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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:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Lance format Lance Full Text Search
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
Principles
- Principle:TobikoData Sqlmesh Forward Only Change Handling
- Principle:Avhz RustQuant Option Greeks
- Principle:Alibaba MNN Diffusion MNN Conversion
- Principle:Unslothai Unsloth RL Model Loading
- Principle:OpenGVLab InternVL Model Inference Loading
- Principle:Allenai Open instruct SFT Data Processing
- Principle:Pyro ppl Pyro Stochastic Variational Inference
- Principle:ThreeSR Awesome Inference Time Scaling Academic Paper Search
- Principle:SqueezeAILab ETS Answer Normalization And Grading
- Principle:Romsto Speculative Decoding Rejection Sampling Adjustment
Implementations
- Implementation:Spotify Luigi Mustache Templating
- Implementation:Huggingface Peft Bone Finetuning Example
- Implementation:ARISE Initiative Robosuite USING INSTANCE RANDOMIZATION
- Implementation:Pytorch Serve DCGAN FashionGen Handler
- Implementation:EvolvingLMMs Lab Lmms eval IFEval Instructions Util
- Implementation:Open compass VLMEvalKit MMHelix Calcudoku Eval
- Implementation:Hiyouga LLaMA Factory V1 Logging
- Implementation:Dagster io Dagster AutomationCondition API
- Implementation:Open compass VLMEvalKit VGRPBench Binairo
- Implementation:Sktime Pytorch forecasting sLSTMCell
Heuristics
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
Environments
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Apache Flink Java Build Environment
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Intel Ipex llm Portable Environment
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Pyro ppl Pyro CUDA GPU Acceleration