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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:Interpretml Interpret EBM Training And Prediction
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:NVIDIA NeMo Aligner DPO Training
Principles
- Principle:Facebookresearch Audiocraft Pretrained Compression Export
- Principle:Eventual Inc Daft Type Casting
- Principle:Ggml org Llama cpp ModelArchitecture
- Principle:Pyro ppl Pyro Amortized Variational Inference
- Principle:Webdriverio Webdriverio Service Hook Lifecycle
- Principle:Isaac sim IsaacGymEnvs Task Configuration Files
- Principle:Tencent Ncnn Oriented Bounding Box Decoding
- Principle:Huggingface Datatrove Dataset Integrity Validation
- Principle:Marker Inc Korea AutoRAG API Based Passage Reranking
- Principle:Fede1024 Rust rdkafka Non Blocking Message Production
Implementations
- Implementation:Langfuse Langfuse API Metrics V2 Schema
- Implementation:Google deepmind Mujoco Engine Util Solve Header
- Implementation:BerriAI Litellm Fine Tuning Types
- Implementation:Intel Ipex llm LlamaIndex RAG
- Implementation:Norrrrrrr lyn WAInjectBench image ensemble detect
- Implementation:Mlc ai Mlc llm Fuse FT Dequantize Matmul Epilogue
- Implementation:Teamcapybara Capybara Window
- Implementation:Togethercomputer Together python Chat Completion Message Schema
- Implementation:NVIDIA TransformerEngine MXFP8Tensor
- Implementation:Apache Dolphinscheduler WorkflowEngine Start
Heuristics
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:DevExpress Testcafe Assertion Retry Timing
Environments
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Openai Whisper Triton
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Pola rs Polars Python Runtime Environment