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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 Pipeline Optimization
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:Zai org CogVideo SAT Video Generation
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Online ml River Online Clustering
Principles
- Principle:Tencent Ncnn Text Detection And Recognition
- Principle:Alibaba ROLL Trajectory Collection
- Principle:Ggml org Ggml CI Build Testing
- Principle:Triton inference server Server Model Configuration
- Principle:Gretelai Gretel synthetics Synthetic Text Generation
- Principle:Deepspeedai DeepSpeed CPU SIMD Optimizers
- Principle:Ggml org Llama cpp Model Loading
- Principle:Bigscience workshop Petals Speculative Decoding
- Principle:FlowiseAI Flowise Chatflow Security Configuration
- Principle:Turboderp org Exllamav2 Model Configuration
Implementations
- Implementation:Openai Evals MMMU Eval Config
- Implementation:Mlflow Mlflow Prompt Version Entity
- Implementation:Datajuicer Data juicer ImageFaceBlurMapper
- Implementation:DistrictDataLabs Yellowbrick DroppingCurve Visualizer
- Implementation:Mistralai Client python ChatCompletionResponse
- Implementation:OpenGVLab InternVL Wrap LLM LoRA
- Implementation:Google deepmind Mujoco Engine Derivative
- Implementation:EvolvingLMMs Lab Lmms eval LLM Judge Factory
- Implementation:Run llama Llama index Download Pack
- Implementation:Unstructured IO Unstructured ChunkingOptions
Heuristics
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
Environments
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Sgl project Sglang CPU Runtime
- Environment:Interpretml Interpret Visualization Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Apache Hudi Docker Demo Environment
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Truera Trulens LangChain LangGraph Environment