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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:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:Truera Trulens LangGraph Agent Evaluation
Principles
- Principle:Langchain ai Langgraph Interrupt Graph Compilation
- Principle:Apache Airflow Operator Sensor Development
- Principle:Astronomer Astronomer cosmos Airflow Provider Integration
- Principle:Pyro ppl Pyro JIT Compilation
- Principle:FlowiseAI Flowise Template Marketplace
- Principle:Gretelai Gretel synthetics DGAN Configuration
- Principle:Datahub project Datahub Entity Metadata Enrichment
- Principle:Volcengine Verl Multi Turn Data Preparation
- Principle:Triton inference server Server Sequence Batching Testing
- Principle:Langgenius Dify Application Publishing
Implementations
- Implementation:Alibaba MNN FlatBuffers IDL Parser
- Implementation:Scikit learn contrib Imbalanced learn EasyEnsembleClassifier
- Implementation:Online ml River Conf Interval
- Implementation:Scikit learn Scikit learn CalibratedClassifierCV
- Implementation:Iterative Dvc Lock
- Implementation:BerriAI Litellm Model Prices Database
- Implementation:Openclaw Openclaw PluginsConfig SkillsConfig Types
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Save For SP
- Implementation:Microsoft Playwright Server Page
- Implementation:Recommenders team Recommenders SSEPT Model
Heuristics
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Huggingface Diffusers VAE Scaling Factors
Environments
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Sgl project Sglang ROCm
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Pola rs Polars Python Runtime Environment