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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:Shiyu coder Kronos CSV Finetuning
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Neuml Txtai Semantic Search
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Speechbrain Speechbrain Text to Speech Training
Principles
- Principle:MaterializeInc Materialize Release Completion
- Principle:Sdv dev SDV PAR Synthesis
- Principle:Interpretml Interpret SHAP Kernel Explanation
- Principle:Speechbrain Speechbrain Noisy Speech Data Preparation
- Principle:Langgenius Dify SecureWindowOpening
- Principle:Ray project Ray Named Actor Retrieval
- Principle:Huggingface Diffusers Quantized Model Loading
- Principle:OpenHands OpenHands Middleware Configuration
- Principle:Anthropics Anthropic sdk python Tool Execution
- Principle:Alibaba MNN Neural Network Inference
Implementations
- Implementation:Interpretml Interpret Avx2 32
- Implementation:SqueezeAILab ETS Evaluate And Majority Vote
- Implementation:Lm sys FastChat Copilot Arena Tab
- Implementation:Google deepmind Mujoco Filament Scene View
- Implementation:Evidentlyai Evidently Legacy OpenAI Feature
- Implementation:Openai Openai agents python Runner Run
- Implementation:CARLA simulator Carla World Get Random Location From Navigation
- Implementation:Hiyouga LLaMA Factory Chat Template
- Implementation:Haosulab ManiSkill MP Solutions Pattern
- Implementation:Tensorflow Serving Tfrt Predict Util
Heuristics
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
Environments
- Environment:Openai Openai python Voice Helpers
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Sgl project Sglang ROCm
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Getgauge Taiko Linux System Libraries