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Total Pages
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:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Iterative Dvc Data Tracking
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:FlagOpen FlagEmbedding Reranker Inference
Principles
- Principle:Duckdb Duckdb Extension Loading Verification
- Principle:Pyro ppl Pyro Algebraic Semirings
- Principle:Truera Trulens Server Side Evaluation
- Principle:Huggingface Open r1 Model and Tokenizer Loading
- Principle:SeleniumHQ Selenium PageFactory Initialization
- Principle:CarperAI Trlx PPO Configuration
- Principle:Apache Shardingsphere Event Listener Registration
- Principle:Duckdb Duckdb Test Framework
- Principle:MarketSquare Robotframework browser Test Cleanup and Failure Handling
- Principle:Isaac sim IsaacGymEnvs Factory Configuration
Implementations
- Implementation:Ollama Ollama Cmd Start Windows
- Implementation:FMInference FlexLLMGen DeepSpeed BF16 Optimizer
- Implementation:Speechbrain Speechbrain Prepare KsponSpeech Tokenizer
- Implementation:Treeverse LakeFS Java SDK Model Commit
- Implementation:Google deepmind Dm control Legacy Base Walker
- Implementation:Speechbrain Speechbrain Train PeoplesSpeech
- Implementation:Open compass VLMEvalKit Generate Inner
- Implementation:Scikit learn Scikit learn SAG Solver
- Implementation:Risingwavelabs Risingwave Await Tree Page
- Implementation:Apache Paimon RESTUtil
Heuristics
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
Environments
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:FlowiseAI Flowise Docker Environment
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Diagram of thought Diagram of thought LLM API