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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:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:Wandb Weave SDK Release
Principles
- Principle:Vllm project Vllm Output Processing
- Principle:OWASP Www project top 10 for large language model applications Style Guide Conformance
- Principle:OpenGVLab InternVL VQA Accuracy Scoring
- Principle:Scikit learn Scikit learn Regression Metrics
- Principle:Haosulab ManiSkill Episode Initialization
- Principle:Junyanz Pytorch CycleGAN and pix2pix Image Pool Stabilization
- Principle:Openai Evals Eval Type Configuration
- Principle:NVIDIA TransformerEngine Baseline Transformer Layer
- Principle:Facebookresearch Audiocraft Audio Generation Evaluation
- Principle:Groq Groq python Stream Chunk Processing
Implementations
- Implementation:Infiniflow Ragflow Agent Constants
- Implementation:Ollama Ollama Chat Handler
- Implementation:FlagOpen FlagEmbedding MLVU Topic Reasoning Data
- Implementation:Diagram of thought Diagram of thought Iterative Reasoner Prompt Loading
- Implementation:PacktPublishing LLM Engineers Handbook UserDocument Get Or Create
- Implementation:Deepseek ai Janus VQModel Decode Code
- Implementation:CARLA simulator Carla Python Weather Bindings
- Implementation:Googleapis Python genai GenerateContentConfig Setup
- Implementation:Open compass VLMEvalKit ScreenSpotV2
- Implementation:Tencent Ncnn MobileNetV3 SSDLite Example
Heuristics
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
Environments
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Openai Evals Python Runtime
- Environment:Ray project Ray Python Runtime Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Openai Evals OpenAI API Configuration
- Environment:Huggingface Datatrove Processing Dependencies