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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:Ucbepic Docetl Python API Pipeline
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Openai Openai python Audio Processing
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Groq Groq python Chat Completion
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
Principles
- Principle:Unslothai Unsloth OCR Evaluation
- Principle:EvolvingLMMs Lab Lmms eval Response Caching
- Principle:Pola rs Polars Cloud Storage Configuration
- Principle:Rapidsai Cuml Forest Inference
- Principle:Pytorch Serve Speculative Decoding Inference
- Principle:Getgauge Taiko Browser Installation
- Principle:Gretelai Gretel synthetics Conditional Data Sampling
- Principle:Turboderp org Exllamav2 Model Compilation
- Principle:Sgl project Sglang Distributed Environment Setup
- Principle:Kserve Kserve LLMIsvc Controller Reconciliation
Implementations
- Implementation:Haosulab ManiSkill LiftPegUpright
- Implementation:Tensorflow Serving Server BuildAndStart
- Implementation:Iterative Dvc Repo Gc
- Implementation:Openai Openai python Response Refusal Delta
- Implementation:Kornia Kornia Gaussian Blur
- Implementation:Langfuse Langfuse API Dataset Items Schema
- Implementation:Openai Openai python Compacted Response
- Implementation:VainF Torch Pruning GroupTaylorImportance
- Implementation:Neuml Txtai ServiceTask
- Implementation:Open compass VLMEvalKit SimpleVQA
Heuristics
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
Environments
- Environment:Apache Airflow Database Backend Environment
- Environment:Sgl project Sglang ROCm
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Spotify Luigi Apache Spark
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment