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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:Infiniflow Ragflow Search Application Setup
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Snorkel team Snorkel Multitask Classification
Principles
- Principle:ChenghaoMou Text dedup MinHash Fingerprinting
- Principle:Trailofbits Fickling Hook Deactivation
- Principle:Webdriverio Webdriverio Browser Runner Configuration
- Principle:Spcl Graph of thoughts Ground Truth Evaluation
- Principle:FlowiseAI Flowise Chat Prediction
- Principle:Apache Kafka Topic Creation
- Principle:Openai Openai python Realtime WebSocket Connection
- Principle:Onnx Onnx Model Building
- Principle:Tensorflow Tfjs Graph Model Inference
- Principle:Open compass VLMEvalKit Dataset Registration
Implementations
- Implementation:Hpcaitech ColossalAI Trainer PerformanceEvaluator
- Implementation:Scikit learn Scikit learn ModelSelectionModule
- Implementation:Tencent Ncnn Imreadwrite
- Implementation:LMCache LMCache Blend Example Script
- Implementation:Tencent Ncnn SimpleOMP
- Implementation:AUTOMATIC1111 Stable diffusion webui Context Menus
- Implementation:Huggingface Datatrove InferenceProgressMonitor
- Implementation:Togethercomputer Together python Endpoints Resource
- Implementation:Langchain ai Langgraph SyncAsyncFuture Result
- Implementation:Lance format Lance Java WriteParams
Heuristics
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Fastai Fastbook Dropout Regularization
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
Environments
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Apache Spark Python Environment
- Environment:Huggingface Trl Quantization Environment
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Spotify Luigi AWS S3 Storage
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Promptfoo Promptfoo Node Runtime