro Advanced ELBO Estimators
- Principle:Pyro ppl Pyro Simulator Based Inference
- Principle:DistrictDataLabs Yellowbrick Residual Analysis
- Principle:Apache Hudi Compaction Need Assessment
- Principle:Ollama Ollama ToolCalling
- Principle:Scikit learn Scikit learn Anomaly Detection
- Principle:AUTOMATIC1111 Stable diffusion webui UI Architecture
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Quantization Configuration
Implementations
- Implementation:CrewAIInc CrewAI RAG CSV Loader
- Implementation:OpenHands OpenHands LinearManager
- Implementation:Allenai Open instruct GRPO ExperimentConfig
- Implementation:ContextualAI HALOs Label Main
- Implementation:Dagster io Dagster Vercel Redirect Configuration
- Implementation:Haosulab ManiSkill TwoRobotPickCube
- Implementation:Volcengine Verl VLM Model Config
- Implementation:Google deepmind Mujoco USD Layer Sink
- Implementation:Ucbepic Docetl ChatRoute
- Implementation:Microsoft Autogen Studio MCP Create Modal
Heuristics
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
Environments
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Huggingface Datatrove Python Runtime
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Apache Spark Python Environment
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements