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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:Dagster io Dagster Dbt Integration
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
Principles
- Principle:Bitsandbytes foundation Bitsandbytes Int8 Vectorwise Quantization
- Principle:Iterative Dvc Experiment Result Capture
- Principle:LMCache LMCache P2P KV Transfer
- Principle:Openai Whisper Punctuation Merging
- Principle:DataExpert io Data engineer handbook JDBC Sink Table Definition
- Principle:Getgauge Taiko Input Clearing
- Principle:FlowiseAI Flowise Public Chatbot Sharing
- Principle:Run llama Llama index Text Chunking
- Principle:Togethercomputer Together python Document Reranking
- Principle:Webdriverio Webdriverio WebDriver Bidi Protocol
Implementations
- Implementation:Apache Airflow GenericDAGNode
- Implementation:Apache Shardingsphere DatabaseMetaDataPersistFacade Persist
- Implementation:EvolvingLMMs Lab Lmms eval Create Iterator
- Implementation:Arize ai Phoenix Legacy Public API
- Implementation:Ollama Ollama FromChatRequest
- Implementation:Treeverse LakeFS Java SDK Model Setup
- Implementation:Openai CLIP CLIP Forward
- Implementation:Treeverse LakeFS Java SDK Model PullRequest
- Implementation:Lance format Lance Java IvfBuildParams
- Implementation:Neuml Txtai External Vectors
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
Environments
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Ollama Ollama Go Runtime
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:BerriAI Litellm Python Runtime