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1,118
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:HKUDS AI Trader Data Pipeline
- Workflow:Openai Openai node Fine Tuning
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
Principles
- Principle:Shiyu coder Kronos Sequential Two Stage Training
- Principle:Langgenius Dify Workflow Application Creation
- Principle:Sgl project Sglang Visual Input Preparation
- Principle:Neuml Txtai Content Indexing
- Principle:Langchain ai Langchain Streaming Routing
- Principle:Tensorflow Serving Version Label Routing
- Principle:Langgenius Dify StreamingDataProcessing
- Principle:Bigscience workshop Petals Optimizer Setup
- Principle:Togethercomputer Together python Client Initialization
- Principle:ARISE Initiative Robomimic Observation Extraction
Implementations
- Implementation:Run llama Llama index PydanticOutputParser
- Implementation:Ggml org Llama cpp CLIP Model
- Implementation:Open compass VLMEvalKit SArena Metrics
- Implementation:Apache Paimon VectorSearch Construction
- Implementation:Tensorflow Serving MakeJsonFromTensors
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Components
- Implementation:Sktime Pytorch forecasting RevIN
- Implementation:Speechbrain Speechbrain Brain Init
- Implementation:Volcengine Verl RewardManager Compute Reward
- Implementation:Microsoft Playwright Recorder SetMode
Heuristics
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Datahub project Datahub Spark Databricks Coalescing
Environments
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:DevExpress Testcafe Node Runtime
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Tensorflow Serving Build Environment
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4