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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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|---|---|---|
| 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:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:Groq Groq python Chat Completion
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
Principles
- Principle:Mlfoundations Open flamingo Visual Question Answering Evaluation
- Principle:MarketSquare Robotframework browser Project Build Pipeline
- Principle:SeleniumHQ Selenium CDP Session Management
- Principle:Deepspeedai DeepSpeed AutoTP Engine Init
- Principle:Sgl project Sglang Multimodal Prompt Construction
- Principle:Huggingface Datasets Stratified Splitting
- Principle:Apache Kafka Coordinator Read Operations
- Principle:Lm sys FastChat Identity Data Injection
- Principle:FMInference FlexLLMGen CUDA Operator Building
- Principle:Infiniflow Ragflow Chunk Display
Implementations
- Implementation:Diagram of thought Diagram of thought DAG Traversal Algorithms
- Implementation:Scikit learn Scikit learn MulticlassUtils
- Implementation:Apache Flink FileSourceReader Constructor
- Implementation:SeleniumHQ Selenium DevTools AddListener
- Implementation:Langfuse Langfuse StorageService UploadWithSignedUrl
- Implementation:Vibrantlabsai Ragas BleuScoreV2
- Implementation:Openai Openai python Response Prompt Param
- Implementation:Google deepmind Mujoco WASM Demo App
- Implementation:CARLA simulator Carla CMake Build Python API
- Implementation:FlagOpen FlagEmbedding Embedding Similarity Scoring
Heuristics
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Rapidsai Cuml GPU Cache Alignment
Environments
- Environment:Huggingface Open r1 vLLM Server
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Mlc ai Mlc llm WebGPU Browser Environment