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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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Browse by Category
| 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:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
Principles
- Principle:Ggml org Llama cpp Performance
- Principle:Sdv dev SDV Constraint Integration
- Principle:Pyro ppl Pyro Conjugate Bayesian Updates
- Principle:Heibaiying BigData Notes Storm Spout Implementation
- Principle:Googleapis Python genai Tool Definition
- Principle:Huggingface Datasets Abstract Dataset IO
- Principle:Haotian liu LLaVA Checkpoint Extraction
- Principle:Shiyu coder Kronos Topk Dropout Portfolio Strategy
- Principle:CrewAIInc CrewAI Performance Testing
- Principle:Webdriverio Webdriverio Test Infrastructure
Implementations
- Implementation:Unslothai Unsloth Evaluate Model AIME
- Implementation:Triton inference server Server GenQaReshapeModels
- Implementation:Apache Kafka GPG Signing
- Implementation:Datajuicer Data juicer Downloader
- Implementation:Facebookresearch Habitat lab AppStateTutorial
- Implementation:Ray project Ray PlacementGroups API
- Implementation:Rapidsai Cuml Manifold Common
- Implementation:Google research Deduplicate text datasets Load Dataset TFDS
- Implementation:Speechbrain Speechbrain Hparams CommonVoice Conformer Transducer
- Implementation:Spotify Luigi Parameter Types
Heuristics
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Fastai Fastbook Dropout Regularization
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
Environments
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Openai Openai python Azure OpenAI
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Ollama Ollama GPU Runtime