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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:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Gretelai Gretel synthetics DataFrame Batch Synthesis
- Workflow:Apache Hudi Flink Schema Evolution
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Pytorch Serve Model Deployment
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:OpenRLHF OpenRLHF DPO Training
Principles
- Principle:Danijar Dreamerv3 Benchmark Visualization
- Principle:PrefectHQ Prefect HTTP Data Extraction
- Principle:Explodinggradients Ragas Knowledge Graph Construction
- Principle:Elevenlabs Elevenlabs python Voice Selection
- Principle:Iterative Dvc DVC Metafile Serialization
- Principle:Tencent Ncnn Dependency Free Build
- Principle:Ollama Ollama Model Alias API
- Principle:Apache Shardingsphere Cluster Metadata Synchronization
- Principle:Spotify Luigi NoSQL Data Targets
- Principle:OpenRLHF OpenRLHF DeepSpeed Checkpoint Conversion
Implementations
- Implementation:Haosulab ManiSkill FloatingPandaGripper
- Implementation:Apache Hudi Setup Demo Script
- Implementation:Intel Ipex llm NPU BCE Embedding
- Implementation:Spotify Luigi CascadingClient
- Implementation:Microsoft Autogen Studio MCP Create Modal
- Implementation:Openai Openai python Fine Tuned Model Inference
- Implementation:LaurentMazare Tch rs Layer Norm
- Implementation:Facebookresearch Audiocraft MultiScaleDiscriminator
- Implementation:Neuml Txtai PgText Scoring
- Implementation:Farama Foundation Gymnasium ReacherEnv V4
Heuristics
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Ggml org Ggml Quantization Type Selection
Environments
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Apache Spark Release Build Environment
- Environment:Langfuse Langfuse Node 24 Runtime